TerminatorJ/xenium_25_lung_dataset_update2

Expression list	Split string	Cell_id string	Gene list	Cell_Ids string	Ranked_Gene_Names list	Full_Tokens list	Gene_Gene_Matrix list	Annotations string	Sample_Names string	Normalized_Exp list
[ [ 0, 0, 196.3048553466797, 11.547344207763672, 0, 23.094688415527344, 0, 0, 0, 0, 0, 0, 0, 0, 103.92610168457031, 0, 0, 0, 11.547344207763672, 23.094688415527344, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 11.547344207763672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 11.547344207763672, 0, 0, 0, 34.642032623291016, 11.547344207763672, 0, 11.547344207763672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 115.47344207763672, 1258.6605224609375, 854.5034790039062, 1247.1131591796875, 0, 0, 0, 11.547344207763672, 11.547344207763672, 23.094688415527344, 150.115478515625, 0, 69.28406524658203, 0, 0, 0, 0, 0, 115.47344207763672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.642032623291016, 0, 0, 0, 23.094688415527344, 0, 0, 34.642032623291016, 0, 0, 57.73672103881836, 23.094688415527344, 0, 0, 0, 0, 0, 0, 0, 0, 11.547344207763672, 57.73672103881836, 0, 11.547344207763672, 681.2933349609375, 0, 0, 0, 0, 0, 0, 0, 11.547344207763672, 0, 0, 23.094688415527344, 0, 0, 0, 0, 0, 0, 34.642032623291016, 0, 0, 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46.18937683105469, 80.83140563964844, 23.094688415527344, 0, 0, 11.547344207763672, 0, 0, 0, 0, 0, 11.547344207763672, 0, 46.18937683105469, 0, 115.47344207763672, 0, 0, 0, 80.83140563964844, 23.094688415527344, 0, 0, 0, 0, 23.094688415527344, 34.642032623291016, 11.547344207763672, 0, 0, 0, 11.547344207763672, 0, 0, 0, 0, 0, 0, 11.547344207763672, 0, 0, 0, 0, 0, 0, 0, 11.547344207763672, 0, 11.547344207763672, 0, 0, 0, 750.577392578125, 0, 0, 11.547344207763672, 0, 69.28406524658203, 0, 0, 11.547344207763672, 46.18937683105469, 80.83140563964844, 11.547344207763672 ] ]	train	aaaadoee-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadoee-1	[ "COL1A1", "COL3A1", "LUM", "POSTN", "COL1A2", "VIM", "FN1", "PTGDS", "ACTA2", "CTHRC1", "SOD2", "COL15A1", "DCN", "RHOA", "ITGB1", "PDIA3", "ATF4", "ITGAV", "YAP1", "SPARCL1", "SFRP2", "CTNNB1", "WNT5A", "HIF1A", "MEG3", "FGF7", "FAP", "SELENOS", "PDIA4", "SNAI2", "HSPA5", "XBP1", "HERPUD1", "CD4", "STAT1", "HLA-DRA", "ERLEC1", "NUTF2", "EHMT1", 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"CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadmoh-1	[ "COL1A1", "LUM", "COL3A1", "PTGDS", "FN1", "POSTN", "VIM", "COL1A2", "MEG3", "SFRP2", "CCL18", "RHOA", "HERPUD1", "SPARCL1", "HLA-DRA", "PDIA3", "ATF4", "YAP1", "CTHRC1", "DCN", "CD2", "SPCS3", "SPRY2", "CD3E", "ITGB1", "SNAI2", "SLC25A37", 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0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]	Activated FBs	VUILD91MF	[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.34545454545454546, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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"AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadofl-1	[ "COL3A1", "COL1A1", "COL1A2", "LUM", "POSTN", "PTGDS", "VIM", "FN1", "SFRP2", "DCN", "LYZ", "HLA-DRA", "FGF7", "PDIA3", "CCL18", "EPAS1", "ITGB1", "RHOA", "CTHRC1", "CD44", "HIF1A", "HYOU1", "STAT1", "TGFB1", "ACTA2", "SFRP4", "SOD2", "ATF4", "CD68", "GZMA", "CD28", "GPR183", "IL7R", "GNG11", "COL15A1", "MEG3", "NFKB1", "NUCB2", "PCNA", "DDIT3", "PRDX4", "PDGFRA", "FAP", "PLIN2", "PKM", "SLC1A3", "SPARCL1", "CD4", "SPCS3", "TRAC", "HSPA5", "MANF", "WWTR1", "CCN2", "LMAN1", "SPCS2", "HLA-DQA1" ]	[ 9, 7, 3, 6, 136, 134, 135, 353, 446, 454, 603, 225, 502, 169, 357, 263, 221, 426, 71, 193, 306, 468, 149, 100, 258, 273, 542, 556, 14, 503, 526, 46, 102, 248, 90, 242, 294, 238, 133, 366, 400, 408, 420, 171, 450, 424, 205, 442, 438, 513, 530, 97, 532, 585, 272, 360, 618, 76, 346, 531, 261 ]	[ [ 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], 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"APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", 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"HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaaebei-1	[ "COL3A1", "COL1A1", "LUM", "FN1", "VIM", "PTGDS", "POSTN", "COL1A2", "PDIA3", "FGF7", "ATF4", "PDIA4", "CTNNB1", "FCER1A", "NUTF2", "CCL18", "LYZ", "MGST1", "SPCS3", "SFRP2", "PKM", "CD86", "SNAI2", "FKBP11", "SELENOS", "TOP1", "SOD2", "PRDX4", "LGALS1", "ITGB1", "RHOA", "DCN", "PDIA6", "CTHRC1", "CREB3L4", "BCL2L1", "XBP1", "IFIT1" ]	[ 9, 7, 3, 6, 136, 134, 353, 225, 603, 454, 446, 135, 426, 221, 46, 427, 151, 210, 409, 71, 357, 369, 532, 502, 438, 109, 523, 224, 494, 580, 526, 450, 336, 306, 468, 169, 428, 149, 143, 58, 619, 278 ]	[ [ 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 1, 1, 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0.1, 0.1, 0.1, 0.1, 0.1 ]
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85.03401947021484, 0, 0, 0, 0, 0, 51.020408630371094, 34.013607025146484, 0, 0, 0, 0, 17.006803512573242, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 51.020408630371094, 0, 0, 0, 0, 0, 578.2313232421875, 0, 0, 0, 0, 0, 0, 0, 17.006803512573242, 34.013607025146484, 0, 0 ] ]	train	aaaadmpj-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadmpj-1	[ "COL1A1", "COL3A1", "COL1A2", "VIM", "FN1", "LUM", "POSTN", "FGF7", "SFRP4", "HLA-DRA", "ATF3", "MEG3", "SFRP2", "HYOU1", "PDIA3", "SPARCL1", "RHOA", "PTGDS", "HSPA5", "AIF1", "CD44", "FAP", "ITGB1", "CCL2", "HERPUD1", "SSR3", "UBE2J1", "GPR183", "ITGAV", "PLIN2", "HAS2", "STAT1", "SLC2A1", "HIF1A", "CD52", "CTHRC1", "CTNNB1", "NUTF2", "PKM", "PDGFRB", "MYDGF", "RNASE1", "FCER1G", "XBP1", "SOD2", "SMAD4", "DNAJB9", "MS4A7", "IL4R", "BMPR2", "SELENOS", "MYC", "DDIT3", "BCL2L1", "ATF4", "DCN", "NFKB1", "NHSL2", "CST3", "MRC1", "CD86", "ITGAM", "PPARG", "TGFB1", "ACTA2", "WWTR1", "MGST1", "ERLEC1", "PRDX4", "PLPP5", "SOX4", "CD68", "CCL18" 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0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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32.0512809753418, 0, 0 ] ]	train	aaaaebek-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", 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0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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28.490028381347656, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.490028381347656, 0, 0, 0, 0, 0, 0, 0, 28.490028381347656, 0, 0, 0, 0, 28.490028381347656, 655.2706298828125, 0, 0, 28.490028381347656, 0, 28.490028381347656, 0, 0, 0, 0, 28.490028381347656, 0 ] ]	train	aaaaebeo-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaaebeo-1	[ "HLA-DRA", "COL3A1", "VIM", "LYZ", "LUM", "COL1A2", "FN1", "COL1A1", "CD68", "PTGDS", "SFRP2", "POSTN", "DCN", "PLIN2", "FCER1G", "CST3", "ITGB1", "HIF1A", "MRC1", "SOD2", "MS4A7", "ATF4", "CD44", "AIF1", "FCGR3A", "SOX4", "SFRP4", "ACTA2", "CD86", "GPR183", "HYOU1", "SELENOS", "HIST1H1C", "SPCS3", "CTNNB1", "RHOA", "PTPRC", "EREG", "HLA-DQB1", "SSR3", "PECAM1", "CCL18", "TOP1", "WNT5A", "SMAD4", "VEGFA", "HLA-DQA1", "BMPR2", "PRDX4", "CD14", "WNT2", "EHMT1", "HERPUD1", "BCL2L11", "LMAN1", "EGFR", "UBE2J1", "ITGAX", "SLC1A3", "FCN1", "ERLEC1", "CD1A", "MGST1", "STAT6", "ATG7", "PDIA3", "YAP1", "CTHRC1", "IDH1", "FAP", "CD4", "SPCS2", "AXL" ]	[ 9, 7, 3, 6, 263, 136, 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"ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", 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154.525390625, 264.9006652832031, 0, 44.15011215209961, 618.1015625, 0, 0, 0, 0, 154.525390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.075056076049805, 0, 286.9757385253906, 22.075056076049805, 0, 22.075056076049805, 0, 0, 0, 0, 0, 0, 0, 0, 44.15011215209961, 22.075056076049805, 22.075056076049805, 0, 44.15011215209961, 0, 331.1258544921875, 22.075056076049805, 44.15011215209961, 0, 0, 22.075056076049805, 22.075056076049805, 44.15011215209961, 0, 0, 0, 0, 110.37528228759766, 0, 22.075056076049805, 0, 0, 0, 0, 22.075056076049805, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 706.4017944335938, 0, 0, 0, 0, 22.075056076049805, 0, 0, 0, 22.075056076049805, 0, 44.15011215209961 ] ]	train	aaaaebfn-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaaebfn-1	[ "COL3A1", "COL1A1", "VIM", "PTGDS", "LUM", "COL1A2", "SPARCL1", "SFRP2", "ITGB1", "POSTN", "FN1", "HLA-DRA", "PLVAP", "KDR", "RHOA", "CCL18", "LYZ", "COL15A1", "ATF4", "JCHAIN", "HERPUD1", "TGFB1", "APLNR", "BMPR2", "HIST1H1C", "GPR183", 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"CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadmpk-1	[ "COL3A1", "COL1A1", "COL1A2", "FN1", "LUM", "VIM", "POSTN", "PTGDS", "PLIN2", "HAS2", "SFRP2", "SPARCL1", "MEG3", "XBP1", "CCN2", "CCL18", "CST3", "SELENOS", "LEF1", "FAP", "SSR3", "SFRP4", "LYZ", "SOD2", "FKBP11", "SNAI2", "UGDH", "ATF4", "PRDX4", "DCN", "YAP1", "RHOA", "SMAD4", "ACTA2", "CD52", "PDIA3" 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"DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", 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0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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12.121212005615234, 0, 0, 0, 0, 0, 24.24242401123047, 0, 12.121212005615234, 0, 0, 0, 0, 12.121212005615234, 36.3636360168457, 0, 0, 12.121212005615234, 0, 48.48484802246094, 921.2120971679688, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 48.48484802246094, 24.24242401123047 ] ]	train	aaaadncm-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", 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0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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110.49723815917969, 0, 0, 0, 55.248619079589844, 0, 55.248619079589844, 0, 0, 0, 55.248619079589844, 55.248619079589844, 55.248619079589844, 0, 0, 0, 110.49723815917969, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 0, 0, 0, 55.248619079589844, 110.49723815917969, 0, 0, 55.248619079589844, 0, 0, 883.9779052734375, 0, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 55.248619079589844, 0 ] ]	train	aaaadnbi-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadnbi-1	[ "VIM", "EPAS1", "PECAM1", "ACKR1", "PTGDS", "BMPR2", "ICAM1", "CTNNB1", "ATF4", "RHOA", "HLA-DRA", "HIST1H1C", "BCL2L1", "ACTA2", "LTF", "NFKB1", "SCGB3A2", "SELENOS", "CD14", "TGFB1", "SOD2", "CLDN5", "HIF1A", "FCN3", "MS4A7", "COL1A2", "PDIA6", "CD68", "UBE2J1", "BAX", "PLIN2", "RNASE1", "SPARCL1", "PDIA3", "FCER1G", "FN1", "HYOU1", "HSPA5", "PCNA", "FOXP3", "PTPRC", "RAMP2", "COL15A1", "COL1A1", "DNAJB9", "NUCB2", "COL3A1", "HES1", "CPA3", "HERPUD1", "GNG11", "SEC11C", "HAS2", "DERL3", "NHSL2", "S100A8", "EHMT1", "DCN", "IL7R", "IDH1", "AXIN2", "UGDH", "CD52", "LMAN1", "TOP1", "CCL2", "CCL21", "IRF1", "CCN2", "YAP1", "ITGB1", "IL1B", "TTC19", "STAT1", "CD44", "WWTR1", "SSR3", "SPCS3", "STAT6", "AIF1" ]	[ 9, 7, 3, 6, 603, 193, 431, 13, 454, 61, 275, 151, 46, 468, 263, 260, 58, 14, 352, 400, 489, 494, 80, 556, 526, 126, 258, 217, 383, 135, 428, 102, 594, 55, 442, 469, 530, 426, 211, 225, 273, 272, 420, 228, 456, 459, 133, 134, 178, 408, 136, 255, 142, 254, 238, 490, 252, 173, 401, 480, 184, 169, 294, 276, 51, 597, 101, 346, 580, 72, 73, 296, 76, 620, 306, 288, 590, 542, 100, 618, 541, 532, 544, 23 ]	[ [ 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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0, 0, 69.68640899658203, 1428.5714111328125, 0, 0, 0, 0, 34.843204498291016, 0, 0, 34.843204498291016, 104.52961730957031, 0, 0 ] ]	train	aaaadncn-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", 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]	train	aaaadncp-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", 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"PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadnna-1	[ "COL1A1", "COL3A1", "LUM", "VIM", "CCL18", "COL1A2", "FN1", "PTGDS", "SFRP2", "POSTN", 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0, 0, 95.23809051513672, 0, 0 ] ]	train	aaaadmnc-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", 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1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.5, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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"CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadmpd-1	[ "COL3A1", "COL1A1", "VIM", "FN1", "LUM", "CCL18", "PTGDS", "COL1A2", "POSTN", "MS4A7", "SOD2", "SFRP2", "SPCS2", "HLA-DQA1", "HLA-DRA", "ATF4", "IL2RA", "PTPRC", "LYZ", "PDIA4", "STAT1", "SNAI2", "LPAR2", "NUCB2", "DCN", "EPAS1", "CD68", "SPARCL1", "HSPA5", "ITGAV", "ERLEC1", "CST3", "RHOA", "HMOX1", "CD44", "IDH1", "ICAM1", "NUTF2" ]	[ 9, 7, 3, 6, 136, 134, 603, 225, 353, 71, 454, 135, 446, 383, 526, 502, 531, 261, 263, 46, 290, 456, 357, 427, 542, 523, 349, 408, 169, 193, 102, 530, 272, 304, 197, 147, 468, 266, 100, 276, 275, 409 ]	[ [ 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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"ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadmpf-1	[ "COL1A1", "LUM", "COL3A1", "VIM", "POSTN", "PTGDS", "FN1", "COL1A2", 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"ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", 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train

aaaadoee-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadoee-1

[ "COL1A1", "COL3A1", "LUM", "POSTN", "COL1A2", "VIM", "FN1", "PTGDS", "ACTA2", "CTHRC1", "SOD2", "COL15A1", "DCN", "RHOA", "ITGB1", "PDIA3", "ATF4", "ITGAV", "YAP1", "SPARCL1", "SFRP2", "CTNNB1", "WNT5A", "HIF1A", "MEG3", "FGF7", "FAP", "SELENOS", "PDIA4", "SNAI2", "HSPA5", "XBP1", "HERPUD1", "CD4", "STAT1", "HLA-DRA", "ERLEC1", "NUTF2", "EHMT1", "AIF1", "MS4A7", "HYOU1", "PDIA6", "SPCS2", "SFRP4", "LGALS1", "PKM", "EPAS1", "CST3", "FAS", "GSR", "SSR3", "AXL", "SFTPD", "NUCB2", "GNG11", "HLA-DQA1", "CRELD2", "MYDGF", "MYC", "PECAM1", "CSPG4", "PDGFRA", "FKBP11", "PDGFRB", "OAS3", "ZEB1", "HMOX1", "AGER", "WWTR1", "WNT2", "JCHAIN", "AXIN2", "UCHL3", "UBE2J1", "LPAR2", "TOP1", "CCL18", "LYZ", "MANF", "TGFB1", "IL32", "MCEMP1", "SMAD4", "FGF2", "ICAM1", "MGST1", "CD44", "MMP10", "STAT6", "CD68", "CD34" ]

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not available

VUILD91MF

[ 1, 0.9526315789473684, 0.9052631578947369, 0.8578947368421053, 0.8105263157894737, 0.7631578947368421, 0.7157894736842105, 0.6684210526315789, 0.6210526315789474, 0.5736842105263158, 0.5263157894736842, 0.5263157894736842, 0.5263157894736842, 0.4789473684210527, 0.4789473684210527, 0.4789473684210527, 0.4789473684210527, 0.43157894736842106, 0.38421052631578945, 0.38421052631578945, 0.38421052631578945, 0.33684210526315794, 0.33684210526315794, 0.2894736842105263, 0.2894736842105263, 0.2894736842105263, 0.2894736842105263, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadohn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadohn-1

[ "COL1A1", "COL3A1", "VIM", "COL1A2", "FN1", "LUM", "POSTN", "PTGDS", "SFRP4", "MEG3", "SFRP2", "ACTA2", "CTHRC1", "DCN", "ITGB1", "SPARCL1", "RHOA", "SELENOS", "XBP1", "ATF4", "EPAS1", "FAP", "CD44", "SOD2", "ZEB1", "HIST1H1C", "TGFB3", "FGF7", "LGALS1", "PDIA4", "PDIA3", "ITGAV", "SSR3", "SPCS2", "NUTF2", "NUCB2", "MANF", "IDH1", "SOX4", "PDGFRB", "EHMT1", "SMAD4", "WWTR1", "PDIA6", "SLC1A3", "HLA-DRA", "HMGA1", "HIF1A", "DDIT3", "KRT17", "PKM", "COL15A1", "HERPUD1", "CST3", "NOX4", "PRDX4", "CTNNB1", "MYC", "PTPRC", "FKBP11", "RTKN2", "CD86", "YAP1", "IRF7", "BCL2L11", "BCL2L1", "TOP1", "HSPA5", "LMAN1", "CCL18", "AXIN2", "ITM2C", "MAL", "TGFB1", "CD14", "CCN2", "STAT6", "HYOU1", "ICAM1", "CD52", "CD4", "IFIT3", "WNT5A", "IL11" ]

[ 9, 7, 3, 6, 134, 136, 603, 135, 225, 353, 446, 454, 503, 366, 502, 14, 149, 169, 306, 530, 468, 494, 619, 46, 193, 205, 100, 526, 621, 260, 558, 221, 336, 427, 426, 304, 541, 531, 409, 408, 360, 276, 528, 425, 184, 519, 618, 428, 513, 263, 264, 258, 171, 323, 438, 133, 254, 147, 405, 450, 151, 389, 456, 224, 473, 109, 620, 297, 59, 58, 580, 272, 346, 71, 51, 309, 358, 556, 80, 76, 544, 273, 275, 101, 97, 280, 614, 286 ]

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Activated FBs

VUILD91MF

[ 1, 0.9500000000000001, 0.9, 0.85, 0.85, 0.8, 0.75, 0.7000000000000001, 0.65, 0.6, 0.55, 0.5, 0.45000000000000007, 0.45000000000000007, 0.45000000000000007, 0.4, 0.4, 0.35, 0.30000000000000004, 0.30000000000000004, 0.25, 0.25, 0.25, 0.25, 0.25, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadofh-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadofh-1

[ "COL1A1", "COL3A1", "COL1A2", "POSTN", "LUM", "VIM", "PTGDS", "ATF4", "ACTA2", "PDIA3", "RHOA", "PTPRC", "GPR183", "CTHRC1", "ITGB1", "SFRP2", "SOD2", "FGF7", "EPAS1", "CD44", "CXCR4", "DCN", "IL7R", "HYOU1", "ICAM1", "CD3E", "KLRB1", "LYZ", "SFRP4", "FN1", "CD2", "ZEB1", "BCL2L1", "FAS", "CENPF", "STAT6", "MYC", "NFKB1", "COL15A1", "ATP2A3", "SPARCL1", "HSPA5", "HMOX1", "HMGA1", "HLA-DRA", "SNCA", "CTLA4", "CTNNB1", "HIF1A", "BCL2", "HERPUD1", "SEC11C", "PDIA4", "PDIA6", "PECAM1", "ERLEC1", "FAP", "RNASE1", "MS4A7", "YAP1", "AKR1C1", "MGST1", "TRAC", "CD28", "WNT2", "ITGAX", "LGALS1", "CD3D", "LEF1" ]

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Proliferating Lymphoid

VUILD91MF

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train

aaaadogi-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadogi-1

[ "COL3A1", "LYZ", "HLA-DRA", "LUM", "VIM", "COL1A1", "HLA-DQA1", "COL1A2", "CTHRC1", "FGF7", "CD44", "PTGDS", "FN1", "GPR183", "SOD2", "SFRP2", "MRC1", "IL7R", "HLA-DQB1", "CCL18", "NUCB2", "CXCR4", "PTPRC", "CD3E", "ACTA2", "STAT1", "ATF4", "POSTN", "AIF1", "RHOA", "GZMK", "GSR", "EMG1", "DCN", "FCER1A", "FAP", "CTNNB1", "EPAS1", "CRELD2", "HIF1A", "KLRB1", "HMGA1", "TGFB1", "SPCS3", "SOX4", "PKM", "PECAM1", "PDIA4", "PDIA3", "PDGFRA", "PCNA", "MS4A7", "MKI67", "LPAR1", "LMAN1", "KLRG1", "ITGB1", "ITGAV", "HSPA5", "HIST1H1C", "COL15A1", "ZEB1", "CCN2", "BAX", "BANK1", "ATF6", "BMPR2", "CD3D", "CCL5" ]

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T-cells

VUILD91MF

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train

aaaadofd-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadofd-1

[ "COL1A1", "COL3A1", "COL1A2", "POSTN", "LUM", "FN1", "VIM", "MEG3", "PTGDS", "FGF7", "SFRP2", "DCN", "ITGB1", "RHOA", "PDIA3", "HLA-DRA", "ACTA2", "HYOU1", "STAT1", "CCL18", "PLIN2", "ATF4", "HIF1A", "TGFB1", "WNT5A", "LYZ", "CD44", "HMOX1", "ITGAV", "ZEB1", "SPARCL1", "HLA-DQA1", "GPR183", "GNG11", "ICAM1", "IDH1", "YAP1", "SFRP4", "CD68", "FAP", "SELENOS", "EPAS1", "CTHRC1", "CRELD2", "XBP1", "SOD2", "DNAJB9", "DDIT3", "SPCS2", "SSR3", "FKBP11", "CXCR4", "CTNNB1", "GSR", "HERPUD1", "ERLEC1", "PECAM1", "HIST1H1C", "PLPP5", "TOP1", "PDGFRA", "NUCB2", "NOX4", "NHSL2", "NFKB1", "UGDH", "SOX4", "PTPRC", "LGALS1", "SFTPC", "IFIT3", "SMAD4", "HSPA5", "SNAI2", "SNCA", "PKM", "S100A8", "LEF1", "IL7R", "CD69", "BAX", "BANK1", "AXL", "CD34", "BCL2L1", "ATG7", "ATF6", "BMPR2", "ASCL1", "APLNR", "CD2", "BCL2" ]

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not available

VUILD91MF

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train

aaaadmof-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmof-1

[ "COL3A1", "COL1A2", "COL1A1", "LUM", "PTGDS", "VIM", "SOD2", "POSTN", "FN1", "CST3", "DCN", "MEG3", "PDIA3", "ATF4", "CTNNB1", "WWTR1", "HLA-DRA", "HLA-DQA1", "CCN2", "FGF7", "FAS", "RHOA", "SFRP2", "XBP1", "ITGB1", "ITGAV", "SPARCL1", "CD34", "SPCS3", "GNG11", "EHMT1", "AIF1", "CD44", "LYZ", "HSPA5", "PDGFRB", "YAP1", "APLNR", "PTPRC", "BCL2L11", "PDGFRA", "HERPUD1", "CCL5", "ATG7", "UGDH", "MYDGF", "PRDX4", "IFIT3", "CTHRC1" ]

[ 9, 7, 3, 6, 136, 135, 134, 353, 454, 603, 526, 446, 225, 147, 169, 366, 426, 46, 151, 618, 263, 261, 76, 221, 206, 468, 502, 619, 306, 304, 530, 92, 532, 238, 184, 23, 100, 357, 272, 425, 620, 35, 456, 59, 424, 254, 75, 48, 597, 390, 450, 280, 149 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9099999999999999, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.5499999999999999, 0.45999999999999996, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadpki-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadpki-1

[ "COL1A1", "COL3A1", "VIM", "POSTN", "COL1A2", "FN1", "LUM", "CCL21", "ACTA2", "ITGB1", "PTGDS", "PDIA3", "HSPA5", "CTHRC1", "MEG3", "EPAS1", "KDR", "NOX4", "SFRP2", "PDIA6", "PDGFRB", "MRC1", "HYOU1", "SELENOS", "WNT5A", "CEACAM6", "ITGAV", "XBP1", "GNG11", "CTNNB1", "S100A8", "PLIN2", "RHOA", "S100A9", "DCN", "PPARG", "PKM", "ZEB1", "ELN", "KRT8", "IRF1", "LMAN1", "LYZ", "HLA-DRA", "HIF1A", "HAVCR2", "EHMT1", "GSR", "NFKB1", "NUCB2", "NUTF2", "PDGFRA", "CDK1", "FABP4", "PECAM1", "GDF15", "SLC25A4", "RACGAP1", "TOP2A", "ATF4", "SPCS3", "SPARCL1", "SOX4", "CD34", "TGFB1", "ATF3", "CD44" ]

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Lymphatic/DCs

VUILD91MF

[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.55, 0.48571428571428577, 0.4214285714285715, 0.3571428571428572, 0.2928571428571429, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 346.59820556640625, 0, 0, 0, 0, 12.836970329284668, 0, 12.836970329284668, 0, 0, 0, 0, 77.02182006835938, 0, 0, 0, 12.836970329284668, 12.836970329284668, 0, 0, 0, 0, 0, 0, 12.836970329284668, 0, 0, 0, 0, 0, 12.836970329284668, 0, 64.18485260009766, 0, 0, 12.836970329284668, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 12.836970329284668, 0, 0, 0, 12.836970329284668, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 12.836970329284668, 0, 0, 0, 25.673940658569336, 0, 0, 0, 0, 0, 51.34788131713867, 1412.0667724609375, 1014.1206665039062, 1258.0230712890625, 0, 0, 12.836970329284668, 0, 12.836970329284668, 12.836970329284668, 89.85879516601562, 0, 38.51091003417969, 0, 0, 0, 0, 0, 38.51091003417969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.51091003417969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 25.673940658569336, 0, 0, 706.0333862304688, 0, 0, 0, 0, 0, 0, 0, 12.836970329284668, 0, 0, 12.836970329284668, 0, 0, 0, 0, 12.836970329284668, 12.836970329284668, 38.51091003417969, 0, 0, 51.34788131713867, 64.18485260009766, 0, 0, 51.34788131713867, 0, 0, 12.836970329284668, 64.18485260009766, 0, 0, 0, 0, 0, 0, 0, 12.836970329284668, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 51.34788131713867, 0, 295.25030517578125, 0, 12.836970329284668, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.51091003417969, 0, 0, 0, 25.673940658569336, 12.836970329284668, 0, 0, 0, 513.4788208007812, 0, 12.836970329284668, 0, 25.673940658569336, 0, 0, 128.3697052001953, 0, 0, 25.673940658569336, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 25.673940658569336, 0, 12.836970329284668, 0, 0, 0, 0, 38.51091003417969, 12.836970329284668, 0, 0, 0, 25.673940658569336, 0, 0, 25.673940658569336, 154.04364013671875, 25.673940658569336, 0, 0, 0, 0, 0, 51.34788131713867, 0, 0, 0, 1219.51220703125, 0, 12.836970329284668, 141.20668029785156, 0, 0, 0, 0, 77.02182006835938, 0, 0, 0, 0, 0, 0, 0, 0, 0, 25.673940658569336, 0, 0, 0, 51.34788131713867, 64.18485260009766, 12.836970329284668, 0, 0, 0, 0, 0, 0, 0, 0, 12.836970329284668, 0, 12.836970329284668, 0, 64.18485260009766, 0, 12.836970329284668, 0, 77.02182006835938, 12.836970329284668, 0, 0, 0, 0, 25.673940658569336, 0, 0, 0, 0, 0, 25.673940658569336, 0, 0, 0, 0, 0, 12.836970329284668, 12.836970329284668, 0, 0, 0, 0, 0, 0, 0, 38.51091003417969, 0, 0, 0, 0, 12.836970329284668, 693.1964111328125, 0, 0, 12.836970329284668, 0, 64.18485260009766, 0, 0, 12.836970329284668, 0, 51.34788131713867, 25.673940658569336 ] ]

train

aaaadode-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadode-1

[ "COL1A1", "COL3A1", "POSTN", "COL1A2", "FN1", "VIM", "LUM", "ACTA2", "ITGB1", "PDIA3", "PTGDS", "MEG3", "CTHRC1", "RHOA", "ATF4", "SPARCL1", "CCL21", "SOD2", "SFRP2", "HIST1H1C", "HYOU1", "WNT5A", "PKM", "YAP1", "ITGAV", "SELENOS", "HLA-DRA", "HIF1A", "COL15A1", "FAP", "HERPUD1", "CTNNB1", "LGALS1", "DCN", "UBE2J1", "NUCB2", "MYDGF", "CENPF", "SCG2", "PCNA", "FGF7", "PDIA4", "MKI67", "SSR3", "ZEB1", "PDGFRB", "MANF", "LMAN1", "TGFB1", "SFRP4", "LPAR1", "BMPR2", "CREB3L4", "CST3", "AXL", "HAVCR2", "AXIN2", "HAS2", "VEGFA", "TOP1", "GSR", "NFKB1", "GNG11", "WNT2", "PRDX4", "NUTF2", "ANKRD28", "AKR1C1", "WWTR1", "ITM2C", "CCL18", "IL11", "TNFRSF9", "CD34", "SPCS2", "CD4", "LYZ", "SOX4", "CCN2", "SNAI2", "HSPA5", "SMAD4", "CSPG4", "CDK1" ]

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Proliferating Mesenchymal

VUILD91MF

[ 1, 0.9500000000000001, 0.9, 0.85, 0.8, 0.75, 0.7000000000000001, 0.65, 0.6, 0.55, 0.5, 0.45000000000000007, 0.4, 0.35, 0.35, 0.35, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.15000000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 96.15384674072266, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 48.07692337036133, 0, 48.07692337036133, 0, 0, 0, 144.23077392578125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 48.07692337036133, 0, 0, 0, 0, 0, 48.07692337036133, 48.07692337036133, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1394.2308349609375, 528.8461303710938, 961.5384521484375, 0, 0, 0, 0, 0, 0, 96.15384674072266, 0, 0, 0, 0, 0, 0, 0, 96.15384674072266, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 48.07692337036133, 0, 48.07692337036133, 913.4615478515625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 144.23077392578125, 0, 0, 0, 0, 0, 0, 96.15384674072266, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 48.07692337036133, 0, 48.07692337036133, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1201.923095703125, 0, 0, 0, 0, 0, 0, 288.4615478515625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 48.07692337036133, 48.07692337036133, 0, 0, 0, 48.07692337036133, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 96.15384674072266, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 817.3076782226562, 0, 48.07692337036133, 913.4615478515625, 0, 0, 0, 0, 144.23077392578125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 192.3076934814453, 0, 0, 48.07692337036133, 0, 0, 48.07692337036133, 0, 0, 0, 0, 0, 48.07692337036133, 0, 48.07692337036133, 0, 0, 0, 96.15384674072266, 0, 48.07692337036133, 0, 0, 48.07692337036133, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 48.07692337036133, 721.1538696289062, 0, 0, 0, 0, 0, 0, 0, 0, 0, 96.15384674072266, 0 ] ]

train

aaaadmoh-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmoh-1

[ "COL1A1", "LUM", "COL3A1", "PTGDS", "FN1", "POSTN", "VIM", "COL1A2", "MEG3", "SFRP2", "CCL18", "RHOA", "HERPUD1", "SPARCL1", "HLA-DRA", "PDIA3", "ATF4", "YAP1", "CTHRC1", "DCN", "CD2", "SPCS3", "SPRY2", "CD3E", "ITGB1", "SNAI2", "SLC25A37", "SFTPC", "FKBP11", "FGF7", "MYDGF", "NKG7", "PRDX4", "SOD2", "MYC", "CD3D", "VEGFA", "ITGAV", "BMPR2", "C1QC" ]

[ 9, 7, 3, 6, 134, 353, 136, 454, 225, 446, 603, 135, 366, 502, 71, 468, 254, 530, 263, 426, 46, 620, 149, 169, 85, 532, 537, 95, 306, 523, 514, 506, 224, 221, 390, 403, 450, 526, 389, 94, 602, 304, 61, 66 ]

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Activated FBs

VUILD91MF

[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.34545454545454546, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadofl-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadofl-1

[ "COL3A1", "COL1A1", "COL1A2", "LUM", "POSTN", "PTGDS", "VIM", "FN1", "SFRP2", "DCN", "LYZ", "HLA-DRA", "FGF7", "PDIA3", "CCL18", "EPAS1", "ITGB1", "RHOA", "CTHRC1", "CD44", "HIF1A", "HYOU1", "STAT1", "TGFB1", "ACTA2", "SFRP4", "SOD2", "ATF4", "CD68", "GZMA", "CD28", "GPR183", "IL7R", "GNG11", "COL15A1", "MEG3", "NFKB1", "NUCB2", "PCNA", "DDIT3", "PRDX4", "PDGFRA", "FAP", "PLIN2", "PKM", "SLC1A3", "SPARCL1", "CD4", "SPCS3", "TRAC", "HSPA5", "MANF", "WWTR1", "CCN2", "LMAN1", "SPCS2", "HLA-DQA1" ]

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Fibroblasts

VUILD91MF

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train

aaaadmoi-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmoi-1

[ "VIM", "COL3A1", "COL1A1", "CCL18", "COL1A2", "HLA-DRA", "FCER1G", "LYZ", "LUM", "CD44", "FN1", "CD68", "PDIA3", "PTGDS", "ACTA2", "RHOA", "POSTN", "ITGB1", "AIF1", "PDIA6", "SOD2", "CD14", "CTNNB1", "CTHRC1", "SPCS3", "RNASE1", "CCN2", "CST3", "ITGAX", "CD4", "MS4A7", "PLIN2", "PRDX4", "ICAM1", "HSPA5", "HIF1A", "ATF4", "DCN", "PKM", "YAP1", "HLA-DQA1", "LGALS1", "FKBP11", "ZEB1", "CRELD2", "PECAM1", "PTPRC", "PPARG", "SFRP2", "SFRP4", "XBP1", "MYDGF", "UCHL3", "UBE2J1", "TREM2", "EHMT1", "VEGFA", "EPAS1", "TRAC", "FGF7", "STAT6", "SPARCL1", "GPR183", "UQCRHL", "MRC1", "HLA-DQB1", "MYC", "SCGB3A2", "HMOX1", "S100A12", "RSPO3", "IDH1", "PDIA4", "ITGAV", "PDGFRB", "PDGFRA", "KRT18", "PCNA", "NUCB2", "HERPUD1", "NHSL2", "IL7R", "AKR1C2", "CD8A", "BMPR2", "CD28", "ATG7", "BCL2L11", "COL15A1", "CD86", "ATP2A3" ]

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Macrophages

VUILD91MF

[ 1, 0.9470588235294117, 0.8941176470588235, 0.8411764705882353, 0.788235294117647, 0.7352941176470588, 0.6823529411764706, 0.6294117647058823, 0.5764705882352941, 0.5235294117647059, 0.47058823529411764, 0.47058823529411764, 0.41764705882352937, 0.41764705882352937, 0.41764705882352937, 0.3647058823529412, 0.3647058823529412, 0.31176470588235294, 0.31176470588235294, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadogn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadogn-1

[ "COL3A1", "LUM", "VIM", "CCL18", "COL1A1", "COL1A2", "HLA-DRA", "PTGDS", "SFRP2", "POSTN", "LYZ", "PDIA3", "SOD2", "FN1", "HLA-DQA1", "DCN", "CD44", "NUCB2", "MS4A7", "SFRP4", "XBP1", "HIF1A", "ACTA2", "EPAS1", "PKM", "YAP1", "SELENOS", "FCER1G", "PTPRC", "CD68", "CD4", "PCNA", "PDIA6", "CTHRC1", "CTNNB1", "FGF7", "RHOA", "FABP4", "ATF4", "ITGB1", "CCL2", "DCTPP1", "NUTF2", "UQCRHL", "FGF2", "GPR183", "SLC1A3", "ITGAX", "ANKRD28", "HAVCR2", "HERPUD1", "UBE2J1", "C1QC", "ERLEC1", "SNAI2", "FAP", "KRT8", "SPARCL1", "EHMT1", "SPCS3", "HLA-DQB1", "PLIN2", "HSPA5" ]

[ 9, 7, 3, 6, 136, 353, 603, 71, 134, 135, 263, 454, 502, 446, 357, 426, 526, 225, 261, 169, 100, 408, 383, 503, 619, 258, 14, 193, 438, 620, 494, 211, 456, 102, 97, 420, 428, 149, 151, 221, 468, 202, 46, 306, 72, 170, 409, 600, 220, 242, 513, 305, 31, 253, 254, 594, 66, 197, 523, 205, 328, 530, 184, 532, 262, 442, 272 ]

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Macrophages

VUILD91MF

[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.8071428571428572, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.6142857142857143, 0.55, 0.55, 0.48571428571428577, 0.48571428571428577, 0.4214285714285715, 0.4214285714285715, 0.3571428571428572, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadogg-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadogg-1

[ "COL3A1", "COL1A1", "COL1A2", "LUM", "PTGDS", "VIM", "POSTN", "FN1", "SOD2", "DCN", "LYZ", "FGF7", "SFRP2", "ATF4", "CCL18", "ITGB1", "HIF1A", "PDGFRA", "PDIA3", "HERPUD1", "ACTA2", "CTNNB1", "HLA-DRA", "HYOU1", "PCNA", "SPARCL1", "RHOA", "COL15A1", "SSR3", "CST3", "ERLEC1", "XBP1", "CD3D", "SPCS3", "PDIA4", "CD4", "CD44", "WNT5A", "PECAM1", "PDIA6", "AIF1", "PKM", "SFRP4", "KRT18", "SMAD4", "CSPG4", "ITM2C", "IL4R", "IL32", "ATG7", "YAP1", "BMPR2", "PRDX4", "CTHRC1", "BCL2L1", "EMG1", "PLVAP", "LGALS1", "CCN2", "MANF", "CD14", "RSPO3", "AXIN2", "MEG3", "UGDH", "HSPA5", "EPAS1", "RNASE1" ]

[ 9, 7, 3, 6, 136, 134, 135, 353, 454, 603, 446, 225, 526, 169, 357, 221, 502, 46, 71, 306, 258, 424, 426, 254, 14, 151, 263, 273, 420, 530, 468, 133, 541, 147, 197, 619, 94, 532, 427, 97, 100, 614, 431, 428, 23, 438, 503, 324, 519, 146, 309, 293, 291, 48, 620, 61, 450, 149, 58, 191, 445, 336, 76, 360, 80, 472, 51, 366, 597, 272, 193, 469 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9400000000000001, 0.88, 0.8200000000000001, 0.76, 0.7000000000000001, 0.64, 0.5800000000000001, 0.52, 0.4600000000000001, 0.4, 0.4, 0.4, 0.34, 0.34, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadoej-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadoej-1

[ "VIM", "COL1A2", "COL1A1", "COL3A1", "FN1", "SPARCL1", "PECAM1", "ITGB1", "LUM", "CCL18", "ICAM1", "POSTN", "EPAS1", "CCN2", "PTGDS", "PLVAP", "SFRP2", "CD44", "PKM", "DCN", "PDIA4", "CST3", "HYOU1", "COL15A1", "HLA-DRA", "YAP1", "HLA-DQA1", "MANF", "RHOA", "ATF4", "CD68", "PDGFRB", "ACTA2", "MS4A7", "SOD2", "SOX4", "SNAI2", "SELENOS", "CD34", "CTNNB1", "RNASE1", "FCER1G", "NUTF2", "PDIA3", "HSPA5", "SPRY2", "PCNA", "BCL2L1", "UBE2J1", "AXL", "CCL21", "AIF1", "WNT5A", "TGFB1", "APLNR", "STAT1", "CTHRC1", "HIF1A", "HES1", "HAVCR2", "KRT18", "UQCRHL", "RAMP2", "LGALS1", "PRDX4", "TTC19", "GSR", "LEF1", "FAP", "GNG11", "WWTR1", "XBP1", "FGF7", "FKBP11", "ACKR1", "EHMT1", "HMGA1", "HIST1H1C", "SNCA", "BMPR2", "SMAD4", "CD4", "SLC2A1", "SPCS3", "TOP1", "MRC1", "ITGAV", "MGST1", "TBXA2R", "HMOX1", "SFTA2", "MEG3" ]

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SMCs

VUILD91MF

[ 1, 0.9400000000000001, 0.9400000000000001, 0.88, 0.8200000000000001, 0.76, 0.7000000000000001, 0.64, 0.64, 0.5800000000000001, 0.5800000000000001, 0.52, 0.4600000000000001, 0.4600000000000001, 0.4600000000000001, 0.4, 0.34, 0.34, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 148.1481475830078, 0, 74.0740737915039, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 148.1481475830078, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1333.3333740234375, 814.8148193359375, 1037.0369873046875, 0, 0, 0, 0, 0, 74.0740737915039, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 148.1481475830078, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 296.2962951660156, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 740.74072265625, 0, 740.74072265625, 0, 148.1481475830078, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 222.22222900390625, 74.0740737915039, 0, 148.1481475830078, 0, 0, 0, 0, 148.1481475830078, 0, 0, 518.5184936523438, 0, 0, 296.2962951660156, 148.1481475830078, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.0740737915039, 0, 74.0740737915039, 0, 0, 0, 0, 0, 370.370361328125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

train

aaaadofi-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadofi-1

[ "COL1A1", "COL3A1", "COL1A2", "LUM", "LYZ", "POSTN", "VIM", "FGF7", "PTGDS", "MEG3", "FN1", "HLA-DRA", "SOD2", "SFRP2", "PDIA3", "ATF4", "DCN", "PTPRC", "MANF", "CCL18", "PECAM1", "PLIN2", "FCER1G", "TGFB1", "HIST1H1C", "S100A8", "NHSL2", "GPR183", "CST3", "EPAS1", "AIF1", "PDIA4", "ATF3", "CD68", "RHOA", "ATG7", "CD44", "UBE2J1", "SPCS3", "TREM2", "CTHRC1", "AXIN2" ]

[ 9, 7, 3, 6, 134, 136, 135, 353, 357, 446, 603, 221, 454, 366, 225, 263, 526, 502, 426, 46, 169, 456, 360, 71, 431, 442, 211, 556, 260, 480, 401, 242, 147, 193, 23, 427, 45, 102, 468, 48, 100, 594, 532, 586, 149, 51 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9, 0.8, 0.7000000000000001, 0.7000000000000001, 0.6, 0.5, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadofo-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadofo-1

[ "COL3A1", "COL1A1", "LUM", "VIM", "LYZ", "COL1A2", "PTGDS", "HLA-DRA", "POSTN", "CD44", "DCN", "SOD2", "SFRP2", "FN1", "ITGB1", "HYOU1", "PDIA3", "HLA-DQA1", "EPAS1", "FGF7", "PLIN2", "ACTA2", "ATF4", "GPR183", "FCER1G", "CCL18", "MRC1", "CD14", "RHOA", "FCN1", "AIF1", "HSPA5", "SFRP4", "HIF1A", "CTNNB1", "GSR", "FKBP11", "MCEMP1", "CTHRC1", "NUCB2", "PDIA4", "STAT6", "MS4A7", "DNAJB9", "ERLEC1", "FAS", "STAT1", "SOX4", "HERPUD1", "HIST1H1C", "RNASE1", "PTPRC", "CD68", "PPARG", "IL7R", "BMPR2", "PKM", "ITGAV", "ITGAX", "PCNA", "CD4", "PDIA6", "XBP1", "MEG3", "WWTR1", "VEGFA", "UCHL3", "UBE2J1", "FAP", "PDGFRB", "FCER1A", "LGALS1", "SPRY2", "SPCS2", "ITM2C", "SNAI2", "SLC1A3", "HAS2", "PECAM1", "YAP1", "ICAM1", "HMGA1", "FCGR3A", "S100A8", "ZEB1", "CD52", "AKR1C1", "ATG7", "ATF6", "CRELD2", "CST3", "CD86" ]

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Macrophages

VUILD91MF

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train

aaaaebec-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebec-1

[ "COL3A1", "COL1A1", "LUM", "COL1A2", "PTGDS", "POSTN", "VIM", "FN1", "SFRP2", "DCN", "SOD2", "PDIA3", "CCL18", "ACTA2", "FGF7", "CTHRC1", "EPAS1", "COL15A1", "ATF4", "PDIA4", "ITGB1", "YAP1", "HYOU1", "ITGAV", "CTNNB1", "HIF1A", "HSPA5", "XBP1", "SPARCL1", "HAS2", "SNAI2", "PDGFRB", "HLA-DRA", "TGFB3", "LYZ", "SOX4", "MYDGF", "HERPUD1", "CD44", "CD68", "HLA-DQA1", "SMAD4", "TGFB1", "RHOA", "PDIA6", "FAS", "FAP", "BCL2L1", "TTC19", "UBE2J1", "PKM", "NFKB1", "PDGFRA", "FCGR3A", "SELENOS", "ERLEC1", "PPARG", "NUCB2", "NHSL2", "EHMT1", "EGFR", "PTPRC", "CST3", "GNG11", "GSR", "NUTF2", "RNASE1", "FKBP11", "ITGAM", "STAT1", "UQCRHL", "VEGFA", "LPAR1", "JCHAIN", "UCHL3", "AXIN2", "AXL", "SPCS3", "SPCS2", "CCL2", "CD4", "LGALS1", "AKR1C1", "ITM2C", "LMAN1", "ICAM1", "STAT6", "UGDH" ]

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Fibroblasts

VUILD91MF

[ 1, 0.9470588235294117, 0.8941176470588235, 0.8411764705882353, 0.788235294117647, 0.7352941176470588, 0.6823529411764706, 0.6294117647058823, 0.5764705882352941, 0.5235294117647059, 0.5235294117647059, 0.47058823529411764, 0.47058823529411764, 0.41764705882352937, 0.3647058823529412, 0.3647058823529412, 0.31176470588235294, 0.31176470588235294, 0.31176470588235294, 0.31176470588235294, 0.31176470588235294, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadogj-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadogj-1

[ "COL1A1", "COL3A1", "COL1A2", "LUM", "FN1", "POSTN", "PTGDS", "DCN", "VIM", "ITGB1", "SFRP2", "PDIA3", "FGF7", "RHOA", "HLA-DRA", "ACTA2", "CST3", "CCL18", "EPAS1", "SPARCL1", "UGDH", "NUTF2", "SOD2", "CD4", "CD44", "SNCA", "CD68", "SMAD4", "ITM2C", "ITGAV", "YAP1", "IDH1", "ICAM1", "CTHRC1", "CTNNB1", "RSPO3", "LYZ", "MGST1", "HERPUD1", "PRDX4", "DNAJB9", "MYC", "ELN", "MYDGF", "FAP", "SOX4", "FCER1G", "NUCB2", "FKBP11", "PDIA4", "ZEB1", "ATF4", "CCL2", "WWTR1", "AKR1C2", "AXL", "WNT5A" ]

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Fibroblasts

VUILD91MF

[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.7428571428571429, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.55, 0.48571428571428577, 0.4214285714285715, 0.3571428571428572, 0.2928571428571429, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebeh-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebeh-1

[ "COL1A1", "COL3A1", "POSTN", "FN1", "COL1A2", "VIM", "LUM", "ACTA2", "CTHRC1", "CCL18", "ITGB1", "PDIA3", "MEG3", "HLA-DRA", "HERPUD1", "LYZ", "WNT5A", "FGF7", "CD44", "PTGDS", "PDIA4", "DCN", "SFRP4", "ITGAV", "SPARCL1", "FAP", "ATF4", "RHOA", "FKBP11", "HYOU1", "HIF1A", "HLA-DQA1", "HAS2", "NUTF2", "SOD2", "YAP1", "FCER1G", "TGFB1", "MS4A7", "XBP1", "ZEB1", "HSPA5", "IDH1", "BMPR2", "PCNA", "PLIN2", "SFRP2", "STAT1", "PKM", "GSR", "LGALS1", "IL7R", "PTPRC", "ITM2C", "STAT6", "SSR3", "COL15A1", "PPARG", "GNG11", "MRC1", "CD14", "UBE2J1", "AXL", "UGDH", "SOX4", "FAS", "PDIA6", "RNASE1", "SMAD4", "HAVCR2", "IL2RA", "CD68", "VEGFA", "ANKRD28", "CXCR4", "NUCB2", "C1QC", "SELENOS", "ITGAE", "SPCS2", "CCN2", "OAS3", "FCGR3A", "FGF2", "ERLEC1", "AXIN2", "ATG7", "PIM2", "DIRAS3", "SEC11C", "CST3", "JCHAIN", "MANF", "WWTR1", "LPAR1", "LMAN1", "HIST1H1C", "PRDX4", "MKI67", "CCL21", "UCHL3", "CCNB2", "CXCL14", "GPR183", "ATF3", "TOP1", "ICAM1", "NFKB1", "SCGB1A1", "SFTPC", "SCGB3A2", "HMGA1" ]

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not available

VUILD91MF

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train

aaaaebee-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebee-1

[ "CCL18", "LUM", "VIM", "COL1A1", "COL3A1", "HLA-DRA", "COL1A2", "PTGDS", "ITGB1", "SPP1", "LYZ", "POSTN", "CD68", "CD44", "EPAS1", "AIF1", "HLA-DQA1", "PLIN2", "SOD2", "MS4A7", "CD28", "SFRP4", "IL2RA", "RNASE1", "GNG11", "PTPRC", "PDIA3", "PDIA4", "ACTA2", "CD69", "MRC1", "CD4", "HIF1A", "CD86", "GSR", "DCN", "GPR183", "SFRP2", "SELENOS", "SEC11C", "CST3", "NUCB2", "FGF7", "RHOA", "PDGFRA", "FCER1G", "FCER1A", "PKM", "ERLEC1", "SLC1A3", "SPARCL1", "PECAM1", "IDH1", "HMGA1", "TGFB3", "AXL", "CD14", "HYOU1", "BMPR2", "ICAM1", "ATF6", "WNT2", "TGFB1" ]

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Macrophages

VUILD91MF

[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.5499999999999999, 0.475, 0.475, 0.4, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebeg-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebeg-1

[ "PTGDS", "COL3A1", "LUM", "COL1A1", "COL1A2", "VIM", "FN1", "HLA-DRA", "CCL18", "SFRP4", "SOD2", "HIF1A", "LYZ", "HLA-DQA1", "DCN", "FGF7", "POSTN", "SPP1", "SFRP2", "ITGB1", "SPARCL1", "CST3", "PDIA3", "FCER1G", "GPR183", "EHMT1", "RHOA", "CD69", "TGFB1", "CD44", "AXL", "ITGAV", "ITGAX", "CD14", "FAS", "CD4", "HERPUD1", "PDGFRA", "GSR", "PDIA4", "PKM", "HLA-DQB1", "NFKB1", "SAA2", "CTNNB1", "PLIN2", "RSPO3", "PTPRC", "DNAJB9", "HAVCR2", "MYC", "SOX4", "CCL2", "SSR3", "ATF6", "CD1C", "ATF4", "BCL2", "ICAM1", "IDH1", "YAP1", "UGDH", "IFIT2", "AKR1C1" ]

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Macrophages

VUILD91MF

[ 1, 0.94375, 0.8875, 0.8875, 0.83125, 0.775, 0.71875, 0.6625, 0.60625, 0.55, 0.49375, 0.4375, 0.38125, 0.38125, 0.38125, 0.38125, 0.38125, 0.325, 0.325, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.21250000000000002, 0.21250000000000002, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebel-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebel-1

[ "COL1A1", "COL3A1", "COL1A2", "POSTN", "LUM", "FN1", "VIM", "PTGDS", "ACTA2", "SFRP2", "PDIA3", "HLA-DRA", "FGF7", "ATF4", "LGALS1", "PKM", "TGFB3", "RHOA", "TGFB1", "STAT6", "HIF1A", "SOD2", "UBE2J1", "DCN", "ITGB1", "SELENOS", "HSPA5", "AXL", "ITGAV", "OAS3", "COL15A1", "UQCRHL", "NFKB1", "SPARCL1", "XBP1", "LYZ", "CD44", "EPAS1", "FAP", "MEG3", "FKBP11", "FAS", "MGST1", "EGFR", "MYDGF", "NUTF2", "CSPG4", "CTHRC1", "HERPUD1", "CD4", "PDIA6", "TOP1", "IL32", "LMAN1", "SOX4", "ICAM1", "CD14", "VEGFA", "IL2RA", "CD1C", "WWTR1", "ITM2C" ]

[ 9, 7, 3, 6, 134, 136, 135, 446, 353, 225, 603, 454, 14, 502, 426, 263, 221, 46, 336, 438, 558, 468, 556, 544, 258, 526, 594, 169, 306, 494, 272, 52, 304, 411, 133, 600, 400, 530, 619, 357, 100, 193, 205, 366, 224, 206, 369, 182, 390, 409, 146, 149, 254, 97, 428, 580, 291, 346, 528, 275, 80, 602, 290, 84, 618, 309 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9400000000000001, 0.88, 0.8200000000000001, 0.76, 0.7000000000000001, 0.64, 0.5800000000000001, 0.52, 0.52, 0.4600000000000001, 0.4, 0.4, 0.34, 0.28, 0.28, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 225.9886932373047, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 169.49151611328125, 169.49151611328125, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1468.926513671875, 1073.4462890625, 1468.926513671875, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 508.47454833984375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 169.49151611328125, 56.49717330932617, 0, 0, 282.4858703613281, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 451.9773864746094, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 169.49151611328125, 169.49151611328125, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 564.9717407226562, 0, 0, 112.99434661865234, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 169.49151611328125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 56.49717330932617, 0, 112.99434661865234, 0, 112.99434661865234, 0, 169.49151611328125, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 790.96044921875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0 ] ]

train

aaaaeben-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaeben-1

[ "COL1A1", "COL3A1", "COL1A2", "VIM", "POSTN", "FN1", "LUM", "HLA-DRA", "CCL18", "SPARCL1", "CD4", "SFRP2", "CD44", "HIF1A", "PDIA4", "PDIA3", "SOX4", "CTHRC1", "SOD2", "ERLEC1", "RHOA", "ITGB1", "ATF4", "YAP1", "AXIN2", "PTGDS", "FGF7", "SSR3", "SELENOS", "CTNNB1", "SNAI2", "EPAS1", "PLIN2", "CD68", "SMAD4", "GPR183", "PDGFRA", "NFKB1", "BCL2L1", "KRT8", "HIST1H1C" ]

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not available

VUILD91MF

[ 1, 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.45999999999999996, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebei-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebei-1

[ "COL3A1", "COL1A1", "LUM", "FN1", "VIM", "PTGDS", "POSTN", "COL1A2", "PDIA3", "FGF7", "ATF4", "PDIA4", "CTNNB1", "FCER1A", "NUTF2", "CCL18", "LYZ", "MGST1", "SPCS3", "SFRP2", "PKM", "CD86", "SNAI2", "FKBP11", "SELENOS", "TOP1", "SOD2", "PRDX4", "LGALS1", "ITGB1", "RHOA", "DCN", "PDIA6", "CTHRC1", "CREB3L4", "BCL2L1", "XBP1", "IFIT1" ]

[ 9, 7, 3, 6, 136, 134, 353, 225, 603, 454, 446, 135, 426, 221, 46, 427, 151, 210, 409, 71, 357, 369, 532, 502, 438, 109, 523, 224, 494, 580, 526, 450, 336, 306, 468, 169, 428, 149, 143, 58, 619, 278 ]

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not available

VUILD91MF

[ 1, 0.9, 0.8, 0.7000000000000001, 0.7000000000000001, 0.6, 0.5, 0.5, 0.4, 0.30000000000000004, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmpj-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmpj-1

[ "COL1A1", "COL3A1", "COL1A2", "VIM", "FN1", "LUM", "POSTN", "FGF7", "SFRP4", "HLA-DRA", "ATF3", "MEG3", "SFRP2", "HYOU1", "PDIA3", "SPARCL1", "RHOA", "PTGDS", "HSPA5", "AIF1", "CD44", "FAP", "ITGB1", "CCL2", "HERPUD1", "SSR3", "UBE2J1", "GPR183", "ITGAV", "PLIN2", "HAS2", "STAT1", "SLC2A1", "HIF1A", "CD52", "CTHRC1", "CTNNB1", "NUTF2", "PKM", "PDGFRB", "MYDGF", "RNASE1", "FCER1G", "XBP1", "SOD2", "SMAD4", "DNAJB9", "MS4A7", "IL4R", "BMPR2", "SELENOS", "MYC", "DDIT3", "BCL2L1", "ATF4", "DCN", "NFKB1", "NHSL2", "CST3", "MRC1", "CD86", "ITGAM", "PPARG", "TGFB1", "ACTA2", "WWTR1", "MGST1", "ERLEC1", "PRDX4", "PLPP5", "SOX4", "CD68", "CCL18" ]

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Activated FBs

VUILD91MF

[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.55, 0.48571428571428577, 0.48571428571428577, 0.48571428571428577, 0.48571428571428577, 0.4214285714285715, 0.4214285714285715, 0.3571428571428572, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebem-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebem-1

[ "COL3A1", "COL1A1", "LUM", "COL1A2", "FN1", "POSTN", "VIM", "MEG3", "PTGDS", "SFRP2", "HLA-DRA", "HLA-DQA1", "DCN", "CST3", "ITGB1", "LYZ", "ATF4", "ACTA2", "GPR183", "FCER1A", "FKBP11", "RHOA", "CCL18", "FAP", "SOD2", "IDH1", "HIF1A", "CD4", "NHSL2", "SMAD4", "CD68", "ITGAV", "CENPF", "YAP1", "LGALS1", "IL1B", "CTHRC1", "HAS2", "DNAJB9", "PKM", "EMG1", "GNG11", "PECAM1", "ERLEC1", "PDIA3", "PDGFRB", "NFKB1", "PDGFRA", "MS4A7", "FGF7", "ZEB1", "STAT6", "SPCS3", "TGFB1", "SPCS2", "SPARCL1", "AIF1", "VEGFA" ]

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Proliferating Mesenchymal

VUILD91MF

[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.475, 0.4, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 96.15383911132812, 0, 0, 32.0512809753418, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 32.0512809753418, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 96.15383911132812, 96.15383911132812, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0, 96.15383911132812, 0, 64.1025619506836, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1506.41015625, 576.9230346679688, 1474.35888671875, 0, 0, 0, 0, 0, 32.0512809753418, 32.0512809753418, 0, 32.0512809753418, 0, 0, 0, 0, 0, 224.3589630126953, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0, 0, 96.15383911132812, 0, 0, 0, 0, 0, 64.1025619506836, 0, 0, 32.0512809753418, 0, 32.0512809753418, 0, 0, 0, 0, 32.0512809753418, 128.2051239013672, 0, 96.15383911132812, 416.6666564941406, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0, 0, 0, 32.0512809753418, 32.0512809753418, 96.15383911132812, 0, 512.8204956054688, 0, 0, 0, 64.1025619506836, 32.0512809753418, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0, 0, 0, 0, 0, 0, 0, 512.8204956054688, 0, 128.2051239013672, 0, 0, 0, 0, 64.1025619506836, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 128.2051239013672, 64.1025619506836, 0, 0, 0, 0, 0, 64.1025619506836, 0, 0, 0, 384.6153564453125, 0, 32.0512809753418, 448.7179260253906, 32.0512809753418, 0, 0, 0, 128.2051239013672, 64.1025619506836, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0, 0, 0, 0, 0, 96.15383911132812, 32.0512809753418, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 160.25640869140625, 0, 0, 32.0512809753418, 0, 32.0512809753418, 32.0512809753418, 0, 0, 0, 0, 32.0512809753418, 0, 0, 0, 0, 64.1025619506836, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 32.0512809753418, 0, 32.0512809753418, 0, 0, 32.0512809753418, 32.0512809753418, 0, 929.4871215820312, 0, 0, 0, 0, 0, 0, 0, 0, 32.0512809753418, 0, 0 ] ]

train

aaaaebek-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebek-1

[ "COL1A1", "COL3A1", "VIM", "COL1A2", "LUM", "HLA-DRA", "PTGDS", "FN1", "POSTN", "DCN", "SOD2", "PDIA3", "LYZ", "RHOA", "FGF7", "CCL2", "EPAS1", "SFRP2", "HLA-DQA1", "FKBP11", "CD44", "ACTA2", "CCL18", "FAP", "HYOU1", "MEG3", "TGFB1", "RNASE1", "PKM", "CD68", "PDIA4", "CD3E", "PRDX4", "LGALS1", "PTPRC", "UGDH", "HIST1H1C", "HIF1A", "HAS2", "ITGAV", "SFRP4", "ATG7", "CTNNB1", "CTHRC1", "UQCRHL", "ATF4", "CST3", "NFKB1", "SOX9", "FGF2", "UBE2J1", "SPCS3", "XBP1", "FCER1A", "FCGBP", "SPCS2", "CD14", "STAT1", "EHMT1", "TRAC", "AIF1", "TREM2", "ICAM1", "S100A9" ]

[ 9, 7, 3, 6, 134, 136, 603, 135, 353, 263, 454, 225, 446, 169, 526, 426, 357, 468, 221, 72, 193, 502, 261, 224, 100, 14, 71, 205, 273, 366, 556, 469, 438, 102, 427, 95, 450, 336, 456, 597, 260, 258, 252, 304, 503, 48, 151, 149, 600, 46, 147, 400, 529, 220, 594, 532, 619, 210, 212, 531, 80, 542, 184, 585, 23, 586, 275, 481 ]

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Activated FBs

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebeo-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebeo-1

[ "HLA-DRA", "COL3A1", "VIM", "LYZ", "LUM", "COL1A2", "FN1", "COL1A1", "CD68", "PTGDS", "SFRP2", "POSTN", "DCN", "PLIN2", "FCER1G", "CST3", "ITGB1", "HIF1A", "MRC1", "SOD2", "MS4A7", "ATF4", "CD44", "AIF1", "FCGR3A", "SOX4", "SFRP4", "ACTA2", "CD86", "GPR183", "HYOU1", "SELENOS", "HIST1H1C", "SPCS3", "CTNNB1", "RHOA", "PTPRC", "EREG", "HLA-DQB1", "SSR3", "PECAM1", "CCL18", "TOP1", "WNT5A", "SMAD4", "VEGFA", "HLA-DQA1", "BMPR2", "PRDX4", "CD14", "WNT2", "EHMT1", "HERPUD1", "BCL2L11", "LMAN1", "EGFR", "UBE2J1", "ITGAX", "SLC1A3", "FCN1", "ERLEC1", "CD1A", "MGST1", "STAT6", "ATG7", "PDIA3", "YAP1", "CTHRC1", "IDH1", "FAP", "CD4", "SPCS2", "AXL" ]

[ 9, 7, 3, 6, 263, 136, 603, 357, 353, 135, 225, 134, 102, 454, 502, 446, 169, 442, 211, 147, 306, 258, 379, 526, 383, 46, 100, 23, 214, 528, 503, 14, 109, 242, 273, 494, 260, 532, 151, 468, 456, 196, 262, 541, 431, 71, 580, 614, 519, 602, 261, 61, 450, 80, 612, 184, 254, 59, 346, 182, 594, 305, 513, 216, 197, 83, 369, 544, 48, 426, 620, 149, 276, 205, 97, 531, 52 ]

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Macrophages

VUILD91MF

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train

aaaaebff-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebff-1

[ "VIM", "COL1A1", "COL3A1", "FN1", "POSTN", "COL1A2", "LUM", "LYZ", "PTGDS", "HLA-DRA", "PDIA3", "ICAM1", "HAS2", "VEGFA", "GPR183", "FAP", "SPARCL1", "CD68", "SFRP4", "CTNNB1", "CCL18", "HIF1A", "FCER1G", "YAP1", "ACTA2", "ITGB1", "ATF4", "IDH1", "MGST1", "RHOA", "LMAN1", "PRDX4", "HLA-DQB1", "FAS", "CTHRC1", "PDGFRB", "SMAD4", "HLA-DQA1", "PDIA4", "CST3", "ERLEC1", "CD44", "PDIA6", "OAS3", "NFKB1", "SELENOS", "CXCR4", "MRC1", "MS4A7", "PLIN2", "PTPRC", "HERPUD1", "EHMT1", "CD69", "SOD2", "HMGA1", "AXL", "ITGAM", "UCHL3", "ITGAV", "UQCRHL", "TOP1", "ANKRD28", "LEF1", "TTC19", "XBP1", "SOX4", "STAT1", "MCEMP1", "SSR3", "SPCS2", "SPCS3", "HYOU1" ]

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Fibroblasts

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 317.00286865234375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 115.27377319335938, 0, 28.818443298339844, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57.63688659667969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 28.818443298339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 115.27377319335938, 1498.55908203125, 1498.55908203125, 1671.4697265625, 0, 0, 0, 0, 0, 0, 57.63688659667969, 0, 0, 0, 0, 0, 0, 0, 86.45532989501953, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 0, 28.818443298339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 172.91065979003906, 0, 0, 922.190185546875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 28.818443298339844, 0, 0, 0, 0, 0, 0, 57.63688659667969, 0, 0, 28.818443298339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 115.27377319335938, 28.818443298339844, 57.63688659667969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 0, 0, 28.818443298339844, 0, 0, 0, 0, 403.45819091796875, 0, 0, 0, 0, 0, 0, 547.5504150390625, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 0, 0, 28.818443298339844, 0, 0, 28.818443298339844, 144.09222412109375, 0, 0, 0, 0, 0, 0, 57.63688659667969, 0, 28.818443298339844, 0, 720.4610595703125, 0, 0, 57.63688659667969, 0, 0, 0, 0, 57.63688659667969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 0, 57.63688659667969, 28.818443298339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 0, 0, 28.818443298339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28.818443298339844, 0, 57.63688659667969, 461.0950927734375, 0, 0, 0, 0, 28.818443298339844, 0, 0, 0, 0, 28.818443298339844, 0 ] ]

train

aaaaebfh-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebfh-1

[ "COL3A1", "COL1A2", "COL1A1", "FN1", "POSTN", "MEG3", "VIM", "LUM", "ACTA2", "FGF7", "PDIA3", "COL15A1", "ITGAV", "ATF4", "DCN", "CCN2", "HLA-DRA", "PTGDS", "CTHRC1", "ITGB1", "VEGFA", "SELENOS", "PKM", "RHOA", "HSPA5", "NUTF2", "SOD2", "SCGB1A1", "HAS2", "HERPUD1", "CD4", "CD44", "LMAN1", "YAP1", "ITGAX", "WNT5A", "EPAS1", "PLPP5", "UGDH", "ATG7", "PCNA", "PDGFRB", "SFRP2", "MRC1", "SPARCL1", "BMP4", "LGALS1", "ERLEC1" ]

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Activated FBs

VUILD91MF

[ 1, 0.9307692307692308, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebgo-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebgo-1

[ "VIM", "COL3A1", "LUM", "COL1A1", "HLA-DRA", "LYZ", "SOD2", "POSTN", "PTGDS", "CTNNB1", "FN1", "FGF7", "CD68", "PKM", "RHOA", "SPARCL1", "CD44", "MS4A7", "HERPUD1", "PTPRC", "SFRP2", "GPR183", "CST3", "HLA-DQA1", "COL1A2", "PDIA3", "VEGFA", "AIF1", "ACTA2", "LGALS1", "NUTF2", "HIST1H1C", "ITGAX", "ITGAV", "HSPA5", "SPCS3", "IDH1", "SPCS2", "EREG", "XBP1", "SNAI2", "AXIN2", "PECAM1", "HIF1A", "YAP1", "SLC25A37", "DIRAS3", "TGFB1", "ITGB1", "ATG7", "DCN", "BMP4", "PDIA6", "CTHRC1", "FCER1G", "SFTPD", "CCL18", "UBE2J1", "PLIN2", "EPAS1", "PLPP5", "CD1C", "SSR3", "ICAM1", "GNG11", "EHMT1", "CD34", "SCGB3A2", "ITGAM", "IL32", "GSR", "PCNA", "AKR1C2" ]

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Macrophages

VUILD91MF

[ 1, 0.9249999999999999, 0.85, 0.85, 0.7749999999999999, 0.7, 0.7, 0.625, 0.5499999999999999, 0.475, 0.4, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebfj-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebfj-1

[ "COL1A1", "COL3A1", "COL1A2", "FN1", "POSTN", "VIM", "LUM", "MEG3", "PDIA3", "CTHRC1", "ITGB1", "ACTA2", "RHOA", "FGF7", "HIF1A", "HYOU1", "SPARCL1", "DCN", "COL15A1", "CCL18", "ATF4", "BMPR2", "HAS2", "LPAR2", "CD44", "LGALS1", "PRDX4", "NUTF2", "ZEB1", "XBP1", "UBE2J1", "MGST1", "AXL", "CD68", "CD69", "SNAI2", "SMAD4", "GSR", "IDH1", "WNT5A", "SFRP4", "SELENOS", "OAS3", "BCL2L1", "S100A12", "HLA-DQA1", "HIST1H1C", "CTNNB1", "MRC1", "S100A9", "UCHL3", "SOX4", "PTGDS", "GCLM", "PDGFRA", "UQCRHL", "PDIA4", "FAP", "CCN2", "TGFB1", "ITGAV", "NUCB2", "NHSL2", "FKBP11", "STAT1", "ERLEC1", "CST3", "YAP1", "SSR3" ]

[ 9, 7, 3, 6, 134, 136, 135, 225, 446, 603, 353, 366, 426, 149, 306, 14, 468, 221, 258, 273, 530, 169, 133, 71, 46, 61, 252, 349, 100, 336, 450, 409, 621, 619, 594, 369, 52, 102, 103, 523, 519, 247, 276, 614, 503, 494, 411, 58, 477, 261, 260, 151, 379, 481, 596, 528, 454, 231, 424, 600, 427, 205, 76, 556, 304, 408, 401, 224, 542, 197, 147, 620, 541 ]

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Activated FBs

VUILD91MF

[ 1, 0.9400000000000001, 0.88, 0.8200000000000001, 0.76, 0.7000000000000001, 0.64, 0.5800000000000001, 0.52, 0.4600000000000001, 0.4, 0.4, 0.34, 0.34, 0.28, 0.28, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebfk-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebfk-1

[ "COL3A1", "COL1A1", "COL1A2", "POSTN", "LUM", "FN1", "MEG3", "VIM", "WNT5A", "ACTA2", "SFRP2", "HIF1A", "DCN", "ATF4", "PKM", "RHOA", "PDIA3", "CTNNB1", "CCL18", "PTGDS", "ZEB1", "FGF7", "AXL", "UCHL3", "LYZ", "COL15A1", "KRT18", "ITGB1", "ITGAV", "LEF1", "IL1B", "SCGB3A2", "SCGB1A1", "CSPG4", "CTHRC1", "YAP1", "S100A2", "RSPO3", "CHGB", "NAPSA", "DNAJB9", "IDH1", "EGFR", "PRDX4", "HLA-DRA", "HLA-DQA1", "ERLEC1", "HAS2", "FAP", "PDGFRA", "SFRP4", "FKBP11", "GCLM", "NOX4", "NFKB1", "MYDGF", "SOD2", "KRT14", "SPCS2", "SPCS3", "SSR3", "STAT1", "SOX4", "CD44", "AIF1", "ANKRD28", "UBE2J1", "CCN2", "ATG7", "XBP1", "UQCRHL", "CCL2" ]

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Activated FBs

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 68.49314880371094, 0, 22.831050872802734, 22.831050872802734, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2077.625732421875, 1164.383544921875, 1735.159912109375, 0, 0, 0, 0, 0, 0, 91.32420349121094, 0, 0, 0, 0, 0, 0, 0, 136.98629760742188, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 45.66210174560547, 0, 0, 0, 0, 0, 0, 114.15525817871094, 0, 0, 799.0867919921875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 45.66210174560547, 0, 0, 0, 0, 0, 0, 22.831050872802734, 45.66210174560547, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 45.66210174560547, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 159.81735229492188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 844.7489013671875, 0, 22.831050872802734, 0, 0, 0, 0, 159.81735229492188, 0, 0, 0, 0, 0, 0, 0, 0, 91.32420349121094, 0, 0, 0, 22.831050872802734, 0, 0, 22.831050872802734, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 68.49314880371094, 0, 0, 296.80364990234375, 0, 0, 182.64840698242188, 0, 0, 0, 0, 45.66210174560547, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 91.32420349121094, 159.81735229492188, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 22.831050872802734, 0, 0, 182.64840698242188, 0, 0, 22.831050872802734, 45.66210174560547, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 22.831050872802734, 0, 0, 616.4383544921875, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

train

aaaadmpn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmpn-1

[ "COL1A1", "COL3A1", "COL1A2", "LUM", "FN1", "VIM", "POSTN", "SOD2", "PTGDS", "SFRP4", "ITGB1", "MEG3", "DCN", "FGF7", "SFRP2", "MS4A7", "CTHRC1", "ACTA2", "PLIN2", "FCER1G", "HERPUD1", "HSPA5", "RHOA", "GPR183", "SPARCL1", "LYZ", "HLA-DRA", "SOX9", "NFKB1", "EPAS1", "HAVCR2", "CD68", "SNAI1", "SMAD4", "MYC", "SSR3", "TGFB3", "SELENOS", "IFNG", "KRT18", "ATF4", "ITGAV", "NOX4", "AKR1C2", "UGDH", "AXL", "UBE2J1", "WNT2", "FAP", "BMPR2", "DCTPP1", "AGR3", "PDIA3", "CCL18", "AIF1" ]

[ 9, 7, 3, 6, 134, 136, 135, 353, 225, 603, 446, 526, 454, 503, 306, 366, 169, 221, 502, 383, 149, 14, 442, 211, 254, 272, 468, 242, 530, 357, 263, 529, 400, 193, 253, 102, 522, 519, 389, 541, 558, 494, 281, 324, 46, 304, 405, 27, 597, 52, 594, 612, 205, 61, 170, 22, 426, 71, 23 ]

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Activated FBs

VUILD91MF

[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.55, 0.55, 0.48571428571428577, 0.48571428571428577, 0.48571428571428577, 0.4214285714285715, 0.3571428571428572, 0.2928571428571429, 0.2928571428571429, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebfn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebfn-1

[ "COL3A1", "COL1A1", "VIM", "PTGDS", "LUM", "COL1A2", "SPARCL1", "SFRP2", "ITGB1", "POSTN", "FN1", "HLA-DRA", "PLVAP", "KDR", "RHOA", "CCL18", "LYZ", "COL15A1", "ATF4", "JCHAIN", "HERPUD1", "TGFB1", "APLNR", "BMPR2", "HIST1H1C", "GPR183", "PDIA3", "MYC", "EPAS1", "HSPA5", "CTNNB1", "HIF1A", "CXCR4", "CD44", "BCL2L11", "CST3", "PKM", "PECAM1", "MS4A7", "HYOU1", "CD69", "SNAI2", "SOX4", "ZEB1", "HLA-DQA1", "DCN", "NOX4", "NUCB2", "PRDX4", "PDIA4", "MYDGF", "CD4", "PCNA", "CD34", "SPCS3", "STAT1", "LILRA4", "SPCS2", "TOP1", "ITGAV", "BANK1", "AXL", "HAS2", "KRT8", "ATP2A3", "GZMB", "EHMT1", "ERLEC1", "NUTF2", "LGALS1", "FAP", "FAS", "WNT5A", "GNG11", "OAS2", "KRT18", "FCGR3A", "PIM2", "PDIA6", "AGER", "XBP1", "PDGFRB", "CTHRC1", "MAL", "ITM2C", "IFIT3", "IRF1", "SEC11C", "SFRP4", "CD52", "CCN2", "SPRY2", "PDGFRA", "TGFB3", "SNCA", "CEACAM6", "SOD2", "SSR3", "SFTPC" ]

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Venous

VUILD91MF

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train

aaaaebfm-1

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aaaaebfm-1

[ "COL3A1", "COL1A1", "FN1", "COL1A2", "VIM", "POSTN", "LUM", "MEG3", "PDIA3", "CTHRC1", "LYZ", "SPARCL1", "SFRP4", "HLA-DRA", "AXL", "CD44", "SFRP2", "ATF4", "ITGB1", "PTGDS", "PDIA4", "SNAI2", "COL15A1", "PRDX4", "DCN", "ZEB1", "ATF3", "VEGFA", "ACTA2", "GSR", "SLC2A1", "WNT5A", "HAS2", "UGDH", "SOD2", "AXIN2", "PECAM1", "RHOA", "SCGB1A1", "HLA-DQA1", "YAP1", "STAT1", "MS4A7", "FAP", "HYOU1", "PDGFRB", "XBP1", "AIF1", "FCER1G", "ERLEC1", "TGFB2", "CCN2", "FAS", "TOP2A", "PDGFRA", "CCL2" ]

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Proliferating Mesenchymal

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebga-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebga-1

[ "COL3A1", "VIM", "COL1A1", "FN1", "CCL18", "PTGDS", "HLA-DRA", "COL1A2", "POSTN", "LUM", "SOD2", "TRAC", "AIF1", "CST3", "EHMT1", "FAP", "RHOA", "CCN2", "PTPRC", "CD52", "CD2", "SFRP2", "SFRP4", "SPARCL1", "SMAD4", "TGFB1", "CTNNB1", "PKM", "KLRB1", "ITGB1", "ITGAV", "HLA-DQA1", "LYZ", "PDGFRA", "CEACAM5", "ITM2C", "LCK", "COL15A1", "ITGAM", "LPAR1", "SCGB1A1", "LTB", "IL2RA", "CXCL14", "CXCR4", "DCN", "HYOU1", "HSPA5", "HIF1A", "MS4A7", "HAS2", "PPARG", "GNG11", "EPAS1", "FOXP3", "PLIN2", "PDIA3", "ZEB1", "KRT17", "ATF4", "UQCRHL", "SPCS3", "SPCS2", "CD3E", "VEGFA", "WWTR1", "CD4", "BAX", "BMP4", "XBP1", "ACTA2", "CD247" ]

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T-cells

VUILD91MF

[ 1, 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.64, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.37, 0.37, 0.37, 0.37, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebge-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebge-1

[ "COL1A1", "COL3A1", "COL1A2", "VIM", "LUM", "FN1", "POSTN", "CTHRC1", "PTGDS", "DCN", "SFRP4", "ITGB1", "SFRP2", "ITGAV", "SPARCL1", "RHOA", "ACTA2", "COL15A1", "WNT5A", "HIF1A", "FGF7", "PDIA3", "ATF4", "CD44", "PDIA4", "FAP", "UBE2J1", "SOX4", "YAP1", "PRDX4", "HLA-DRA", "SPCS2", "HIST1H1C", "SSR3", "SOD2", "HERPUD1", "XBP1", "ITM2C", "BMPR2", "PKM", "GSR", "LGALS1", "GPR183", "CST3", "HMGA1", "NFKB1", "CTNNB1", "HSPA5", "CDK1", "RNASE1", "NHSL2", "HLA-DQA1", "PPARG", "MEG3", "PDIA6", "ERLEC1", "UQCRHL", "EPCAM", "TTC19", "EPAS1", "TOP1", "HYOU1", "DUOX1", "DNAJB9", "NUCB2", "TGFB3", "IL1B", "TGFB1", "MAL", "MYDGF", "SPP1", "CCL18", "GNG11" ]

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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

Activated FBs

VUILD91MF

[ 1, 0.9470588235294117, 0.8941176470588235, 0.8411764705882353, 0.788235294117647, 0.7352941176470588, 0.6823529411764706, 0.6294117647058823, 0.6294117647058823, 0.5764705882352941, 0.5235294117647059, 0.5235294117647059, 0.47058823529411764, 0.41764705882352937, 0.41764705882352937, 0.3647058823529412, 0.3647058823529412, 0.3647058823529412, 0.31176470588235294, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 76.62834930419922, 0, 0, 0, 0, 76.62834930419922, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1992.3370361328125, 1570.881103515625, 2337.16455078125, 0, 0, 0, 0, 0, 76.62834930419922, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 957.8543701171875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 76.62834930419922, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 651.3409423828125, 0, 38.31417465209961, 0, 0, 0, 0, 76.62834930419922, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 76.62834930419922, 0, 0, 421.4559326171875, 0, 38.31417465209961, 191.5708770751953, 0, 0, 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 76.62834930419922, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 0, 38.31417465209961, 0, 38.31417465209961, 0, 0, 0, 76.62834930419922, 0, 0, 0, 0, 0, 38.31417465209961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.31417465209961, 0, 0, 459.77008056640625, 0, 0, 0, 0, 0, 0, 0, 0, 76.62834930419922, 38.31417465209961, 0 ] ]

train

aaaadmpk-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmpk-1

[ "COL3A1", "COL1A1", "COL1A2", "FN1", "LUM", "VIM", "POSTN", "PTGDS", "PLIN2", "HAS2", "SFRP2", "SPARCL1", "MEG3", "XBP1", "CCN2", "CCL18", "CST3", "SELENOS", "LEF1", "FAP", "SSR3", "SFRP4", "LYZ", "SOD2", "FKBP11", "SNAI2", "UGDH", "ATF4", "PRDX4", "DCN", "YAP1", "RHOA", "SMAD4", "ACTA2", "CD52", "PDIA3" ]

[ 9, 7, 3, 6, 136, 134, 135, 225, 353, 603, 446, 454, 442, 252, 502, 530, 366, 619, 76, 71, 147, 494, 335, 205, 541, 503, 357, 526, 224, 523, 597, 46, 450, 169, 620, 468, 519, 14, 101, 426 ]

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Activated FBs

VUILD91MF

[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.4, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmpm-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmpm-1

[ "COL1A1", "FN1", "COL3A1", "COL1A2", "POSTN", "VIM", "LUM", "CCL18", "HLA-DRA", "LYZ", "PDIA3", "ACTA2", "CD44", "FCER1G", "PTGDS", "ATF4", "HIF1A", "SOD2", "FGF7", "PDIA4", "PLIN2", "FAP", "NUTF2", "PDGFRA", "CCN2", "CCL2", "FKBP11", "ICAM1", "HAS2", "XBP1", "HLA-DQA1", "ITGB1", "CTHRC1", "SPARCL1", "GPR183", "VEGFA", "ITGAV", "LMAN1", "PRDX4", "RHOA", "CTNNB1", "EHMT1", "DCN", "CREB3L4", "CXCR4", "ZEB1", "PKM", "PCNA", "NOX4", "HERPUD1", "HIST1H1C", "HLA-DQB1", "MRC1", "HSPA5", "MKI67", "MFAP5", "MEG3", "YAP1", "JCHAIN", "EPAS1", "SFRP4", "KRT18", "BAX", "SOX4", "CD68", "AIF1", "ATF3", "SPCS3", "CD14", "AXIN2", "SSR3", "UCHL3" ]

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Fibroblasts

VUILD91MF

[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.55, 0.48571428571428577, 0.4214285714285715, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebgk-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebgk-1

[ "COL1A1", "COL3A1", "VIM", "POSTN", "COL1A2", "FN1", "LUM", "CCN2", "ITGB1", "ACTA2", "PDIA3", "SPARCL1", "PTGDS", "ICAM1", "ZEB1", "FAP", "CD44", "NUTF2", "CTHRC1", "COL15A1", "KDR", "FCER1G", "CTNNB1", "DCN", "RHOA", "WWTR1", "UBE2J1", "SPCS2", "CD34", "PECAM1", "HSPA5", "SOD2", "HLA-DRA", "CD4", "HIF1A", "SSR3", "PLVAP", "EPAS1", "PLIN2", "PDIA6", "GSR", "STAT1", "HMGA1", "ITGAV", "TOP1", "BMPR2", "IFIT1", "HAVCR2", "SFRP4", "AIF1", "SFRP2", "SCGB3A2", "NOX4", "NUCB2", "PTPRC", "PCNA", "ACKR1", "PLPP5", "UCHL3", "PKM", "UGDH", "HERPUD1", "MMP7", "ATF3", "CD68", "MGST1", "KRT8", "SNCA", "CCL18", "CCL2", "CD69", "LYZ", "SPCS3", "ANKRD28" ]

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Venous

VUILD91MF

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train

aaaaebgn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebgn-1

[ "COL1A1", "COL3A1", "FN1", "POSTN", "COL1A2", "VIM", "LUM", "ITGB1", "CTHRC1", "ACTA2", "SPARCL1", "WNT5A", "SFRP4", "PKM", "PDIA3", "DCN", "STAT1", "RHOA", "ITGAV", "ATF4", "MRC1", "CCN2", "CXCL14", "HLA-DRA", "CD44", "SMAD4", "LGALS1", "SFRP2", "SELENOS", "COL15A1", "HYOU1", "HSPA5", "CSPG4", "CST3", "MANF", "CTNNB1", "JCHAIN", "MARCO", "PTGDS", "HIF1A", "SOX4", "PDIA4", "MEG3", "PCNA", "FKBP11", "GPR183", "ERLEC1", "ZEB1", "UBE2J1", "BMPR2", "UCHL3", "UGDH", "ATF3", "TGFB1", "SSR3", "SPCS3", "CD247", "WWTR1" ]

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Fibroblasts

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnnd-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnnd-1

[ "COL1A1", "COL3A1", "COL1A2", "POSTN", "FN1", "LUM", "VIM", "PTGDS", "FGF7", "SPARCL1", "MEG3", "SOD2", "DCN", "ITGB1", "RHOA", "ICAM1", "PLIN2", "CTHRC1", "CD68", "SFRP4", "EPAS1", "STAT1", "PDIA6", "PDIA3", "MS4A7", "HERPUD1", "HYOU1", "LYZ", "PRDX4", "CCL18", "ZEB1", "ANKRD28", "ACTA2", "DDIT3", "UGDH", "IDH1", "AIF1", "HSPA5", "SLC1A3", "MYDGF", "HLA-DQB1", "SELENOS", "HIST1H1C", "HIF1A", "FAS", "COL15A1", "GSR", "FKBP11", "ATG7", "FAP", "PLVAP", "PDGFRB", "LGALS1", "FCER1G", "NUCB2", "XBP1", "NUTF2", "ATF4", "SPCS2", "ITGAV" ]

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0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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Activated FBs

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 76.92308044433594, 0, 0, 76.92308044433594, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 76.92308044433594, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 115.3846206665039, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 38.46154022216797, 0, 0, 0, 38.46154022216797, 0, 76.92308044433594, 76.92308044433594, 0, 76.92308044433594, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 1576.923095703125, 1269.2308349609375, 1653.84619140625, 0, 0, 0, 38.46154022216797, 0, 38.46154022216797, 38.46154022216797, 0, 0, 0, 0, 0, 230.7692413330078, 0, 76.92308044433594, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 384.61541748046875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 38.46154022216797, 0, 38.46154022216797, 0, 0, 38.46154022216797, 0, 38.46154022216797, 0, 0, 38.46154022216797, 38.46154022216797, 76.92308044433594, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 192.30770874023438, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 38.46154022216797, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 38.46154022216797, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 153.84616088867188, 0, 38.46154022216797, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 38.46154022216797, 192.30770874023438, 0, 38.46154022216797, 76.92308044433594, 0, 0, 0, 0, 0, 0, 0, 423.0769348144531, 0, 0, 153.84616088867188, 38.46154022216797, 0, 0, 0, 76.92308044433594, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 38.46154022216797, 0, 76.92308044433594, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 38.46154022216797, 0, 115.3846206665039, 0, 0, 0, 0, 0, 38.46154022216797, 38.46154022216797, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 115.3846206665039, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 769.2308349609375, 0, 0, 0, 0, 0, 0, 0, 0, 76.92308044433594, 0, 115.3846206665039 ] ]

train

aaaadnac-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnac-1

[ "COL3A1", "COL1A1", "COL1A2", "VIM", "POSTN", "FN1", "CXCR4", "IL7R", "PDIA3", "PTGDS", "LUM", "TRAC", "SPARCL1", "BMPR2", "ZEB1", "RHOA", "AIF1", "ATF4", "SFRP2", "PECAM1", "CD44", "DCN", "CD69", "ACTA2", "ICAM1", "XBP1", "CD52", "HYOU1", "HSPA5", "HLA-DRA", "HLA-DQA1", "HEY1", "ATF6", "GZMA", "FGF7", "FCER1G", "FAP", "CTHRC1", "CST3", "HERPUD1", "ITGB1", "LCK", "LAMP3", "UBE2J1", "TGFB1", "STAT1", "SSR3", "SOX4", "SOD2", "SEC11C", "S100A9", "PTPRC", "PDIA6", "PDGFRB", "OAS2", "MRC1", "MEG3", "LYZ", "LGALS1", "CRELD2", "KLRB1", "COL15A1", "ITGAV", "ATF3", "CD3G", "CD2", "CCL5", "CD86", "CD28" ]

[ 9, 7, 3, 6, 136, 134, 135, 603, 446, 225, 163, 294, 426, 454, 353, 585, 530, 61, 621, 468, 23, 46, 502, 431, 100, 169, 103, 14, 275, 619, 101, 273, 272, 263, 261, 257, 47, 248, 221, 211, 205, 149, 147, 254, 306, 334, 332, 594, 556, 542, 541, 528, 526, 490, 481, 456, 428, 425, 410, 379, 366, 357, 336, 144, 316, 133, 304, 45, 96, 85, 75, 109, 90 ]

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T-cells

VUILD91MF

[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnel-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnel-1

[ "COL1A1", "COL3A1", "VIM", "COL1A2", "POSTN", "FN1", "LUM", "CCL18", "ACTA2", "HLA-DRA", "CTHRC1", "TRAC", "ATF4", "CD69", "SNAI2", "ITGB1", "CD2", "SPARCL1", "RHOA", "CXCR4", "TREM2", "PTGDS", "CD3E", "CST3", "SOD2", "SFRP2", "HYOU1", "COL15A1", "PKM", "ZEB1", "LGALS1", "NUTF2", "PDIA3", "PECAM1", "EPAS1", "CD4", "FCER1G", "FCGR3A", "DNAJB9", "HIST1H1C", "NUCB2", "HIF1A", "CD86", "PDGFRA", "MYDGF", "GZMA", "GPR183", "PCNA", "CTNNB1", "NOX4", "CD3D", "FAP", "YAP1", "IRF1", "SPP1", "CD34", "HSPA5", "LYZ", "UBE2J1", "BMP4", "KRT8", "ATF6", "TGFB1", "WNT5A", "CCL2" ]

[ 9, 7, 3, 6, 134, 136, 603, 135, 446, 225, 353, 71, 14, 263, 149, 585, 46, 103, 523, 306, 85, 530, 468, 163, 586, 454, 95, 147, 526, 502, 273, 133, 438, 621, 336, 409, 426, 431, 193, 97, 211, 214, 178, 260, 408, 258, 109, 424, 390, 248, 242, 420, 151, 405, 94, 205, 620, 296, 536, 92, 272, 357, 594, 60, 328, 47, 556, 614, 72 ]

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T-cells

VUILD91MF

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train

aaaadncl-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadncl-1

[ "COL3A1", "COL1A1", "VIM", "HLA-DRA", "FN1", "KRT8", "CEACAM6", "ICAM1", "CD44", "COL1A2", "KRT18", "MMP7", "POSTN", "CCL18", "CXCL14", "ITGB1", "XBP1", "KRT17", "CD68", "PDIA4", "PTGDS", "EPCAM", "CST3", "HLA-DQA1", "ACTA2", "YAP1", "SPINK1", "PDIA3", "ITGAV", "RNASE1", "AIF1", "HIF1A", "ITGA3", "SOD2", "RHOA", "NAPSA", "NKX2-1", "FCER1A", "ATF4", "PKM", "AKR1C2", "CTHRC1", "SEC11C", "PDIA6", "SMAD4", "S100A2", "STAT1", "FCER1G", "GDF15", "COL15A1", "SELENOS", "BCL2L1", "VEGFA", "ITM2C", "HES1", "SFRP2", "HIST1H1C", "LUM", "MGST1", "AKR1C1", "HSPA5", "LYZ", "AXL", "NUCB2", "KRT14", "C1QC", "MCEMP1", "PCNA", "EHMT1", "SCGB3A2", "DCN", "LGALS1", "EPAS1", "SCGB1A1", "FAP", "MRC1", "HAVCR2", "HERPUD1", "HLA-DQB1", "HMGA1", "NUTF2", "PLIN2", "ITGAX", "FGF2", "MYDGF", "IL1B", "MSLN", "IRF1", "FAS", "GPR183", "PPARG", "IL7R", "LMAN1", "SFRP4", "CXCR4", "TOP1", "CCN2", "CCL2", "CD52", "UBE2J1", "BCL2L11", "SPARCL1", "SOX9", "UQCRHL", "BANK1", "CEACAM5", "ATF3", "SLC25A4", "CD14", "CTNNB1", "ANKRD28", "WNT5A" ]

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KRT5-/KRT17+

VUILD91MF

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train

aaaadnde-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnde-1

[ "VIM", "FN1", "KRT8", "HLA-DRA", "ICAM1", "CD44", "MMP7", "ITGB1", "EPCAM", "HYOU1", "COL3A1", "COL1A1", "KRT18", "COL1A2", "PDIA3", "KRT17", "SOX4", "VEGFA", "POSTN", "ITGAV", "XBP1", "LYZ", "PDIA4", "SLC2A1", "HSPA5", "CST3", "KRT14", "HIF1A", "PDIA6", "KRT6A", "ATF4", "ITGB6", "ITGA3", "DNAJB9", "EGFR", "CTNNB1", "LMAN1", "YAP1", "RHOA", "SOX9", "BMP4", "STAT6", "CCL18", "CCL2", "GDF15", "UCHL3", "TGFB2", "TGFB1", "BAX", "IDH1", "FAS", "SPP1", "WWTR1", "SPCS3", "AXIN2", "AXL", "SPCS2", "UBE2J1", "LTB", "ZEB1", "HES1", "GSR", "PKM", "HLA-DQA1", "GPR183", "LUM", "NAPSA", "NUTF2", "BMPR2", "MGST1", "MEG3", "FCER1G", "CD68", "FABP4", "HMGA1", "ERLEC1", "HAVCR2", "FGF2", "HERPUD1", "MRC1", "KRT15", "WNT5A", "UQCRHL", "UGDH", "TP63", "SSR3", "SOD2", "SNAI2", "SMAD4", "SLC25A4", "SLC25A37", "SFTPC", "SFRP2", "SELENOS", "RTKN2", "RNASE1", "PRDX4", "PECAM1", "NFKB1", "MS4A7", "MCEMP1", "LPAR1", "IL1B", "EPAS1", "IL7R", "EHMT1", "DUOX1", "CEACAM6", "CXCL14", "CD4" ]

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KRT5-/KRT17+

VUILD91MF

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train

aaaadndl-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadndl-1

[ "VIM", "HLA-DRA", "SPP1", "CCL18", "LYZ", "POSTN", "FN1", "CD68", "COL3A1", "COL1A1", "CCL2", "FCER1G", "COL1A2", "PDIA4", "IDH1", "PDIA3", "GPR183", "LUM", "RNASE1", "ITGAX", "HYOU1", "CD44", "HLA-DQA1", "HAVCR2", "KRT6A", "PLIN2", "RHOA", "PKM", "ICAM1", "SPCS3", "KRT17", "CD52", "CD4", "HIF1A", "KRT18", "PDIA6", "KRT8", "ITGB1", "FCGR3A", "HSPA5", "NUCB2", "ACTA2", "ITGAV", "CTNNB1", "SPARCL1", "MMP7", "CST3", "STAT1", "MCEMP1", "MRC1", "HERPUD1", "HLA-DQB1", "PECAM1", "ERLEC1", "SFTA2", "EPCAM", "SFRP4", "PPARG", "MYDGF", "PTPRC", "CXCR4", "SELENOS", "S100A9", "GSR", "DCN", "MS4A7", "CTHRC1", "CD86", "HMOX1", "XBP1", "KRT14", "LGALS1", "VEGFA", "ATG7", "UBE2J1", "TREM2", "BCL2", "HMGA1", "YAP1", "TGFB1", "CCN2", "TOP1", "OAS2", "IFIT3", "MGST1", "IFIT2", "SSR3", "SPCS2", "IFIT1", "SPRY2", "SLC2A1" ]

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SPP1+ Macrophages

VUILD91MF

[ 1, 0.94375, 0.8875, 0.83125, 0.83125, 0.775, 0.71875, 0.6625, 0.6625, 0.60625, 0.55, 0.55, 0.49375, 0.4375, 0.38125, 0.38125, 0.38125, 0.325, 0.325, 0.325, 0.325, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.26875000000000004, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.15625, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnng-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnng-1

[ "COL1A1", "COL3A1", "COL1A2", "LUM", "FN1", "POSTN", "VIM", "PTGDS", "DCN", "MEG3", "HERPUD1", "SPARCL1", "SFRP2", "XBP1", "CTHRC1", "VEGFA", "FAP", "ATF4", "RHOA", "HIF1A", "HLA-DRA", "BMPR2", "LMAN1", "CD44", "ITGAV", "PLIN2", "COL15A1", "SFRP4", "ACTA2", "SOD2", "FGF7", "CD4", "SOX4", "CD68", "NFKB1", "SMAD4", "SPCS3", "CSPG4", "MS4A7", "LYZ", "SELENOS", "CTNNB1", "WWTR1", "WT1", "ITGB1", "ITGAM", "PDIA3", "UCHL3", "HYOU1", "DIRAS3", "KRT8", "AXL", "CCL18", "LEF1", "NUCB2", "PCNA" ]

[ 9, 7, 3, 6, 134, 136, 135, 353, 225, 446, 603, 454, 169, 366, 254, 530, 502, 619, 149, 602, 205, 46, 468, 258, 263, 61, 346, 100, 304, 442, 133, 503, 14, 526, 221, 97, 528, 102, 400, 519, 532, 146, 383, 357, 494, 151, 618, 617, 306, 303, 426, 596, 273, 176, 328, 52, 71, 335, 408, 420 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnce-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnce-1

[ "CCL18", "COL3A1", "COL1A1", "COL1A2", "HLA-DRA", "HLA-DQA1", "VIM", "IL7R", "SFRP2", "CD44", "SOD2", "CD69", "RNASE1", "PTGDS", "SPARCL1", "AIF1", "LUM", "CST3", "CTNNB1", "ACTA2", "CCN2", "VEGFA", "COL15A1", "FAS", "EPAS1", "LMAN1", "SFRP4", "SFTPC", "ITGA3", "CD68", "KRT18", "SEC11C", "LYZ", "MYDGF", "HIST1H1C", "HAVCR2", "CXCR4", "HIF1A", "POSTN", "CD4", "FAP", "FCER1G", "FCGR3A", "FGF7", "FN1", "GDF15", "GZMA", "CPA3", "PKM", "DCN", "BMPR2", "BCL2L1", "C1QC", "TGFB3" ]

[ 9, 7, 3, 6, 71, 136, 134, 135, 263, 261, 603, 294, 502, 100, 526, 103, 469, 454, 530, 23, 353, 147, 151, 14, 76, 602, 133, 206, 193, 346, 503, 506, 301, 102, 324, 490, 357, 390, 260, 253, 163, 258, 446, 97, 205, 211, 214, 221, 225, 232, 248, 142, 438, 169, 61, 58, 66, 558 ]

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Macrophages

VUILD91MF

[ 1, 0.85, 0.7, 0.7, 0.7, 0.7, 0.7, 0.5499999999999999, 0.5499999999999999, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnbg-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnbg-1

[ "VIM", "COL3A1", "CCL18", "HLA-DRA", "TRAC", "LUM", "COL1A1", "CD44", "FN1", "COL1A2", "IL7R", "PTGDS", "PTPRC", "ATF4", "HLA-DQA1", "PKM", "LYZ", "DCN", "HERPUD1", "HIF1A", "HIST1H1C", "PDIA3", "RHOA", "CDK1", "SOD2", "MAL", "CCL2", "CD3E", "ITGB1", "PIM2", "CTLA4", "FAS", "PDIA4", "STAT1", "ACTA2", "IL2RA", "RNASE1", "HYOU1", "RTKN2", "CTNNB1", "SFRP2", "SEC11C", "CD28", "DNAJB9", "EPAS1", "SPARCL1", "KLRB1", "FCER1G", "SPCS3", "BAX", "POSTN", "HSPA5", "NUTF2", "ATP2A3", "PCNA", "EHMT1", "TNFRSF9", "DDIT3", "CCN2", "TGFB3", "IL32", "MKI67", "CD2", "UBE2J1", "STAT6", "CD247", "S100A9", "LGALS1", "PECAM1", "FABP4", "FCGR3A", "FGF7", "GNLY", "OAS3", "HMGA1", "HMOX1", "IL4R", "ITGAV", "LPAR1", "LMAN1", "EGFR", "CST3", "LCK", "TOP1", "CD3G", "CD3D", "VEGFA", "CD27", "CD8A", "CENPF", "SSR3", "AXL", "WWTR1", "CD52", "SLC1A3", "TOP2A", "BCL2L11", "ACKR1", "SMAD4" ]

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Proliferating Lymphoid

VUILD91MF

[ 1, 0.9400000000000001, 0.88, 0.8200000000000001, 0.8200000000000001, 0.8200000000000001, 0.76, 0.7000000000000001, 0.64, 0.5800000000000001, 0.52, 0.52, 0.4600000000000001, 0.4, 0.34, 0.34, 0.34, 0.34, 0.34, 0.34, 0.34, 0.34, 0.28, 0.28, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 131.57894897460938, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 0, 0, 0, 0, 0, 0, 0, 421.0526428222656, 26.3157901763916, 0, 0, 0, 105.2631607055664, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 0, 52.6315803527832, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1842.1053466796875, 894.7368774414062, 1842.1053466796875, 0, 0, 0, 0, 0, 26.3157901763916, 78.94737243652344, 0, 26.3157901763916, 0, 0, 0, 0, 0, 105.2631607055664, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 0, 26.3157901763916, 0, 0, 52.6315803527832, 0, 0, 0, 26.3157901763916, 0, 0, 0, 0, 0, 0, 78.94737243652344, 0, 0, 1052.631591796875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 131.57894897460938, 52.6315803527832, 0, 0, 0, 52.6315803527832, 52.6315803527832, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.6315803527832, 0, 157.89474487304688, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 0, 0, 0, 78.94737243652344, 0, 0, 0, 0, 0, 0, 0, 0, 631.5789794921875, 0, 26.3157901763916, 0, 0, 26.3157901763916, 0, 52.6315803527832, 0, 0, 0, 0, 0, 0, 0, 0, 52.6315803527832, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78.94737243652344, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 421.0526428222656, 0, 0, 157.89474487304688, 26.3157901763916, 0, 0, 0, 26.3157901763916, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 0, 78.94737243652344, 26.3157901763916, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 105.2631607055664, 0, 0, 0, 52.6315803527832, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78.94737243652344, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 26.3157901763916, 421.0526428222656, 0, 0, 0, 0, 26.3157901763916, 0, 0, 0, 0, 26.3157901763916, 26.3157901763916 ] ]

train

aaaadnnb-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnnb-1

[ "COL3A1", "COL1A1", "FN1", "COL1A2", "LUM", "CCL18", "POSTN", "VIM", "ITGB1", "PTGDS", "ACTA2", "HLA-DRA", "SOD2", "CCN2", "DCN", "SFRP2", "TGFB1", "FGF7", "LGALS1", "CTHRC1", "PDIA3", "HMGA1", "MEG3", "SPARCL1", "ICAM1", "IDH1", "CD68", "MS4A7", "FAP", "ITGAV", "CD4", "CST3", "NFKB1", "HAS2", "SEC11C", "PTPRC", "PLPP5", "ERLEC1", "FCER1G", "RHOA", "MARCO", "CTNNB1", "SFRP4", "HLA-DQA1", "ZEB1", "EPAS1", "VEGFA", "KRT8", "CCL2", "WNT5A", "LYZ", "BCL2L1", "YAP1", "ATF4" ]

[ 9, 7, 3, 6, 136, 134, 225, 135, 353, 71, 446, 603, 306, 454, 14, 263, 526, 76, 169, 502, 556, 221, 336, 149, 426, 264, 366, 530, 275, 276, 102, 383, 205, 304, 97, 147, 400, 252, 490, 456, 444, 197, 211, 468, 362, 151, 503, 261, 621, 193, 602, 328, 72, 614, 357, 58, 620, 46 ]

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Activated FBs

VUILD91MF

[ 1, 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.64, 0.64, 0.5499999999999999, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.37, 0.37, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadncm-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadncm-1

[ "VIM", "HLA-DRA", "FN1", "ICAM1", "MMP7", "KRT8", "KRT18", "ITGB6", "HLA-DQA1", "CD44", "CST3", "COL3A1", "ITGAV", "SOD2", "PKM", "ITGB1", "CCL2", "COL1A1", "PDIA3", "RHOA", "ACTA2", "HIF1A", "EPCAM", "PLIN2", "COL1A2", "CCL18", "ATF4", "ATF3", "CTNNB1", "AIF1", "CEACAM6", "SFRP2", "SLC2A1", "PTGDS", "LYZ", "ITGA3", "NUTF2", "XBP1", "CXCL14", "HYOU1", "KRT14", "VEGFA", "SPCS3", "NFKB1", "GPR183", "FCER1G", "YAP1", "HMGA1", "CD86", "CXCR4", "ERLEC1", "CD52", "EREG", "HSPA5", "LUM", "UBE2J1", "KRT17", "TGFB1", "RNASE1", "AXL", "NUCB2", "PTPRC", "ISG20", "TOP1", "STAT6", "SPP1", "SFTA2", "EGFR", "EPAS1", "POSTN", "PDIA6", "PDIA4", "HAVCR2", "NAPSA", "MSLN", "HLA-DQB1", "MS4A7", "MRC1", "MEG3", "CTHRC1", "LTB", "ITGAM", "IRF1", "IL7R", "ZEB1", "CD4", "CEACAM5", "CD2", "CD68", "CD69", "CD1C", "SPCS2", "PRDX4", "SPINK1", "SSR3", "PPARG", "SAA2", "FKBP11", "FGF7", "TGFB2", "GSR", "SPARCL1", "SNCA", "PIM2", "HERPUD1", "HES1", "KDR", "HIST1H1C", "BANK1", "ITM2C", "AXIN2", "HMOX1", "IDH1", "IFIT2", "SFTPD", "CD34", "SEC11C", "BAX", "LGALS1", "CRELD2", "DUOX1", "UGDH", "DNAJB9", "NKX2-1", "COL15A1", "COL4A3", "EHMT1", "EMG1", "TTC19", "CD14", "CCL21", "OAS2", "PECAM1", "TP63", "BMPR2", "FAS", "LPAR2" ]

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not available

VUILD91MF

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train

aaaadnek-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnek-1

[ "VIM", "HLA-DRA", "LYZ", "CCL18", "MS4A7", "FN1", "CD68", "TGFB1", "SPP1", "PECAM1", "CTNNB1", "HAVCR2", "CD44", "CD52", "IDH1", "MRC1", "FABP4", "POSTN", "MYDGF", "PDIA4", "COL1A1", "MCEMP1", "PLIN2", "RNASE1", "HLA-DQB1", "PDIA3", "FCER1G", "PTPRC", "IL7R", "UBE2J1", "AIF1", "ITGAM", "COL1A2", "COL3A1", "SLC1A3", "ATF4", "GPR183", "FCGR3A", "CD4", "OAS2", "AXL", "ITGAX", "RHOA", "ITGB1", "TREM2", "SEC11C", "STAT1", "XBP1", "PPARG", "HSPA5", "PKM", "CCL2", "IFIT1", "ACTA2" ]

[ 9, 7, 3, 6, 603, 263, 357, 71, 383, 225, 102, 556, 536, 431, 151, 253, 100, 101, 276, 379, 202, 446, 390, 427, 134, 363, 442, 469, 262, 426, 211, 456, 294, 594, 23, 303, 135, 136, 513, 46, 242, 214, 97, 410, 52, 305, 468, 306, 586, 490, 542, 619, 448, 272, 438, 72, 278, 14 ]

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FABP4+ Macrophages

VUILD91MF

[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 67.11409759521484, 201.34228515625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 268.4563903808594, 0, 0, 0, 0, 134.2281951904297, 0, 0, 0, 0, 67.11409759521484, 0, 67.11409759521484, 0, 0, 0, 0, 0, 134.2281951904297, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 335.57049560546875, 0, 67.11409759521484, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 604.02685546875, 939.5973510742188, 1006.7114868164062, 0, 0, 0, 0, 0, 134.2281951904297, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 335.57049560546875, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 201.34228515625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 134.2281951904297, 0, 0, 134.2281951904297, 0, 134.2281951904297, 0, 335.57049560546875, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 335.57049560546875, 0, 604.02685546875, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 134.2281951904297, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 134.2281951904297, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 67.11409759521484, 0, 0, 0, 134.2281951904297, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 67.11409759521484, 0, 268.4563903808594, 0, 0, 0, 201.34228515625, 67.11409759521484, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 201.34228515625, 0, 0, 0, 0, 67.11409759521484, 0, 0, 0, 1208.0537109375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

train

aaaadnbm-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnbm-1

[ "VIM", "COL3A1", "COL1A2", "LYZ", "COL1A1", "LUM", "HLA-DRA", "CD44", "EPAS1", "ATF4", "SOD2", "FCER1G", "ACTA2", "TRAC", "SPARCL1", "PDIA3", "CCL18", "S100A9", "CST3", "HLA-DQA1", "HIF1A", "HERPUD1", "PTGDS", "AXL", "SPCS2", "MAL", "COL15A1", "CD68", "CD2", "STAT1", "FN1", "HSPA5", "SNAI2", "CD69", "SFRP2", "TGFB2", "CCL21", "GNG11", "PDGFRB", "CTNNB1", "DNAJB9", "ACKR1", "S100A12", "LGALS1", "BMPR2", "RHOA", "UCHL3", "BCL2L11", "ITGB1", "FAS" ]

[ 9, 7, 3, 6, 603, 136, 135, 357, 134, 353, 263, 100, 193, 46, 526, 211, 14, 585, 530, 426, 71, 481, 147, 261, 258, 254, 454, 52, 531, 358, 133, 102, 85, 542, 225, 272, 523, 103, 502, 557, 73, 238, 425, 151, 178, 13, 477, 336, 61, 468, 596, 59, 306, 206 ]

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Fibroblasts

VUILD91MF

[ 1, 0.8875, 0.775, 0.6625, 0.6625, 0.55, 0.55, 0.55, 0.55, 0.4375, 0.4375, 0.325, 0.325, 0.325, 0.325, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnbp-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnbp-1

[ "VIM", "COL3A1", "CD44", "IL7R", "COL1A2", "HLA-DRA", "LUM", "CXCR4", "COL1A1", "EPAS1", "COL15A1", "LYZ", "AIF1", "HLA-DQA1", "CCL18", "CST3", "CD3E", "CTNNB1", "CD247", "FN1", "GZMA", "HIST1H1C", "HSPA5", "ITGB1", "CD69", "ATF4", "MS4A7", "PTPRC", "SELENOS", "PDIA3", "SPARCL1", "AXL", "DCN", "SFRP2", "SOD2", "PTGDS", "STAT1", "TGFB3", "VEGFA", "XBP1", "CEACAM6", "SLC2A1", "FAS", "MEG3", "MAL", "PLIN2", "HIF1A", "PDIA4", "PCNA", "ICAM1", "NUCB2", "NFKB1", "KLRB1", "KLRG1", "CD8A", "LGALS1", "LMAN1", "FCER1G", "LCK", "ABCC2", "CCL21", "CCL2", "CD14", "CD4", "BCL2L11", "CD52", "ACTA2" ]

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T-cells

VUILD91MF

[ 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.37, 0.37, 0.37, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnni-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnni-1

[ "VIM", "COL3A1", "COL1A1", "COL1A2", "LYZ", "HLA-DRA", "LUM", "PTGDS", "CCL18", "POSTN", "FN1", "CD44", "MS4A7", "CD68", "DCN", "PDIA3", "HLA-DQA1", "ITGB1", "MRC1", "PECAM1", "ATF4", "FGF7", "AIF1", "ITGAV", "TRAC", "UBE2J1", "CTLA4", "PTPRC", "SPARCL1", "FCER1G", "PKM", "PDIA4", "IDH1", "RNASE1", "HIF1A", "HLA-DQB1", "SSR3", "CD28", "CTHRC1", "CD2", "IL2RA", "GSR", "WWTR1", "HAVCR2", "LCK", "NUCB2", "PPARG", "SNCA", "RHOA", "CD14", "BMPR2", "TREM2", "CTNNB1", "FCGR3A", "FOXP3", "EREG", "EPAS1", "DNAJB9", "GPR183", "SFRP4", "SFRP2", "NUTF2", "NFKB1", "CST3", "S100A8", "SEC11C", "OAS2", "HSPA5", "PDIA6", "SNAI2", "ITGAM", "BCL2", "HYOU1", "TTC19", "LPAR2", "ATG7", "VEGFA", "C1QC", "STAT6", "STAT1", "CD3E", "CD247", "BCL2L11", "CD3G", "CD52", "AKR1C2", "LMAN1" ]

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T-cells

VUILD91MF

[ 1, 0.9470588235294117, 0.8941176470588235, 0.8411764705882353, 0.788235294117647, 0.7352941176470588, 0.6823529411764706, 0.6294117647058823, 0.6294117647058823, 0.5764705882352941, 0.5235294117647059, 0.47058823529411764, 0.47058823529411764, 0.47058823529411764, 0.41764705882352937, 0.41764705882352937, 0.41764705882352937, 0.3647058823529412, 0.31176470588235294, 0.31176470588235294, 0.31176470588235294, 0.2588235294117647, 0.2588235294117647, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadncd-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadncd-1

[ "VIM", "COL1A2", "HLA-DRA", "CST3", "CXCR4", "FN1", "CCL18", "RNASE1", "PTPRC", "ITGB1", "HLA-DQA1", "LUM", "CD2", "PTGDS", "COL1A1", "CD44", "COL3A1", "FCER1G", "ATF4", "GZMA", "GZMK", "NFKB1", "AIF1", "CD69", "HSPA5", "CD3E", "CD52", "HERPUD1", "HIF1A", "CD68", "IL7R", "ISG20", "ITGAV", "LYZ", "FCER1A", "FAS", "SOD2", "EPAS1", "SPARCL1", "SSR3", "TGFB1", "UCHL3", "VEGFA", "CTNNB1", "WWTR1", "XBP1", "SFRP2", "FGF7", "ITGAM", "GPR183", "PECAM1", "PDIA6", "PDIA3", "HAS1", "OAS2", "HIST1H1C", "LGALS1", "HLA-DQB1", "LCK", "HMGA1", "KRT8", "ICAM1", "ITGA3", "POSTN", "ABCC2", "CD247", "ACTA2", "BCL2L11", "BCL2L1", "BCL2", "CD4", "AXIN2", "ATP2A3" ]

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T-cells

VUILD91MF

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train

aaaadndd-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadndd-1

[ "VIM", "HLA-DRA", "COL3A1", "LYZ", "COL1A1", "CST3", "FN1", "POSTN", "VEGFA", "KRT18", "LUM", "HLA-DQA1", "GPR183", "COL1A2", "CD69", "PDIA3", "MCEMP1", "MS4A7", "CCL18", "FCER1A", "AIF1", "ICAM1", "TOP1", "STAT6", "ITGAV", "CD86", "HIF1A", "CD44", "ITGAX", "SPARCL1", "CD1C", "ITGB1", "PTGDS", "BANK1", "RHOA", "S100A8", "SCGB1A1", "FGF7", "BMPR2", "XBP1", "IDH1", "FCER1G", "HLA-DQB1", "CXCL14", "CXCR4", "CREB3L4", "HIST1H1C", "IL7R", "JCHAIN", "WWTR1", "UBE2J1", "TGFB1", "SPCS3", "SOX4", "SNAI1", "SMAD4", "SELENOS", "SCGB3A2", "PLIN2", "PKM", "PDIA6", "OAS2", "NUTF2", "NUCB2", "MSLN", "MMP7", "KRT6A", "KRT14", "ITGB6", "MRC1", "ZEB1", "ATF4", "CCNA1", "ACTA2", "ATP2A3", "CD68", "AKR1C1" ]

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Macrophages

VUILD91MF

[ 1, 0.9, 0.8, 0.8, 0.7000000000000001, 0.7000000000000001, 0.7000000000000001, 0.7000000000000001, 0.6, 0.5, 0.5, 0.5, 0.5, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnmc-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnmc-1

[ "COL1A1", "COL3A1", "FN1", "POSTN", "COL1A2", "VIM", "LUM", "CCL18", "ACTA2", "CCN2", "HLA-DRA", "WNT5A", "MEG3", "RHOA", "SPARCL1", "ITGAV", "ATF4", "SELENOS", "SFRP2", "CD68", "ITGB1", "LYZ", "NUCB2", "FCER1G", "PDIA3", "CCL2", "HSPA5", "ICAM1", "PTGDS", "CD44", "HERPUD1", "HIF1A", "HIST1H1C", "SFRP4", "YAP1", "COL15A1", "LGALS1", "MGST1", "CSPG4", "CST3", "CTNNB1", "DCN", "IL1B", "HLA-DQB1", "ERLEC1", "FAP", "HMGA1", "HYOU1", "PDIA4", "FGF7", "HMOX1", "NUTF2", "MYDGF", "GPR183", "GSR", "MS4A7", "DNAJB9", "PDIA6", "ZEB1", "TOP1", "UGDH", "AXIN2", "SSR3", "UBE2J1", "STAT6", "C1QC", "TGFB1", "CD52", "STAT1", "SOD2", "BMPR2" ]

[ 9, 7, 3, 6, 134, 136, 225, 446, 135, 603, 353, 71, 14, 76, 263, 614, 366, 468, 530, 304, 46, 494, 502, 102, 306, 357, 408, 211, 426, 72, 272, 275, 454, 100, 254, 258, 260, 503, 620, 133, 336, 369, 146, 147, 151, 169, 288, 262, 197, 205, 264, 273, 427, 221, 266, 409, 390, 242, 247, 383, 178, 428, 621, 580, 597, 51, 541, 594, 544, 66, 556, 101, 542, 526, 61 ]

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0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

Activated FBs

VUILD91MF

[ 1, 0.9470588235294117, 0.8941176470588235, 0.8411764705882353, 0.788235294117647, 0.7352941176470588, 0.6823529411764706, 0.6294117647058823, 0.5764705882352941, 0.5235294117647059, 0.47058823529411764, 0.41764705882352937, 0.3647058823529412, 0.31176470588235294, 0.2588235294117647, 0.2588235294117647, 0.2588235294117647, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.20588235294117646, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 552.4862060546875, 165.745849609375, 0, 0, 55.248619079589844, 0, 0, 0, 0, 0, 0, 0, 0, 220.99447631835938, 0, 0, 0, 55.248619079589844, 0, 0, 110.49723815917969, 0, 165.745849609375, 0, 0, 386.7403259277344, 0, 0, 0, 0, 0, 0, 55.248619079589844, 55.248619079589844, 0, 0, 55.248619079589844, 0, 0, 0, 110.49723815917969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 55.248619079589844, 55.248619079589844, 110.49723815917969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 110.49723815917969, 55.248619079589844, 55.248619079589844, 110.49723815917969, 55.248619079589844, 0, 55.248619079589844, 0, 0, 0, 0, 0, 0, 220.99447631835938, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 55.248619079589844, 0, 0, 55.248619079589844, 0, 0, 55.248619079589844, 0, 0, 0, 883.9779052734375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 110.49723815917969, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 55.248619079589844, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 55.248619079589844, 55.248619079589844, 0, 110.49723815917969, 165.745849609375, 0, 0, 165.745849609375, 0, 0, 55.248619079589844, 55.248619079589844, 220.99447631835938, 55.248619079589844, 0, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 0, 55.248619079589844, 55.248619079589844, 0, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 165.745849609375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 110.49723815917969, 0, 0, 0, 0, 0, 0, 110.49723815917969, 55.248619079589844, 0, 0, 0, 55.248619079589844, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 55.248619079589844, 0, 110.49723815917969, 662.9833984375, 0, 0, 0, 0, 110.49723815917969, 0, 0, 0, 0, 0, 386.7403259277344, 55.248619079589844, 0, 55.248619079589844, 0, 220.99447631835938, 110.49723815917969, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 0, 110.49723815917969, 55.248619079589844, 110.49723815917969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 110.49723815917969, 0, 0, 0, 55.248619079589844, 0, 55.248619079589844, 0, 0, 0, 55.248619079589844, 55.248619079589844, 55.248619079589844, 0, 0, 0, 110.49723815917969, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 0, 0, 0, 0, 0, 55.248619079589844, 110.49723815917969, 0, 0, 55.248619079589844, 0, 0, 883.9779052734375, 0, 0, 0, 0, 0, 0, 0, 55.248619079589844, 0, 55.248619079589844, 0 ] ]

train

aaaadnbi-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnbi-1

[ "VIM", "EPAS1", "PECAM1", "ACKR1", "PTGDS", "BMPR2", "ICAM1", "CTNNB1", "ATF4", "RHOA", "HLA-DRA", "HIST1H1C", "BCL2L1", "ACTA2", "LTF", "NFKB1", "SCGB3A2", "SELENOS", "CD14", "TGFB1", "SOD2", "CLDN5", "HIF1A", "FCN3", "MS4A7", "COL1A2", "PDIA6", "CD68", "UBE2J1", "BAX", "PLIN2", "RNASE1", "SPARCL1", "PDIA3", "FCER1G", "FN1", "HYOU1", "HSPA5", "PCNA", "FOXP3", "PTPRC", "RAMP2", "COL15A1", "COL1A1", "DNAJB9", "NUCB2", "COL3A1", "HES1", "CPA3", "HERPUD1", "GNG11", "SEC11C", "HAS2", "DERL3", "NHSL2", "S100A8", "EHMT1", "DCN", "IL7R", "IDH1", "AXIN2", "UGDH", "CD52", "LMAN1", "TOP1", "CCL2", "CCL21", "IRF1", "CCN2", "YAP1", "ITGB1", "IL1B", "TTC19", "STAT1", "CD44", "WWTR1", "SSR3", "SPCS3", "STAT6", "AIF1" ]

[ 9, 7, 3, 6, 603, 193, 431, 13, 454, 61, 275, 151, 46, 468, 263, 260, 58, 14, 352, 400, 489, 494, 80, 556, 526, 126, 258, 217, 383, 135, 428, 102, 594, 55, 442, 469, 530, 426, 211, 225, 273, 272, 420, 228, 456, 459, 133, 134, 178, 408, 136, 255, 142, 254, 238, 490, 252, 173, 401, 480, 184, 169, 294, 276, 51, 597, 101, 346, 580, 72, 73, 296, 76, 620, 306, 288, 590, 542, 100, 618, 541, 532, 544, 23 ]

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Venous

VUILD91MF

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train

aaaadncc-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadncc-1

[ "VIM", "COL1A2", "SPARCL1", "ACTA2", "COL3A1", "LUM", "COL1A1", "FN1", "ITGB1", "CCL18", "PDIA3", "ATF4", "HLA-DRA", "FCER1G", "AXL", "MS4A7", "YAP1", "SPCS2", "XBP1", "PTGDS", "EPAS1", "RNASE1", "MRC1", "HMOX1", "AIF1", "PDGFRB", "CTNNB1", "CSPG4", "POSTN", "RHOA", "LCK", "CD69", "FGF7", "SNAI2", "CD4", "HERPUD1", "HSPA5", "ICAM1", "CPA3", "HIF1A", "GCLM", "IL7R", "MAL", "WWTR1", "UCHL3", "TRAC", "TGFB2", "STAT6", "SSR3", "SMAD4", "SLC25A4", "SFRP2", "SELENOS", "PKM", "PECAM1", "PDIA6", "PDIA4", "NUCB2", "NOX4", "NFKB1", "KRT8", "PCNA", "ZEB1", "ACKR1", "CD68", "CD44", "AXIN2", "C1QC", "CD34", "CD79B" ]

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SMCs

VUILD91MF

[ 1, 0.9249999999999999, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.625, 0.5499999999999999, 0.475, 0.475, 0.475, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadndk-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadndk-1

[ "HLA-DRA", "LYZ", "FN1", "COL3A1", "VIM", "COL1A1", "POSTN", "GPR183", "COL1A2", "PLIN2", "RHOA", "SPP1", "CD44", "MS4A7", "LUM", "CCL18", "XBP1", "PECAM1", "CD4", "FCGR3A", "ZEB1", "MRC1", "CD68", "ATF4", "HLA-DQA1", "SFRP2", "S100A12", "CTNNB1", "CST3", "S100A9", "SMAD4", "FCER1A", "DCN", "EHMT1", "PDIA3", "NUCB2", "MGST1", "MCEMP1", "MARCO", "HES1", "HIF1A", "HMOX1", "ITGA3", "ITGAX", "PTPRC", "SOD2", "JCHAIN", "UBE2J1", "VEGFA", "WWTR1", "TGFB3", "AIF1", "CD1C", "UCHL3", "UGDH" ]

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Macrophages

VUILD91MF

[ 1, 1, 0.9, 0.8, 0.8, 0.7000000000000001, 0.6, 0.5, 0.4, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 39.68254089355469, 0, 0, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 317.4603271484375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 79.36508178710938, 79.36508178710938, 0, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 39.68254089355469, 1111.111083984375, 634.920654296875, 1944.4444580078125, 0, 0, 0, 0, 0, 39.68254089355469, 79.36508178710938, 0, 79.36508178710938, 0, 0, 0, 0, 0, 277.77777099609375, 0, 0, 0, 0, 0, 0, 39.68254089355469, 0, 0, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 79.36508178710938, 0, 0, 0, 0, 119.04762268066406, 0, 0, 357.14288330078125, 0, 0, 0, 0, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 79.36508178710938, 0, 0, 0, 79.36508178710938, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 79.36508178710938, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 833.3333740234375, 0, 0, 0, 0, 0, 0, 238.09524536132812, 0, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 39.68254089355469, 0, 0, 0, 0, 39.68254089355469, 0, 0, 39.68254089355469, 0, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 0, 0, 357.14288330078125, 0, 0, 793.6508178710938, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 595.2380981445312, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 0, 39.68254089355469, 39.68254089355469, 0, 0, 39.68254089355469, 0, 0, 0, 198.41270446777344, 0, 39.68254089355469, 0, 0, 0, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 39.68254089355469, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 39.68254089355469, 0, 0, 674.6032104492188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 79.36508178710938, 0 ] ]

train

aaaadnnj-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnnj-1

[ "COL3A1", "COL1A1", "LUM", "PTGDS", "VIM", "COL1A2", "SFRP2", "FN1", "POSTN", "CCL18", "DCN", "MEG3", "SPARCL1", "FGF7", "ITGB1", "HLA-DRA", "FCGR3A", "HIF1A", "CTHRC1", "CTNNB1", "CD4", "YAP1", "CD44", "SPCS3", "MGST1", "SSR3", "SOD2", "EHMT1", "SNAI1", "COL15A1", "CD68", "SFRP4", "SMAD4", "TGFB3", "GDF15", "ATG7", "NUCB2", "CST3", "DNAJB9", "PDIA4", "AXL", "PCNA", "PDGFRB", "UGDH" ]

[ 9, 7, 3, 6, 136, 134, 353, 454, 603, 135, 502, 225, 446, 71, 169, 366, 530, 221, 306, 263, 214, 258, 149, 151, 97, 620, 100, 532, 369, 541, 526, 184, 522, 133, 102, 503, 519, 558, 232, 48, 408, 147, 178, 427, 52, 420, 425, 597 ]

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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

Activated FBs

VUILD91MF

[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.55, 0.55, 0.48571428571428577, 0.4214285714285715, 0.3571428571428572, 0.2928571428571429, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 69.68640899658203, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 0, 139.37281799316406, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 139.37281799316406, 243.90243530273438, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 1358.885009765625, 731.707275390625, 905.92333984375, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 34.843204498291016, 0, 0, 0, 34.843204498291016, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 34.843204498291016, 34.843204498291016, 0, 0, 69.68640899658203, 0, 0, 0, 0, 0, 0, 104.52961730957031, 0, 0, 662.0208740234375, 0, 0, 0, 0, 0, 0, 0, 69.68640899658203, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 34.843204498291016, 34.843204498291016, 348.4320373535156, 34.843204498291016, 0, 0, 0, 104.52961730957031, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 34.843204498291016, 0, 174.2160186767578, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 34.843204498291016, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 383.2752380371094, 0, 243.90243530273438, 0, 0, 0, 0, 69.68640899658203, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 139.37281799316406, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 627.1776733398438, 0, 0, 34.843204498291016, 0, 0, 0, 0, 104.52961730957031, 0, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 0, 0, 69.68640899658203, 0, 34.843204498291016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 69.68640899658203, 0, 34.843204498291016, 0, 139.37281799316406, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 0, 104.52961730957031, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.843204498291016, 0, 0, 69.68640899658203, 1428.5714111328125, 0, 0, 0, 0, 34.843204498291016, 0, 0, 34.843204498291016, 104.52961730957031, 0, 0 ] ]

train

aaaadncn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadncn-1

[ "VIM", "COL1A1", "COL3A1", "COL1A2", "FN1", "POSTN", "LUM", "HLA-DRA", "LYZ", "CCL21", "ITGB1", "PDIA3", "CCL2", "ATF4", "SPARCL1", "TGFB1", "ICAM1", "RHOA", "FGF7", "XBP1", "SOD2", "FCER1G", "MEG3", "SFRP2", "GNG11", "ACTA2", "VEGFA", "FAS", "SOX4", "HLA-DQA1", "HLA-DQB1", "FAP", "EPAS1", "PTGDS", "CST3", "DCN", "CTNNB1", "CD86", "MMP7", "HAVCR2", "MS4A7", "CEACAM6", "SFTA2", "GPR183", "CXCR4", "SAA2", "NFKB1", "SNAI2", "HMGA1", "CD44", "PECAM1", "ITGA3", "BCL2L1", "UCHL3", "LAG3", "KRT8", "AXIN2", "IL2RA", "CCL18", "ITGAV", "WWTR1", "STAT6", "KRT18", "AIF1", "WNT5A" ]

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Fibroblasts

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadncp-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadncp-1

[ "COL1A1", "COL3A1", "FN1", "COL1A2", "POSTN", "VIM", "MEG3", "LUM", "SPARCL1", "HYOU1", "DCN", "ATF4", "LYZ", "PTGDS", "HLA-DQA1", "PDIA3", "CCL2", "SFRP2", "HLA-DRA", "VEGFA", "ICAM1", "ITGAV", "UCHL3", "SELENOS", "SFRP4", "SMAD4", "CST3", "CD68", "CD4", "CTNNB1", "RHOA", "FKBP11", "PRDX4", "ERLEC1", "FGF7", "SPCS2", "GPR183", "MMP10", "HERPUD1", "HLA-DQB1", "LMAN1", "YAP1", "ITGAX", "ITGB1", "KRT18", "DDIT3", "CD274", "ZEB1", "AXIN2", "CD1C", "XBP1", "ACTA2", "WWTR1", "STAT1", "BCL2L1", "BMPR2", "TGFB1" ]

[ 9, 7, 3, 6, 134, 136, 225, 135, 446, 603, 366, 353, 530, 273, 169, 46, 357, 454, 261, 426, 72, 502, 263, 602, 275, 304, 596, 494, 503, 519, 147, 102, 97, 151, 468, 224, 450, 197, 221, 531, 242, 372, 254, 262, 346, 620, 305, 306, 324, 171, 89, 621, 51, 84, 619, 14, 618, 542, 58, 61, 556 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.6, 0.5, 0.5, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadndh-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadndh-1

[ "COL3A1", "COL1A1", "POSTN", "VIM", "LUM", "FN1", "COL1A2", "CST3", "LYZ", "HLA-DRA", "SFRP2", "SPARCL1", "PDIA4", "GPR183", "RHOA", "VEGFA", "ICAM1", "PLIN2", "PDIA3", "PTGDS", "CD44", "ATF4", "CD68", "S100A8", "FGF7", "FCGR3A", "SPCS2", "HLA-DQA1", "HIST1H1C", "MRC1", "HERPUD1", "SLC25A37", "FCN1", "SELENOS", "COL15A1", "CD14", "MYDGF", "PDGFRB", "CTHRC1", "CD69", "DCN", "HIF1A", "TREM2", "C1QC", "AXIN2", "BMPR2", "ITGAV", "ITGAX", "ITGB1", "UGDH", "UCHL3", "ATG7", "AIF1", "BCL2L1", "XBP1", "TGFB1", "LGALS1" ]

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Macrophages

VUILD91MF

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train

aaaadmnn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmnn-1

[ "COL3A1", "COL1A1", "VIM", "COL1A2", "LUM", "FN1", "PTGDS", "SFRP2", "POSTN", "DCN", "SPARCL1", "SOD2", "CCN2", "HLA-DRA", "CD44", "ITGAV", "PDIA3", "YAP1", "FGF7", "GSR", "CST3", "NUTF2", "EPAS1", "RHOA", "LYZ", "HSPA5", "CTNNB1", "MEG3", "PECAM1", "GNG11", "PLVAP", "ICAM1", "HIF1A", "COL15A1", "ZEB1", "ITGB1", "AIF1", "BMPR2", "TGFB1", "CREB3L4", "SELENOS", "RNASE1", "ITGAX", "CD86", "CD68", "BCL2L1", "MGST1", "PRDX4", "PTPRC", "FAP", "CCL18", "XBP1", "TOP1", "PIM2", "HMGA1", "SSR3", "UCHL3", "SPCS3" ]

[ 9, 7, 3, 6, 136, 134, 603, 135, 353, 225, 454, 502, 446, 169, 530, 526, 76, 263, 100, 304, 426, 620, 221, 247, 147, 409, 193, 468, 357, 272, 151, 366, 431, 238, 445, 275, 258, 133, 621, 306, 23, 61, 556, 143, 494, 469, 305, 109, 102, 58, 369, 450, 456, 205, 71, 619, 580, 437, 264, 541, 596, 532 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.55, 0.55, 0.48571428571428577, 0.48571428571428577, 0.48571428571428577, 0.4214285714285715, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 156.25, 0, 0, 208.3333282470703, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 0, 0, 0, 0, 729.1666259765625, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 52.08333206176758, 156.25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1250, 572.9166259765625, 625, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 156.25, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 520.8333129882812, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 52.08333206176758, 0, 52.08333206176758, 0, 0, 52.08333206176758, 0, 52.08333206176758, 0, 625, 52.08333206176758, 52.08333206176758, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 260.4166564941406, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 104.16666412353516, 0, 260.4166564941406, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 0, 0, 0, 208.3333282470703, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 0, 0, 156.25, 0, 52.08333206176758, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 208.3333282470703, 52.08333206176758, 0, 104.16666412353516, 0, 0, 0, 0, 104.16666412353516, 104.16666412353516, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 52.08333206176758, 0, 0, 0, 0, 0, 156.25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1197.9166259765625, 0, 0, 0, 0, 0, 0, 0, 0, 52.08333206176758, 52.08333206176758, 156.25 ] ]

train

aaaaebfb-1

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aaaaebfb-1

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Fibroblasts

VUILD91MF

[ 1, 0.9099999999999999, 0.82, 0.73, 0.73, 0.64, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.37, 0.37, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnme-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnme-1

[ "CCL18", "VIM", "LYZ", "COL1A1", "COL1A2", "COL3A1", "HLA-DRA", "FN1", "POSTN", "CD44", "LUM", "SPP1", "CD68", "PDIA6", "MS4A7", "IL7R", "GPR183", "MRC1", "PTPRC", "CST3", "CCN2", "VEGFA", "IDH1", "ICAM1", "ITGAX", "SOD2", "UBE2J1", "ITGB1", "RHOA", "SLC1A3", "S100A8", "RNASE1", "LMAN1", "DCN", "PTGDS", "HLA-DQA1", "PLIN2", "PECAM1", "PDIA4", "CD4", "PDGFRA", "FCER1G", "NUTF2", "NUCB2", "MARCO", "HYOU1", "PDIA3", "JCHAIN", "ATG7", "TOP1", "BCL2L11", "CCL2", "C1QC", "ACTA2", "TGFB1" ]

[ 9, 7, 3, 6, 71, 603, 357, 134, 135, 136, 263, 225, 446, 100, 353, 536, 102, 428, 383, 294, 242, 379, 456, 147, 76, 602, 276, 275, 305, 526, 594, 306, 468, 513, 480, 469, 346, 169, 454, 261, 442, 431, 427, 97, 424, 211, 409, 408, 362, 273, 426, 310, 48, 580, 59, 72, 66, 14, 556 ]

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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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Macrophages

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadndo-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadndo-1

[ "VIM", "FN1", "HLA-DRA", "CCL18", "LYZ", "IFIT1", "CD68", "SPP1", "IFIT3", "MS4A7", "FCER1G", "IDH1", "CTNNB1", "RHOA", "CD44", "PECAM1", "ITGAX", "ITGB1", "COL1A1", "VEGFA", "RNASE1", "MCEMP1", "SPCS3", "CST3", "CD52", "MMP7", "STAT1", "HAVCR2", "HYOU1", "PLIN2", "PTPRC", "PDIA6", "NFKB1", "AIF1", "MRC1", "ITGAV", "ITGAM", "PDIA3", "FABP4", "PDIA4", "ATF4", "LMAN1", "XBP1", "HLA-DQA1", "PKM", "COL3A1", "UBE2J1", "IFIT2", "BMPR2", "PRDX4", "FCGR3A", "TGFB1", "SEC11C", "COL1A2", "RETN", "OAS2", "OAS3", "CD14", "SSR3", "SELENOS", "PPARG" ]

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FABP4+ Macrophages

VUILD91MF

[ 1, 0.9099999999999999, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.45999999999999996, 0.37, 0.37, 0.37, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 99.25558471679688, 0, 0, 0, 0, 24.81389617919922, 49.62779235839844, 0, 0, 0, 0, 0, 99.25558471679688, 0, 24.81389617919922, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 0, 595.5335083007812, 0, 0, 0, 0, 74.44168853759766, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 49.62779235839844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.81389617919922, 1761.78662109375, 595.5335083007812, 1265.5086669921875, 0, 0, 0, 0, 0, 0, 198.51116943359375, 0, 49.62779235839844, 0, 0, 0, 0, 0, 198.51116943359375, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 24.81389617919922, 0, 0, 74.44168853759766, 0, 0, 0, 24.81389617919922, 0, 0, 0, 0, 0, 0, 148.8833770751953, 0, 24.81389617919922, 521.091796875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 24.81389617919922, 0, 0, 0, 74.44168853759766, 0, 0, 0, 49.62779235839844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.44168853759766, 0, 49.62779235839844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 0, 0, 0, 0, 0, 0, 0, 992.5558471679688, 0, 148.8833770751953, 0, 0, 0, 0, 124.0694808959961, 0, 0, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 0, 0, 24.81389617919922, 24.81389617919922, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 0, 347.39453125, 0, 0, 471.4640197753906, 0, 0, 0, 0, 124.0694808959961, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 446.650146484375, 24.81389617919922, 0, 0, 0, 0, 0, 0, 24.81389617919922, 0, 0, 0, 0, 0, 0, 0, 0, 0, 99.25558471679688, 0, 24.81389617919922, 0, 0, 0, 49.62779235839844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 669.9752197265625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

train

aaaadnna-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnna-1

[ "COL1A1", "COL3A1", "LUM", "VIM", "CCL18", "COL1A2", "FN1", "PTGDS", "SFRP2", "POSTN", "CTHRC1", "DCN", "FGF7", "LYZ", "MEG3", "RHOA", "SPARCL1", "ACTA2", "ATF4", "FAP", "HLA-DRA", "ITGAV", "CCN2", "CTNNB1", "AKR1C2", "CD68", "ITGB1", "HYOU1", "SSR3", "COL15A1", "MS4A7", "HIF1A", "EPAS1", "HERPUD1", "SFRP4", "FKBP11", "SLC2A1", "SPCS3", "PKM", "OAS3", "DNAJB9", "C1QC", "AKR1C1", "FCER1G", "PDGFRB", "PDIA3", "LEF1", "ERLEC1", "ATG7" ]

[ 9, 7, 3, 6, 134, 136, 353, 603, 71, 135, 225, 454, 502, 446, 149, 169, 221, 357, 366, 468, 530, 14, 46, 205, 263, 304, 76, 151, 27, 102, 306, 273, 541, 133, 383, 258, 193, 254, 503, 224, 516, 532, 438, 411, 178, 66, 26, 211, 425, 426, 335, 197, 48 ]

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Activated FBs

VUILD91MF

[ 1, 0.9400000000000001, 0.88, 0.8200000000000001, 0.76, 0.76, 0.7000000000000001, 0.64, 0.5800000000000001, 0.52, 0.4600000000000001, 0.4600000000000001, 0.4, 0.4, 0.34, 0.34, 0.28, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmmn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmmn-1

[ "COL1A1", "COL3A1", "FN1", "VIM", "COL1A2", "LUM", "CCL18", "CCN2", "HLA-DRA", "LYZ", "POSTN", "PDIA3", "ITGB1", "CD44", "HSPA5", "SPARCL1", "SOD2", "PDIA6", "CCL2", "PECAM1", "ATF4", "SPP1", "RHOA", "PKM", "PTGDS", "PCNA", "SPCS2", "TGFB3", "ACTA2", "RNASE1", "MYDGF", "HERPUD1", "MKI67", "HIST1H1C", "ITM2C", "CD68", "ITGAV", "ITGAM", "HMGA1", "NUTF2", "HIF1A", "DCN", "COL15A1", "XBP1", "CTNNB1", "CTHRC1", "TREM2", "TRAC", "ANKRD28", "CD14", "SSR3", "SELENOS", "PLVAP", "ERLEC1", "HYOU1", "EPAS1", "FAP", "HLA-DQA1", "EHMT1", "FCER1G", "FGF7", "GNG11", "DNAJB9", "GCLM", "IL7R", "IL4R", "UGDH", "UCHL3", "UBE2J1", "TGFB1", "SNAI2", "SMAD4", "SLC25A4", "SLC25A37", "SFRP2", "SEC11C", "IDH1", "PLPP5", "PDIA4", "NUCB2", "DDIT3", "MS4A7", "MRC1", "MANF", "LTB", "LGALS1", "LCK", "YAP1", "PLIN2", "NFKB1", "ZEB1", "CD86", "AIF1", "CST3", "ATG7", "BAX", "CD3E", "APLN", "CDK1", "AKR1C1" ]

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not available

VUILD91MF

[ 1, 0.9526315789473684, 0.9052631578947369, 0.8578947368421053, 0.8105263157894737, 0.7631578947368421, 0.7157894736842105, 0.6684210526315789, 0.6210526315789474, 0.5736842105263158, 0.5263157894736842, 0.4789473684210527, 0.43157894736842106, 0.38421052631578945, 0.33684210526315794, 0.2894736842105263, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmmm-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmmm-1

[ "COL1A1", "COL3A1", "VIM", "COL1A2", "FN1", "HLA-DRA", "LUM", "CCL18", "POSTN", "SPARCL1", "CCN2", "LYZ", "SOD2", "ATF4", "ITGAX", "PECAM1", "HERPUD1", "CTHRC1", "PDIA3", "FCER1G", "CD14", "SSR3", "TGFB3", "RHOA", "CCL2", "CTNNB1", "AIF1", "OAS2", "WWTR1", "CD68", "EPAS1", "NUTF2", "COL15A1", "XBP1", "ACTA2", "ICAM1", "CD4", "NUCB2", "CST3", "HLA-DQA1", "HSPA5", "HMOX1", "PKM", "FAS", "CD44", "SFRP2", "ITM2C", "ATF3", "ITGB1", "ITGAV", "PDIA4", "AXL", "FCGR3A", "UBE2J1", "PTGDS", "DNAJB9", "LGALS1", "YAP1", "SFRP4", "FGF7", "PDIA6", "TOP1", "BMPR2" ]

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not available

VUILD91MF

[ 1, 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.5499999999999999, 0.475, 0.4, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmnc-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmnc-1

[ "LYZ", "COL3A1", "VIM", "HLA-DRA", "COL1A1", "HLA-DQA1", "CD68", "FN1", "LUM", "PECAM1", "SOD2", "COL15A1", "CD44", "COL1A2", "MS4A7", "SPARCL1", "CCL18", "CTNNB1", "PKM", "HIF1A", "IL7R", "HERPUD1", "SPCS3", "DCN", "FCER1G", "ITGB1", "XBP1", "PDIA4", "SNAI2", "HSPA5", "GPR183", "SPCS2", "ATF4", "PTGDS", "POSTN", "CD4", "CTHRC1", "STAT1", "SNAI1", "IDH1", "CD69", "NFKB1", "SFRP2", "SEC11C", "HYOU1", "PLIN2", "GZMA", "PDIA3", "MRC1", "CD86", "HLA-DQB1", "RHOA", "CD34", "UBE2J1", "CCN2", "UGDH", "SPRY2", "STAT6", "WNT5A", "AIF1" ]

[ 9, 7, 3, 6, 357, 136, 603, 263, 134, 261, 102, 225, 353, 431, 526, 133, 100, 135, 383, 530, 71, 151, 438, 258, 294, 254, 532, 169, 211, 306, 619, 427, 523, 272, 242, 531, 46, 454, 446, 97, 149, 542, 522, 276, 103, 400, 502, 490, 273, 442, 248, 426, 379, 109, 262, 468, 92, 594, 76, 597, 537, 544, 614, 23 ]

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0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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Macrophages

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmnm-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmnm-1

[ "VIM", "CCN2", "SPARCL1", "ICAM1", "PECAM1", "COL3A1", "PLVAP", "COL1A1", "FN1", "PDIA3", "SOD2", "COL1A2", "ITGB1", "PTGDS", "CD34", "COL15A1", "RNASE1", "ATF4", "ITGAV", "GNG11", "CD68", "HLA-DRA", "LUM", "RHOA", "SPCS2", "NFKB1", "HIF1A", "NHSL2", "STAT6", "PPARG", "FCER1G", "ACTA2", "PDIA6", "APLNR", "PLIN2", "UBE2J1", "EPAS1", "POSTN", "BCL2L1", "TRAC", "CD79B", "CTNNB1", "MRC1", "HES1", "SLC25A37", "CTHRC1", "GSR", "CD52", "CD44", "CREB3L4", "SFRP2", "DCN", "SELENOS", "FCGR3A", "SOX4", "KIT", "KDR", "APLN", "PKM", "FGF7", "YAP1", "EHMT1", "PRDX4", "LYZ", "CSPG4", "STAT1", "MANF", "HSPA5", "HYOU1", "TGFB1", "SPRY2", "TGFB3" ]

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Venous

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.8615384615384616, 0.8615384615384616, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmog-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmog-1

[ "COL3A1", "VIM", "LUM", "COL1A2", "COL1A1", "CCL18", "SPARCL1", "IL7R", "PTGDS", "FN1", "COL15A1", "CCN2", "ICAM1", "SOD2", "PDIA4", "CD68", "YAP1", "CD44", "ITGB1", "RHOA", "SELENOS", "HSPA5", "GPR183", "MS4A7", "CTNNB1", "HERPUD1", "XBP1", "MANF", "POSTN", "SFRP2", "HLA-DRA", "FGF7", "HLA-DQA1", "CXCR4", "FABP4", "HIF1A", "CD4", "HYOU1", "ANKRD28", "CD69", "SEC11C", "CD3D", "PECAM1", "KLRB1", "PDIA3", "BCL2L1", "PKM", "BAX", "PLVAP", "EHMT1", "PPARG", "ATF4", "TREM2", "LYZ", "TGFB3", "CCL5", "FAS", "PDGFRB", "UBE2J1", "ACTA2" ]

[ 9, 7, 3, 6, 136, 603, 353, 135, 134, 71, 530, 294, 454, 225, 133, 76, 275, 526, 427, 102, 620, 100, 306, 468, 494, 272, 242, 383, 151, 254, 619, 360, 446, 502, 263, 221, 261, 163, 202, 258, 97, 273, 31, 103, 490, 94, 431, 316, 426, 58, 438, 55, 445, 184, 448, 46, 586, 357, 558, 75, 206, 425, 594, 14 ]

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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

T-cells

VUILD91MF

[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.5, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 126.582275390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 569.6202392578125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 63.2911376953125, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1265.82275390625, 569.6202392578125, 1772.15185546875, 0, 0, 0, 0, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 63.2911376953125, 0, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 696.2025146484375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 126.582275390625, 0, 126.582275390625, 0, 63.2911376953125, 63.2911376953125, 0, 63.2911376953125, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 126.582275390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 63.2911376953125, 0, 0, 696.2025146484375, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 379.746826171875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 63.2911376953125, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 443.0379638671875, 0, 0, 569.6202392578125, 63.2911376953125, 0, 0, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 126.582275390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 63.2911376953125, 0, 126.582275390625, 0, 0, 0, 63.2911376953125, 126.582275390625, 0, 0, 0, 0, 0, 63.2911376953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 822.7847900390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

train

aaaadmpd-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmpd-1

[ "COL3A1", "COL1A1", "VIM", "FN1", "LUM", "CCL18", "PTGDS", "COL1A2", "POSTN", "MS4A7", "SOD2", "SFRP2", "SPCS2", "HLA-DQA1", "HLA-DRA", "ATF4", "IL2RA", "PTPRC", "LYZ", "PDIA4", "STAT1", "SNAI2", "LPAR2", "NUCB2", "DCN", "EPAS1", "CD68", "SPARCL1", "HSPA5", "ITGAV", "ERLEC1", "CST3", "RHOA", "HMOX1", "CD44", "IDH1", "ICAM1", "NUTF2" ]

[ 9, 7, 3, 6, 136, 134, 603, 225, 353, 71, 454, 135, 446, 383, 526, 502, 531, 261, 263, 46, 290, 456, 357, 427, 542, 523, 349, 408, 169, 193, 102, 530, 272, 304, 197, 147, 468, 266, 100, 276, 275, 409 ]

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Macrophages

VUILD91MF

[ 1, 0.8875, 0.775, 0.6625, 0.6625, 0.55, 0.55, 0.55, 0.4375, 0.325, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmpf-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmpf-1

[ "COL1A1", "LUM", "COL3A1", "VIM", "POSTN", "PTGDS", "FN1", "COL1A2", "MEG3", "FGF7", "SOD2", "ATF4", "RHOA", "DCN", "SFRP2", "HYOU1", "SPARCL1", "CCL21", "PDIA3", "SNAI2", "CD4", "LYZ", "CD44", "MRC1", "CD68", "GNG11", "SPCS3", "NHSL2", "HERPUD1", "SSR3", "COL15A1", "ITGB1", "HIST1H1C", "SELENOS", "DDIT3", "HLA-DRA", "PDGFRB", "PDIA4", "ERLEC1", "PDGFRA", "CST3", "EPAS1", "NUTF2", "NUCB2", "GCLM", "ICAM1", "TGFB3", "LTB", "LMAN1" ]

[ 9, 7, 3, 6, 134, 353, 136, 603, 446, 454, 225, 135, 366, 221, 526, 46, 468, 169, 502, 273, 530, 73, 426, 523, 97, 357, 100, 379, 102, 238, 532, 401, 254, 541, 133, 306, 260, 494, 171, 263, 425, 427, 197, 424, 147, 193, 409, 408, 231, 275, 558, 350, 346 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.475, 0.4, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebfc-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebfc-1

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Fibroblasts

VUILD91MF

[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.475, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnaa-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnaa-1

[ "COL1A1", "COL1A2", "COL3A1", "FN1", "VIM", "HLA-DRA", "LUM", "POSTN", "HIF1A", "MS4A7", "LYZ", "XBP1", "PTGDS", "ITGB1", "FCGR3A", "RHOA", "PDIA3", "SFRP4", "SFRP2", "CTHRC1", "FCER1G", "IDH1", "ICAM1", "HSPA5", "SPARCL1", "MRC1", "HERPUD1", "CD68", "CTNNB1", "DCN", "AIF1", "ATF4", "NUCB2", "PECAM1", "HLA-DQB1", "PKM", "EPAS1", "COL15A1", "TGFB1", "PDIA4", "PCNA", "IL4R", "ITGAX", "UCHL3", "UBE2J1", "GPR183", "SCG2", "HEY1", "PLIN2", "S100A12", "FCN3", "PDGFRB", "FGF7", "FAP", "HIST1H1C", "SELENOS", "DNAJB9", "HAS2", "EHMT1", "ZEB1", "SOX4", "ACTA2", "WNT5A", "LGALS1", "UGDH", "AXL", "BCL2", "ITGAV", "C1QC", "HMGA1", "CCL21", "CCN2", "CD14", "SOD2", "CD4" ]

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Macrophages

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnag-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnag-1

[ "VIM", "S100A12", "HLA-DRA", "CCN2", "HIST1H1C", "S100A8", "S100A9", "COL1A1", "COL3A1", "LYZ", "COL15A1", "SOD2", "LUM", "COL1A2", "RNASE1", "SPARCL1", "PTPRC", "POSTN", "PDIA3", "PECAM1", "SFRP2", "BAX", "NUTF2", "KDR", "FCER1G", "GPR183", "PLIN2", "PLVAP", "PTGDS", "ATG7", "ITGB1", "SPCS2", "CD4", "CD44", "FN1", "MRC1", "CTNNB1", "ITGAX", "CD34", "CDK1", "GSR", "CST3", "GNG11", "SFRP4", "NFKB1", "SELENOS", "CD86", "WNT2", "ATF4", "SSR3", "LGALS1", "STAT1", "BCL2L1", "PDIA4", "CCL18", "MCEMP1", "CD14", "LMAN1", "ACTA2", "BMPR2", "UCHL3", "EHMT1", "RHOA" ]

[ 9, 7, 3, 6, 603, 477, 263, 76, 260, 480, 481, 134, 136, 357, 133, 526, 353, 135, 469, 530, 456, 446, 426, 431, 502, 55, 409, 312, 211, 242, 442, 445, 454, 48, 306, 531, 97, 100, 225, 379, 151, 305, 92, 114, 247, 147, 238, 503, 400, 494, 109, 612, 46, 541, 336, 542, 58, 427, 71, 363, 80, 346, 14, 61, 596, 184, 468 ]

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Interstitial Macrophages

VUILD91MF

[ 1, 0.9, 0.8, 0.7000000000000001, 0.7000000000000001, 0.7000000000000001, 0.7000000000000001, 0.6, 0.6, 0.5, 0.4, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebgi-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebgi-1

[ "COL3A1", "VIM", "CD69", "COL1A1", "PTPRC", "LUM", "CCL18", "FN1", "HLA-DRA", "SFRP2", "IL7R", "COL1A2", "PKM", "CTHRC1", "GZMA", "CD8A", "CD44", "CTNNB1", "CD2", "PTGDS", "VEGFA", "TRAC", "SPCS2", "MGST1", "CD68", "XBP1", "WWTR1", "UGDH", "UBE2J1", "SSR3", "CXCR4", "DCN", "EPAS1", "FKBP11", "SEC11C", "GPR183", "RHOA", "HIF1A", "HIST1H1C", "KLRC1", "POSTN", "NUTF2", "MRC1", "LEF1", "ZEB1", "AIF1", "ATF4" ]

[ 9, 7, 3, 6, 136, 603, 103, 134, 456, 353, 71, 225, 263, 502, 294, 135, 438, 149, 248, 110, 100, 151, 85, 454, 602, 585, 531, 369, 102, 619, 618, 597, 594, 541, 163, 169, 193, 224, 490, 242, 468, 258, 260, 317, 446, 409, 379, 335, 621, 23, 46 ]

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T-cells

VUILD91MF

[ 1, 0.8714285714285716, 0.7428571428571429, 0.7428571428571429, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadndn-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadndn-1

[ "VIM", "FN1", "PDIA3", "CCL18", "LYZ", "HLA-DRA", "SPP1", "CD44", "RHOA", "CST3", "MS4A7", "MARCO", "HMGA1", "TGFB1", "CD68", "IFIT1", "IDH1", "MCEMP1", "FCER1G", "XBP1", "PKM", "OAS2", "COL1A2", "SPCS3", "POSTN", "PRDX4", "SPCS2", "PTPRC", "MANF", "ERLEC1", "CTNNB1", "FABP4", "PDIA6", "GSR", "CD52", "NUCB2", "MRC1", "COL1A1", "SSR3", "IL7R", "ICAM1", "LGALS1", "ITGAX", "KRT8", "BCL2L1", "IFIT3", "AIF1", "ITGAM", "IFIT2" ]

[ 9, 7, 3, 6, 603, 225, 426, 71, 357, 263, 536, 100, 468, 147, 383, 362, 264, 556, 102, 278, 276, 363, 211, 619, 438, 410, 135, 532, 446, 450, 531, 456, 360, 197, 151, 202, 428, 247, 101, 408, 379, 134, 541, 294, 275, 336, 305, 328, 58, 280, 23, 303, 279 ]

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SPP1+ Macrophages

VUILD91MF

[ 1, 0.8714285714285716, 0.7428571428571429, 0.7428571428571429, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 0.48571428571428577, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadneg-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadneg-1

[ "CCL18", "VIM", "HLA-DRA", "CD68", "LYZ", "RHOA", "ITGB1", "MRC1", "CTNNB1", "FCER1G", "SPP1", "IDH1", "FABP4", "STAT1", "FCGR3A", "MS4A7", "COL1A2", "PDIA4", "MCEMP1", "CD44", "SPCS3", "SPRY2", "MYDGF", "SCGB1A1", "HLA-DQB1", "FN1", "SLC1A3", "TGFB1", "SELENOS", "MMP7", "SPCS2", "PDIA3", "HYOU1", "ITGAX", "ACTA2", "ITGAV", "PDIA6", "AIF1", "PECAM1", "HSPA5", "OAS3", "POSTN", "ATG7", "CST3", "PPARG", "IFIT1", "UBE2J1", "IFIT3", "UCHL3" ]

[ 9, 7, 3, 6, 71, 603, 263, 102, 357, 468, 306, 379, 151, 211, 536, 276, 202, 542, 214, 383, 135, 427, 363, 100, 532, 537, 390, 488, 262, 225, 513, 556, 494, 374, 531, 426, 273, 305, 14, 304, 428, 23, 431, 272, 411, 446, 48, 147, 448, 278, 594, 280, 596 ]

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SPP1+ Macrophages

VUILD91MF

[ 1, 0.8875, 0.775, 0.6625, 0.55, 0.4375, 0.4375, 0.4375, 0.325, 0.325, 0.325, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnej-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnej-1

[ "VIM", "CCL18", "LYZ", "HLA-DRA", "FCER1G", "PDIA3", "SPP1", "CD68", "PPARG", "MS4A7", "RHOA", "CTNNB1", "FABP4", "MCEMP1", "PECAM1", "MRC1", "FCGR3A", "IFIT3", "ICAM1", "CCL2", "PDIA4", "HSPA5", "STAT1", "MARCO", "GPR183", "MMP7", "HYOU1", "CST3", "FN1", "PTPRC", "LGALS1", "ITGAM", "ITGB1", "AIF1", "IDH1", "GSR", "PDIA6", "S100A9", "NFKB1", "RSPO3", "PLIN2", "ATF4", "HLA-DQB1", "ATG7", "HMGA1", "CD14", "RNASE1", "ACTA2", "UCHL3", "TGFB1", "XBP1", "TREM2", "IFIT2", "COL3A1", "ITGAX" ]

[ 9, 7, 3, 6, 603, 71, 357, 263, 211, 426, 536, 102, 448, 383, 468, 151, 202, 363, 431, 379, 214, 280, 275, 72, 427, 272, 542, 362, 242, 374, 273, 147, 225, 456, 336, 303, 306, 23, 276, 247, 428, 481, 400, 472, 442, 46, 262, 48, 264, 80, 469, 14, 596, 556, 619, 586, 279, 136, 305 ]

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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

FABP4+ Macrophages

VUILD91MF

[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.5, 0.5, 0.5, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 169.49151611328125, 0, 0, 225.9886932373047, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 960.4519653320312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 225.9886932373047, 0, 508.47454833984375, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 847.4575805664062, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 112.99434661865234, 169.49151611328125, 0, 0, 451.9773864746094, 56.49717330932617, 56.49717330932617, 56.49717330932617, 56.49717330932617, 0, 0, 225.9886932373047, 56.49717330932617, 282.4858703613281, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 734.4632568359375, 0, 0, 0, 112.99434661865234, 0, 0, 56.49717330932617, 56.49717330932617, 0, 0, 0, 0, 0, 395.480224609375, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 56.49717330932617, 56.49717330932617, 0, 56.49717330932617, 0, 0, 0, 112.99434661865234, 56.49717330932617, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 56.49717330932617, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 112.99434661865234, 0, 225.9886932373047, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.49717330932617, 0, 0, 0, 0, 0, 0, 0, 1694.9151611328125, 0, 0, 0, 0, 0, 0, 0, 0, 112.99434661865234, 0, 0 ] ]

train

aaaadneb-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadneb-1

[ "VIM", "CCL18", "FN1", "LYZ", "CD68", "HLA-DRA", "MS4A7", "IFIT3", "CD44", "SPP1", "AIF1", "IFIT1", "HIST1H1C", "ACTA2", "HIF1A", "SPCS3", "FCGR3A", "NUTF2", "CTNNB1", "MCEMP1", "ATG7", "XBP1", "PDIA3", "SMAD4", "GPR183", "EPAS1", "TGFB1", "ITGAM", "SEC11C", "MKI67", "CD86", "SPCS2", "MYDGF", "HAVCR2", "PDIA4", "MGST1", "HMGA1", "HYOU1", "HSPA5", "OAS2", "HMOX1", "TREM2", "LGALS1", "PRDX4", "CST3", "PTPRC", "PCNA", "IFIT2", "CENPF", "PKM", "OAS3" ]

[ 9, 7, 3, 6, 603, 71, 225, 357, 102, 263, 383, 280, 100, 536, 23, 278, 260, 14, 258, 532, 214, 409, 151, 363, 48, 619, 426, 519, 242, 193, 556, 303, 490, 371, 109, 531, 390, 253, 427, 369, 264, 273, 272, 410, 266, 586, 336, 450, 147, 456, 420, 279, 118, 438, 411 ]

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0, 0, 0, 0 ] ]

Macrophages

VUILD91MF

[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.26363636363636367, 0.26363636363636367, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.18181818181818182, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadneh-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadneh-1

[ "VIM", "CCL18", "HLA-DRA", "LYZ", "IFIT3", "MS4A7", "CD68", "IFIT1", "PDIA3", "FCER1G", "FN1", "SPP1", "COL1A2", "RHOA", "CTNNB1", "CD44", "POSTN", "IDH1", "COL1A1", "MCEMP1", "COL3A1", "XBP1", "MRC1", "PDIA4", "TREM2", "MARCO", "HAVCR2", "HLA-DQA1", "ITGB1", "ACTA2", "RNASE1", "AIF1", "HSPA5", "STAT1", "PLIN2", "PPARG", "PRDX4", "SPCS2", "PDIA6", "IFIT2", "GSR", "CD4", "CD69", "ITGAM", "KRT18", "IL7R", "FCGR3A", "ICAM1", "NFKB1", "OAS3", "SLC1A3", "PECAM1", "PKM", "SELENOS", "KRT8", "EPAS1", "WWTR1", "DDIT3", "CST3", "CRELD2", "HLA-DQB1", "UBE2J1", "S100A8", "TOP1", "TGFB3", "TGFB1", "STAT6", "YAP1", "JCHAIN", "LGALS1", "LMAN1", "MANF", "SSR3", "MYDGF", "OAS2", "SNCA", "RETN", "HYOU1", "ITGAX", "ZEB1", "BCL2L1", "CCL2", "ATF4", "BAX", "CD86" ]

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0, 0, 0, 0, 0, 0 ] ]

FABP4+ Macrophages

VUILD91MF

[ 1, 0.9249999999999999, 0.85, 0.85, 0.7749999999999999, 0.7, 0.7, 0.625, 0.625, 0.625, 0.625, 0.625, 0.625, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.475, 0.475, 0.475, 0.475, 0.475, 0.475, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmmi-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmmi-1

[ "HLA-DRA", "COL3A1", "VIM", "COL1A1", "CST3", "COL1A2", "FN1", "HLA-DQA1", "LUM", "POSTN", "LYZ", "CD44", "MEG3", "PTGDS", "ITGAX", "SPARCL1", "PTPRC", "SPP1", "ICAM1", "PIM2", "YAP1", "PECAM1", "EHMT1", "AIF1", "RHOA", "HSPA5", "ATF4", "SNAI2", "EPAS1", "HMGA1", "STAT6", "PDIA4", "SSR3", "CD86", "SFRP2", "SPCS3", "NAPSA", "PDIA3", "CD8A", "DCN", "SOD2", "MS4A7", "HIST1H1C", "ZEB1", "IDH1", "KRT8", "ATG7", "AXL", "BANK1", "BCL2L11", "TRAC", "IL2RA", "UBE2J1", "CCN2", "CCL22", "CCL18", "CCL2", "LTB" ]

[ 9, 7, 3, 6, 263, 136, 603, 134, 147, 135, 225, 261, 353, 446, 357, 100, 366, 454, 305, 530, 456, 536, 275, 437, 620, 431, 184, 23, 468, 272, 46, 523, 193, 264, 544, 427, 541, 109, 502, 532, 394, 426, 110, 169, 526, 383, 260, 621, 276, 328, 48, 52, 54, 59, 585, 290, 594, 76, 74, 71, 72, 350 ]

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Macrophages

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmop-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmop-1

[ "COL3A1", "COL1A2", "VIM", "FGF7", "COL1A1", "PTGDS", "SFRP2", "CXCR4", "GZMA", "CD44", "GZMK", "FN1", "CD52", "TRAC", "IL7R", "WWTR1", "CD3E", "HSPA5", "LUM", "HERPUD1", "CST3", "FGF2", "CD69", "CCN2", "RHOA", "SLC2A1", "HIF1A", "LEF1", "FCGBP", "LYZ", "IL32", "MS4A7", "FASLG", "FAS", "SFTPD", "TOP1", "ISG20", "XBP1", "PDCD1", "ERLEC1", "CD34", "PDGFRB", "ITGB1", "SFRP4", "SLC25A37", "CD247" ]

[ 9, 7, 3, 6, 136, 135, 603, 221, 134, 454, 502, 163, 248, 100, 250, 225, 101, 585, 294, 618, 95, 272, 353, 254, 147, 220, 103, 76, 468, 516, 258, 335, 212, 357, 291, 383, 207, 206, 507, 580, 300, 619, 422, 197, 92, 425, 306, 503, 514, 87 ]

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T-cells

VUILD91MF

[ 1, 0.85, 0.85, 0.7, 0.7, 0.5499999999999999, 0.5499999999999999, 0.4, 0.4, 0.4, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmpg-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmpg-1

[ "VIM", "COL3A1", "COL1A1", "HLA-DRA", "LUM", "COL1A2", "SOD2", "PLIN2", "PTGDS", "FN1", "FCER1G", "SFRP2", "LYZ", "HERPUD1", "CST3", "RHOA", "LGALS1", "AIF1", "CD44", "ATF4", "GPR183", "CCN2", "FGF7", "CCL18", "ACTA2", "PDIA3", "SPARCL1", "MS4A7", "FAP", "DCN", "SFRP4", "ITGB1", "PKM", "POSTN", "EPAS1", "HIF1A", "HAS2", "OAS2", "PDIA6", "CTHRC1", "NUTF2", "CD8B", "SFTPC", "HLA-DQB1", "COL15A1", "HIST1H1C", "MRC1", "HAVCR2", "CD86", "CD68", "CXCR4", "KLRG1", "WNT2", "ATF3", "ATF6", "ATG7", "ITGAX", "ITGAV", "ITGAM", "UBE2J1", "BMP4", "TGFB3", "PDGFRA", "CCL2", "MAL", "RSPO3", "PTPRC", "CD14" ]

[ 9, 7, 3, 6, 603, 136, 134, 263, 353, 135, 526, 442, 454, 225, 211, 502, 357, 254, 147, 468, 336, 23, 100, 46, 242, 76, 221, 71, 14, 426, 530, 383, 205, 169, 503, 306, 438, 446, 193, 258, 252, 410, 428, 149, 409, 111, 506, 262, 133, 260, 379, 253, 109, 102, 163, 319, 612, 45, 47, 48, 305, 304, 303, 594, 60, 558, 424, 72, 358, 472, 456, 80 ]

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Macrophages

VUILD91MF

[ 1, 0.9400000000000001, 0.88, 0.8200000000000001, 0.76, 0.7000000000000001, 0.64, 0.5800000000000001, 0.52, 0.4600000000000001, 0.4, 0.4, 0.34, 0.34, 0.34, 0.34, 0.34, 0.28, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaaebgg-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaaebgg-1

[ "COL3A1", "COL1A1", "CCL18", "VIM", "LUM", "FN1", "IL7R", "SFRP2", "COL1A2", "TGFB1", "GZMA", "CTNNB1", "LYZ", "HLA-DQA1", "HLA-DRA", "ITGB1", "CD3E", "POSTN", "PTPRC", "CXCR4", "KDR", "HYOU1", "HSPA5", "CD28", "HMGA1", "CD68", "GZMK", "CD14", "RNASE1", "CTLA4", "VEGFA", "DCN", "PRDX4", "EGFR", "EHMT1", "RHOA", "CCN2", "MGST1", "EPAS1", "LAG3" ]

[ 9, 7, 3, 6, 136, 134, 71, 603, 353, 225, 294, 502, 135, 556, 248, 151, 357, 261, 263, 306, 95, 446, 456, 163, 312, 273, 272, 90, 264, 102, 250, 80, 469, 150, 602, 169, 450, 182, 184, 468, 76, 369, 193, 329 ]

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T-cells

VUILD91MF

[ 1, 0.8875, 0.775, 0.6625, 0.55, 0.55, 0.4375, 0.325, 0.325, 0.325, 0.325, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnaf-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnaf-1

[ "COL1A1", "VIM", "COL3A1", "COL1A2", "LYZ", "FN1", "HLA-DRA", "LUM", "RHOA", "PTGDS", "IL1B", "DCN", "PKM", "POSTN", "CCN2", "HSPA5", "HIF1A", "S100A12", "HLA-DQA1", "IDH1", "CCL18", "FCER1G", "PLIN2", "AIF1", "MRC1", "CD44", "CST3", "EHMT1", "ATF4", "SOD2", "NUCB2", "CD4", "CD86", "HEY1", "HAS2", "FAP", "HERPUD1", "DDIT3", "SFRP4", "SFRP2", "COL15A1", "CTHRC1", "PCNA", "PDGFRB", "PDIA3", "PTPRC", "PRDX4", "FCN1", "FCGR3A", "EPAS1", "CEACAM5", "GNG11", "FAS", "SPCS2", "SPARCL1", "ITGAE", "YAP1", "AXIN2", "UCHL3", "MANF", "MCEMP1", "ITGB1", "KRT8", "LGALS1", "STAT6", "SPCS3", "CD14", "WWTR1", "ACTA2" ]

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Fibroblasts

VUILD91MF

[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.475, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnnc-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnnc-1

[ "CCL18", "COL3A1", "VIM", "COL1A1", "COL1A2", "LUM", "FN1", "LYZ", "SFRP2", "HLA-DRA", "DCN", "FGF7", "FCER1G", "POSTN", "HIF1A", "CD68", "PTGDS", "MEG3", "MS4A7", "CD44", "ITGB1", "RHOA", "SNAI2", "CTHRC1", "PDIA3", "PDGFRB", "SPARCL1", "AIF1", "IDH1", "CD4", "LGALS1", "ICAM1", "SELENOS", "COL15A1", "HSPA5", "HLA-DQA1", "HERPUD1", "PDIA4", "MRC1", "CTNNB1", "GNG11", "NUCB2", "FCGR3A", "PDGFRA", "PLIN2", "PKM", "EPAS1", "PDIA6", "SOX4", "CST3", "ZEB1", "SPCS2", "STAT6", "WWTR1", "ACTA2", "CCL21", "AXIN2", "STAT1", "XBP1", "AXL", "SPCS3", "TGFB1" ]

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Fibroblasts

VUILD91MF

[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 204.08163452148438, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 102.04081726074219, 204.08163452148438, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 408.16326904296875, 102.04081726074219, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1020.408203125, 612.244873046875, 1122.448974609375, 0, 0, 0, 0, 0, 204.08163452148438, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 306.1224365234375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 204.08163452148438, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 612.244873046875, 204.08163452148438, 0, 204.08163452148438, 102.04081726074219, 204.08163452148438, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 408.16326904296875, 0, 102.04081726074219, 0, 0, 0, 102.04081726074219, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 306.1224365234375, 204.08163452148438, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 204.08163452148438, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 0, 0, 0, 0, 0, 0, 0, 714.2857055664062, 0, 0, 0, 0, 0, 0, 0, 0, 102.04081726074219, 0, 102.04081726074219 ] ]

train

aaaadmmj-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmmj-1

[ "COL3A1", "COL1A1", "VIM", "HLA-DRA", "COL1A2", "LUM", "CD44", "FN1", "PTGDS", "ICAM1", "ATF4", "PTPRC", "HMGA1", "CST3", "GZMA", "SFRP2", "HSPA5", "CCN2", "STAT6", "CCL5", "LYZ", "ZEB1", "CD2", "MCEMP1", "MGST1", "GZMK", "CD4", "CD52", "CD8A", "SLC2A1", "MS4A7", "HLA-DQA1", "TGFB1", "HYOU1", "CCL18", "DCN", "DNAJB9", "ITGAV", "TRAC", "KLRG1", "AIF1", "ITM2C", "CTHRC1", "XBP1" ]

[ 9, 7, 3, 6, 136, 134, 603, 263, 135, 353, 100, 225, 454, 275, 46, 456, 264, 147, 248, 502, 272, 76, 544, 75, 357, 621, 85, 363, 369, 250, 97, 101, 110, 516, 383, 261, 556, 273, 71, 169, 178, 304, 585, 319, 23, 309, 149, 619 ]

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T-cells

VUILD91MF

[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 0.48571428571428577, 0.3571428571428572, 0.3571428571428572, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 68.49314880371094, 0, 22.831050872802734, 68.49314880371094, 0, 0, 0, 0, 0, 0, 0, 0, 91.32420349121094, 22.831050872802734, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 45.66210174560547, 0, 0, 0, 0, 0, 593.6072998046875, 0, 525.1141967773438, 0, 0, 22.831050872802734, 0, 0, 0, 45.66210174560547, 0, 0, 0, 45.66210174560547, 22.831050872802734, 22.831050872802734, 0, 22.831050872802734, 45.66210174560547, 22.831050872802734, 45.66210174560547, 22.831050872802734, 45.66210174560547, 114.15525817871094, 0, 22.831050872802734, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 45.66210174560547, 410.95892333984375, 593.6072998046875, 616.4383544921875, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 22.831050872802734, 0, 0, 0, 45.66210174560547, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 45.66210174560547, 0, 0, 45.66210174560547, 0, 22.831050872802734, 45.66210174560547, 0, 0, 0, 91.32420349121094, 0, 0, 0, 0, 0, 0, 0, 0, 0, 182.64840698242188, 0, 0, 91.32420349121094, 0, 0, 0, 22.831050872802734, 68.49314880371094, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 45.66210174560547, 0, 0, 45.66210174560547, 273.97259521484375, 22.831050872802734, 0, 228.31051635742188, 0, 0, 45.66210174560547, 22.831050872802734, 22.831050872802734, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 45.66210174560547, 0, 0, 0, 45.66210174560547, 0, 0, 0, 0, 0, 0, 0, 0, 228.31051635742188, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 22.831050872802734, 0, 0, 0, 0, 251.1415557861328, 0, 182.64840698242188, 0, 91.32420349121094, 0, 0, 0, 0, 22.831050872802734, 68.49314880371094, 0, 0, 0, 45.66210174560547, 0, 45.66210174560547, 0, 0, 0, 0, 0, 45.66210174560547, 45.66210174560547, 22.831050872802734, 0, 0, 0, 45.66210174560547, 45.66210174560547, 0, 0, 0, 45.66210174560547, 0, 0, 22.831050872802734, 136.98629760742188, 45.66210174560547, 91.32420349121094, 68.49314880371094, 0, 0, 0, 159.81735229492188, 0, 0, 0, 45.66210174560547, 0, 0, 91.32420349121094, 68.49314880371094, 0, 0, 0, 182.64840698242188, 136.98629760742188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 45.66210174560547, 22.831050872802734, 68.49314880371094, 136.98629760742188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 0, 0, 0, 22.831050872802734, 0, 0, 0, 159.81735229492188, 45.66210174560547, 45.66210174560547, 0, 0, 0, 45.66210174560547, 22.831050872802734, 0, 0, 0, 0, 22.831050872802734, 0, 45.66210174560547, 22.831050872802734, 0, 0, 91.32420349121094, 0, 45.66210174560547, 0, 0, 0, 159.81735229492188, 0, 22.831050872802734, 0, 0, 0, 22.831050872802734, 0, 0, 1255.707763671875, 0, 0, 0, 0, 0, 0, 0, 22.831050872802734, 45.66210174560547, 0, 0 ] ]

train

aaaadncb-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadncb-1

[ "VIM", "COL3A1", "CCL18", "COL1A2", "CCL21", "COL1A1", "HIST1H1C", "LUM", "HLA-DRA", "ITGB1", "LYZ", "RHOA", "FN1", "PKM", "TRAC", "SPARCL1", "RNASE1", "SFRP2", "PDIA3", "CD44", "FCER1G", "ATF4", "PTGDS", "MANF", "PDIA6", "FOXP3", "TNFRSF9", "MKI67", "PECAM1", "PTPRC", "SELENOS", "ACTA2", "GNG11", "AIF1", "NAPSA", "SPCS3", "SPCS2", "COL15A1", "IL2RA", "MRC1", "NFKB1", "IL7R", "CXCR4", "SCGB3A2", "NUCB2", "SSR3", "NUTF2", "EPAS1", "ERLEC1", "FAP", "HERPUD1", "PCNA", "POSTN", "PDIA4", "HSPA5", "HIF1A", "MS4A7", "BMPR2", "XBP1", "TGFB3", "CD4", "CD14", "TOP2A", "CD3E", "CD2", "CD34", "HLA-DQA1", "DNAJB9", "CD68", "JCHAIN", "DCN", "TNF", "LGALS1", "CCN2", "UGDH", "HYOU1", "FABP4", "ATP2A3", "ATF6", "KRT18", "PDGFRB", "LMAN1", "GPR183", "AGR3", "WWTR1", "TTC19", "ICAM1", "SEC11C", "GLP1R", "CLDN5", "CD27", "CD247", "MGST1", "SMAD4", "CTNNB1", "CD3D", "CD3G", "CD79A", "TGFB1", "IFIT3", "NHSL2", "STAT1", "CTHRC1", "SOD2", "CD28" ]

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T-cells

VUILD91MF

[ 1, 0.9400000000000001, 0.88, 0.88, 0.8200000000000001, 0.76, 0.7000000000000001, 0.64, 0.5800000000000001, 0.5800000000000001, 0.52, 0.52, 0.52, 0.4600000000000001, 0.4600000000000001, 0.4600000000000001, 0.4, 0.4, 0.4, 0.34, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 121.21212005615234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 848.48486328125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 121.21212005615234, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 1151.51513671875, 424.242431640625, 1151.51513671875, 0, 0, 0, 0, 0, 0, 181.81817626953125, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 121.21212005615234, 0, 0, 0, 181.81817626953125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 121.21212005615234, 0, 0, 0, 0, 363.6363525390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 0, 0, 0, 181.81817626953125, 121.21212005615234, 0, 0, 0, 0, 0, 0, 0, 242.4242401123047, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 242.4242401123047, 0, 0, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 121.21212005615234, 60.60606002807617, 0, 0, 0, 60.60606002807617, 60.60606002807617, 0, 0, 0, 303.0303039550781, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 303.0303039550781, 0, 0, 484.8484802246094, 0, 0, 0, 181.81817626953125, 0, 0, 121.21212005615234, 303.0303039550781, 0, 0, 181.81817626953125, 0, 0, 0, 0, 242.4242401123047, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 60.60606002807617, 0, 363.6363525390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 0, 0, 0, 0, 727.272705078125, 0, 0, 0, 0, 0, 0, 0, 0, 60.60606002807617, 0, 60.60606002807617 ] ]

train

aaaadnmm-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnmm-1

[ "COL1A1", "COL3A1", "CCN2", "VIM", "PECAM1", "COL1A2", "SPARCL1", "FN1", "LUM", "POSTN", "PDIA3", "RHOA", "HYOU1", "ITGB1", "CTHRC1", "PTGDS", "PKM", "HEY1", "EPAS1", "ACTA2", "HIF1A", "LEF1", "CD44", "PLVAP", "FGF10", "EHMT1", "GSR", "SOX4", "SFRP2", "CLDN5", "LPAR1", "DCN", "SMAD4", "ZEB1", "XBP1", "LMAN1", "BCL2L1", "ITGAV", "UBE2J1", "KIT", "TOP1", "LGALS1", "ATF4", "BMPR2" ]

[ 9, 7, 3, 6, 134, 136, 76, 603, 431, 135, 530, 225, 353, 446, 426, 468, 273, 306, 149, 454, 438, 257, 193, 14, 258, 335, 100, 445, 219, 184, 247, 528, 502, 126, 348, 169, 519, 621, 619, 346, 58, 304, 594, 313, 580, 336, 46, 61 ]

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Venous

VUILD91MF

[ 1, 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.37, 0.37, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmjp-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmjp-1

[ "COL1A1", "COL3A1", "VIM", "COL1A2", "POSTN", "LYZ", "HLA-DRA", "PTGDS", "FN1", "DCN", "MEG3", "HLA-DQA1", "LUM", "CD44", "ATF4", "SPCS3", "TPSAB1", "VEGFA", "CTNNB1", "SLC25A37", "BMPR2", "MS4A7", "SFRP2", "CCL18", "FCN1", "HERPUD1", "SPARCL1", "RHOA", "CD69", "HLA-DQB1", "GPR183", "WNT2", "HAS2", "CST3", "S100A9", "CTHRC1", "KDR", "FGF7", "RNASE1", "ACTA2", "KRT17", "FCER1G", "PDIA4", "EPAS1", "FAS", "CPA3", "CD274", "SMAD4", "SPRY2", "MAL", "ITGAV", "IDH1", "BCL2L11", "LPAR1", "AXIN2", "CD14", "UCHL3", "ICAM1", "ANKRD28", "SSR3" ]

[ 9, 7, 3, 6, 134, 136, 603, 135, 446, 357, 263, 454, 225, 169, 366, 261, 353, 100, 46, 532, 584, 602, 151, 514, 61, 383, 502, 71, 216, 254, 530, 468, 103, 262, 242, 612, 252, 147, 481, 149, 312, 221, 469, 14, 323, 211, 427, 193, 206, 142, 89, 519, 537, 358, 304, 276, 59, 348, 51, 80, 596, 275, 31, 541 ]

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Fibroblasts

VUILD91MF

[ 1, 0.9357142857142858, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6142857142857143, 0.55, 0.48571428571428577, 0.4214285714285715, 0.3571428571428572, 0.3571428571428572, 0.2928571428571429, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadmka-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadmka-1

[ "VIM", "COL3A1", "LYZ", "S100A9", "COL1A1", "COL1A2", "S100A8", "CD44", "FCER1G", "GPR183", "CCL18", "FN1", "ATF4", "S100A12", "LUM", "TGFB1", "PTGDS", "HLA-DRA", "SPARCL1", "SFRP2", "RHOA", "PTPRC", "MANF", "STAT6", "ITGAX", "HSPA5", "XBP1", "ITGAM", "POSTN", "ITGB1", "PLIN2", "PPARG", "ACTA2", "SEC11C", "ERLEC1", "UBE2J1", "CTNNB1", "SOD2", "LGALS1", "HYOU1", "MYC", "MS4A7", "RNASE1", "DCN", "NUTF2", "EPAS1", "ITM2C", "KRT6A", "IRF1", "YAP1", "LPAR1", "HMGA1", "PKM", "HIST1H1C", "HERPUD1", "MYDGF", "FCN1", "PDGFRA", "PDGFRB", "PECAM1", "MCEMP1", "SLC25A37", "IL7R", "TOP1", "CD52", "SNAI2", "CD14", "AIF1", "CCL5", "ATF3", "BAX", "SLC7A11" ]

[ 9, 7, 3, 6, 603, 136, 357, 481, 134, 135, 480, 100, 211, 242, 71, 225, 46, 477, 353, 556, 454, 263, 530, 502, 468, 456, 360, 544, 305, 272, 619, 303, 446, 306, 442, 448, 14, 490, 197, 594, 151, 526, 336, 273, 389, 383, 469, 169, 409, 193, 309, 326, 296, 620, 348, 264, 438, 260, 254, 390, 216, 424, 425, 431, 363, 514, 294, 580, 101, 523, 80, 23, 75, 45, 55, 517 ]

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Interstitial Macrophages

VUILD91MF

[ 1, 0.9400000000000001, 0.88, 0.8200000000000001, 0.76, 0.7000000000000001, 0.64, 0.5800000000000001, 0.52, 0.4600000000000001, 0.4, 0.34, 0.34, 0.34, 0.28, 0.28, 0.28, 0.28, 0.28, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.22000000000000003, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.16, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadnjf-1

[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]

aaaadnjf-1

[ "VIM", "COL3A1", "TPSAB1", "COL1A1", "COL1A2", "CPA3", "SFRP2", "LYZ", "CD69", "KIT", "POSTN", "HLA-DRA", "PTGDS", "FN1", "HIF1A", "LUM", "GSR", "HYOU1", "XBP1", "PLIN2", "PKM", "COL15A1", "PDIA3", "PDIA4", "KRT5", "KLRG1", "IDH1", "CEACAM5", "SLC1A3", "CD44", "SOD2", "SOX4", "ITGB1", "CST3", "MANF", "RHOA", "DCN", "EPAS1", "SOX9", "FAS", "FCER1G", "NUTF2", "NUCB2", "FGF7", "MS4A7", "HERPUD1", "ICAM1", "RNASE1", "SPARCL1", "IL7R", "SPCS3", "CCL2", "ANKRD28", "STAT1", "AKR1C1", "ATF4", "TGFB1", "AIF1", "BMPR2" ]

[ 9, 7, 3, 6, 603, 136, 584, 134, 135, 142, 502, 357, 103, 313, 446, 263, 454, 225, 258, 353, 247, 273, 619, 442, 438, 133, 426, 427, 325, 319, 276, 116, 513, 100, 526, 528, 306, 147, 360, 468, 169, 193, 529, 206, 211, 409, 408, 221, 383, 254, 275, 469, 530, 294, 532, 72, 31, 542, 26, 46, 556, 23, 61 ]

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Mast

VUILD91MF

[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.6, 0.5, 0.5, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]