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
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0, 0, 0, 0, 0, 260.86956787109375, 1043.478271484375, 0, 0, 0, 0, 0, 0, 0, 0, 173.9130401611328, 0, 0 ] ]	train	aaaadlel-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", 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"TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadlel-1	[ "HMOX1", "VIM", "HLA-DRA", "MARCO", "PDIA3", "CTNNB1", "VEGFA", "IDH1", "PLIN2", "RHOA", "MS4A7", "HSPA5", "CD68", "CD14", "MYDGF", "XBP1", "EPAS1", "FCER1G", "ITGAX", "SOD2", "HAVCR2", "LYZ", "AIF1", "FCGR3A", "SLC1A3", "PDIA6", "PDIA4", "PRDX4", "SPCS3", "PTPRC", "PKM", "ICAM1", "LGALS1", "ITGAM", "ACTA2", "CST3", "HIF1A", "SAA2", "SCGB1A1", "SEC11C", "CXCR4", "SELENOS", "CEACAM6", "PPARG", "NUTF2", "EHMT1", "PI16", "FAP", "PDGFRA", "FN1", "GPR183", "MRC1", "HERPUD1", "MGST1", "HLA-DQA1", "HMGA1", "MANF", "LPAR2", "KRT8", "DMBT1", "SLC25A37", "IL7R", "CCL18", "ATF4", "SMAD4", "BCL2L1", "C1QC", "SSR3", "CD52" ]	[ 8, 7, 3, 6, 266, 603, 263, 362, 426, 151, 602, 276, 442, 468, 383, 272, 102, 80, 390, 619, 193, 211, 305, 526, 253, 357, 23, 214, 513, 428, 427, 450, 532, 456, 438, 275, 336, 303, 14, 147, 258, 483, 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"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" ]	aaaadlpa-1	[ "SFTPC", "SFTPD", "NAPSA", "PGC", "CD44", "HLA-DRA", "PCNA", "BCL2L1", "SOD2", "FCGR3A", "PKM", "SEC11C", "CST3", "SELENOS", "SFTA2", "FN1", "SCGB3A2", "AXIN2", "BMPR2", "SNAI2", "YAP1", "DCN", "AIF1", "DMBT1", "KRT18", "CTNNB1", "PECAM1", "ITGB1", "ATF4", "XBP1" ]	[ 8, 7, 3, 6, 506, 507, 394, 433, 100, 263, 420, 58, 526, 214, 438, 490, 147, 494, 504, 225, 489, 51, 61, 523, 620, 169, 23, 177, 324, 151, 431, 306, 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"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" ]	aaaadlpd-1	[ "SFTPC", "SFTPD", "DMBT1", "PGC", "NAPSA", "YAP1", "HIST1H1C", "STAT6", "SNCA", "GZMB", "MGST1", "RTKN2", "ICAM1", "BMP4", "SPP1", "RNASE1", "SFTA2", "ITGB1", "KRT18", "BAX", "AXIN2", "PDIA4", "AKR1C1", "PDIA3", "SCGB3A2", "FN1", "HERPUD1", "ATF3", "ATF4", "UQCRHL", "XBP1" ]	[ 8, 7, 3, 6, 506, 507, 177, 433, 394, 620, 260, 544, 524, 249, 369, 473, 275, 60, 536, 469, 504, 306, 324, 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"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" ]	aaaadodm-1	[ "VIM", "FN1", "PGC", "SFTPC", "XBP1", "CCN2", "EPAS1", "COL1A1", "HLA-DRA", "SFTPD", "PTGDS", "HIST1H1C", "LYZ", "COL3A1", "CD14", "ERLEC1", "DMBT1", "HSPA5", "IDH1", "KRT18", "LPAR1", "COL1A2", "LUM", "MGST1", "NAPSA", "ZEB1", "SPARCL1", "PDGFRA", "ACTA2", "WWTR1", "SFTA2", "RHOA", "SELENOS", "SCGB3A2", "MYDGF", "STAT1", "EHMT1", "TNFRSF13C", "FAS", "DERL3", "DCN", "UBE2J1", "CENPF", "EGFR", "SOD2", "HIF1A", "HES1", "NUTF2", "SMAD4", "HMOX1", "SEC11C", "RNASE1", "ITGB1", "KRT8", "PKM", "PDIA3", "CEACAM6", "MRC1", "HERPUD1", "CDK1", "IL7R", "BCL2L11", "AIF1", "CD44", "ATF4", "ATG7", "BMPR2", "CD28", "AGER" ]	[ 8, 7, 3, 6, 603, 225, 433, 506, 619, 76, 193, 134, 263, 507, 454, 260, 357, 136, 80, 197, 177, 272, 276, 324, 348, 135, 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"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", 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"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" ]	aaaadlfd-1	[ "EPAS1", "VIM", "HMOX1", "HERPUD1", "DMBT1", "PKM", "RHOA", "CD34", "PECAM1", "HSPA5", "PI16", "FCN3", "LUM", "STAT6", "LAMP3", "ITGB1", "XBP1", "ATF4", "FN1", "EPCAM", "HEY1", "ITGAM", "NAPSA", "FCER1G", "SOD2", "HMGA1", "SPCS2", "MS4A7", "HYOU1", "PLIN2", "IDH1", "ACTA2", "SPARCL1", "KRT8", "PGC", "UBE2J1", "KRT5", "ATP2A3", "MRC1", "SSR3" ]	[ 8, 7, 3, 6, 193, 603, 266, 254, 177, 438, 468, 92, 431, 272, 434, 217, 353, 544, 332, 306, 619, 46, 225, 194, 257, 303, 394, 211, 526, 264, 531, 383, 273, 442, 276, 14, 530, 328, 433, 594, 325, 50, 379, 541 ]	[ [ 0, 0, 0, 1, 1, 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, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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, 0, 0, 1, 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 ], [ 1, 0, 0, 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, 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"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" ]	aaaadlgf-1	[ "SFTPD", "DMBT1", "EPAS1", "VIM", "XBP1", "SFTPC", "RHOA", "NAPSA", "SPCS2", "STAT6", "CST3", "PECAM1", "EGFR", "PDIA3", "NUTF2", "NUCB2", "SMAD4", "YAP1", "FN1", "MSLN", "IRF1", "KRT18", "SFTA2", "SEC11C", "SCGB3A2", "SAA2", "COL1A1", "RTKN2", "KRT8", "LAMP3", "LMAN1", "ITGB6", "PLIN2", "DCN", "LPAR2", "LUM", "HEY1", "HERPUD1", "PDGFRB", "PDGFRA", "CD44", "EPCAM", "MANF", "FAS", "GPR183", "NKX2-1", "FCN3", "PKM", "IL7R", "ITGB1", "UGDH", "BCL2L1", "BMPR2" ]	[ 8, 7, 3, 6, 507, 177, 193, 603, 619, 506, 468, 394, 531, 544, 147, 431, 182, 426, 409, 408, 519, 620, 225, 384, 296, 324, 504, 490, 489, 483, 134, 473, 328, 332, 346, 308, 442, 169, 349, 353, 257, 254, 425, 424, 100, 194, 360, 206, 242, 404, 217, 438, 294, 306, 597, 58, 61 ]	[ [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 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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"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" ]	aaaaeabb-1	[ "ACTA2", "SPARCL1", "VIM", "FN1", "ATF4", "HIF1A", "YAP1", "LMAN1", "HIST1H1C", "LUM", "ZEB1", "ITGA3", "CSPG4", "LYZ", "BMPR2", "STAT6", "SPCS3", "GSR", "NUTF2", "COL1A2", "SOD2", "COL3A1", "HSPA5", "FABP4", "HERPUD1", "HYOU1", "BCL2L1", "CST3", "ITGAV", "CTHRC1", "RHOA", "PRDX4", "RAMP2", "PLIN2", "AGER", "ITGB1", "PTGDS" ]	[ 8, 7, 3, 6, 14, 530, 603, 225, 46, 258, 620, 346, 260, 353, 621, 301, 146, 357, 61, 544, 532, 247, 409, 135, 526, 136, 272, 202, 254, 273, 58, 147, 304, 149, 468, 450, 459, 442, 21, 306, 454 ]	[ [ 0, 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, 0, 0, 0, 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, 0, 0 ], [ 1, 1, 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 ], [ 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, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 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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"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" ]	aaaadlfb-1	[ "VIM", "TPSAB1", "CPA3", "CD44", "CD69", "ATP2A3", "SPCS3", "SFTPD", "RTKN2", "KIT", "ATF4", "PDIA3", "HMOX1", "HSPA5", "LUM", "SSR3", "SPP1", "HAVCR2", "SOX4", "PGC", "GSR", "PTPRC", "FN1", "HIF1A", "SCG2", "NAPSA", "COL3A1", "RSPO3", "CSPG4", "CTHRC1", "FCER1G", "ITGB1", "PLIN2", "DUOX1", "SLC7A11", "HIST1H1C", "SOD2", "BCL2", "KLRG1", "LPAR1", "ATF6", "IDH1", "IRF1", "TOP1", "KRT18" ]	[ 8, 7, 3, 6, 603, 584, 142, 100, 103, 50, 532, 507, 473, 313, 46, 426, 266, 272, 353, 541, 536, 253, 528, 433, 247, 456, 225, 258, 487, 394, 136, 472, 146, 149, 211, 306, 442, 180, 517, 260, 526, 57, 319, 348, 47, 276, 296, 580, 324 ]	[ [ 0, 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, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 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, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 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, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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, 0, 0, 0, 0, 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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" ]	aaaadkjo-1	[ "VIM", "HMOX1", "COL3A1", "CCL18", "MARCO", "CD14", "HSPA5", "ITGB1", "IDH1", "GSR", "MUC5AC", "PI16", "ICAM1", "CEACAM6", "SOD2", "LUM", "STAT1", "FN1", "GCLM", "CD44", "SLC7A11", "CD68", "SOX4", "HLA-DRA", "SLC25A37", "ITGAX", "PDIA3", "AKR1C1", "DCN", "LGALS1", "PKM", "PLIN2", "ERLEC1", "RHOA", "ITGAM", "PDIA6", "EREG", "VEGFA" ]	[ 8, 7, 3, 6, 603, 266, 136, 71, 362, 80, 272, 306, 276, 247, 387, 434, 275, 117, 526, 353, 542, 225, 231, 100, 517, 102, 528, 263, 514, 305, 426, 26, 169, 336, 438, 442, 197, 468, 303, 428, 196, 602 ]	[ [ 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, 0, 0, 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 ], [ 1, 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 ], [ 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, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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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"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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"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" ]	aaaadpdk-1	[ "VIM", "FN1", "SOD2", "ITGB1", "CCN2", "PTGDS", "RHOA", "COL1A2", "LUM", "EPAS1", "HIST1H1C", "S100A8", "KDR", 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FBs	THD0011	[ 1, 0.85, 0.7, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 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, 0.1 ]
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"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" ]	aaaadpdl-1	[ "FN1", "PDGFRA", "LUM", "PDIA3", "SOD2", "COL3A1", "DCN", "ITGB1", "CCN2", "TOP1", "BCL2", "CTNNB1", "YAP1", "RTKN2", "EPAS1", "PDGFRB", "FAS", "IFIT3", "ATF4", "WWTR1", "SNCA", "SFTPD", "SCG2", "SAA2", "ITM2C", "CD14", "HEY1", "CSPG4", "HSPA5", "PDIA4", "STAT6", "LAMP3", "GSR", "HERPUD1", "COL1A2", "RHOA", "PTGDS", "XBP1", "AXL", "TGFB3", "VIM" ]	[ 8, 7, 3, 6, 225, 424, 353, 426, 526, 136, 169, 306, 76, 580, 57, 151, 620, 473, 193, 425, 206, 280, 46, 618, 524, 507, 487, 483, 309, 80, 257, 146, 272, 427, 544, 332, 247, 254, 135, 468, 454, 619, 52, 558, 603 ]	[ [ 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, 0, 0, 0, 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 ], [ 1, 0, 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, 0, 0, 0, 0, 0 ], [ 0, 0, 1, 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, 0, 0, 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"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", 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"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", 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"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" ]	aaaadpak-1	[ "VIM", "RNASE1", "FCER1G", "CD68", "HSPA5", "CD44", "MRC1", "IDH1", "LYZ", "PDIA3", "HLA-DRA", "RHOA", "HYOU1", "PDIA4", "AIF1", "PLIN2", "XBP1", "MARCO", "SPCS3", "PKM", "CTNNB1", "MS4A7", "ITGAM", "SLC1A3", "GPR183", "FCGR3A", "UBE2J1", "MANF", "TREM2", "HMOX1", "S100A8", "GSR", "IL7R", "NFKB1", "ATF4", "TGFB1", "PECAM1", "HERPUD1", "HAVCR2", "ATF6", "SOD2", "SLC25A37", "UCHL3", "BAX", "ITGB1", "PRDX4", "PPARG", "MYDGF", "CST3", "PTPRC", "HIST1H1C", "ERLEC1", "HIF1A", "UGDH", "GCLM", "EPAS1", "EHMT1", "STAT1", "DMBT1", "VEGFA", 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0, 0, 0, 0, 58.479530334472656, 0, 58.479530334472656 ] ]	train	aaaadkmp-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", 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"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", 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"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", 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77.51937866210938, 77.51937866210938 ] ]	train	aaaadlmh-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", 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52.08333206176758, 0, 0, 0, 0, 0, 104.16666412353516, 52.08333206176758, 0, 0, 0, 0, 52.08333206176758, 0, 0, 0, 104.16666412353516, 52.08333206176758, 0 ] ]	train	aaaadkpc-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" ]	aaaadkpc-1	[ "SFTPD", "NKX2-1", "PGC", "HSPA5", "RTKN2", "DUOX1", "CEACAM6", "ITGA3", "EPAS1", "MGST1", "SFTA2", "EGFR", "PDIA3", "CD44", "NAPSA", "ITGB1", "ATF4", "RHOA", "GKN2", "HLA-DRA", "CTNNB1", "ICAM1", "EHMT1", "FN1", "RNASE1", "SFTPC", "DDIT3", "PECAM1", "HIF1A", "ITGB6", "KRT8", "EPCAM", "PDIA4", "KRT18", "XBP1", "VEGFA", "ACTA2", "SAA2", "SCGB3A2", "AKR1C1", "COL1A1", "COL4A3", "WNT5A", "HIST1H1C", "BMPR2", "HERPUD1", "RAMP2", "GSR", "DMBT1", "DNAJB9", "TTC19", "IDH1", "BAX", "NFKB1", "PLIN2", "PKM", "ERLEC1", "GCLM", "FAS", "VIM", "OAS2", "PDGFRA", "BCL2L1", "MANF", "FGF2", "SSR3", "YAP1", "STAT1", "SPRY2", "CD247", "AGER", "LMAN1", "ITGAV", "SPCS2", "SPARCL1", "LUM", "IRF1" ]	[ 8, 7, 3, 6, 507, 404, 433, 272, 473, 180, 117, 301, 193, 369, 504, 182, 426, 100, 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"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", 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"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", 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train

aaaadlel-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" ]

aaaadlel-1

[ "HMOX1", "VIM", "HLA-DRA", "MARCO", "PDIA3", "CTNNB1", "VEGFA", "IDH1", "PLIN2", "RHOA", "MS4A7", "HSPA5", "CD68", "CD14", "MYDGF", "XBP1", "EPAS1", "FCER1G", "ITGAX", "SOD2", "HAVCR2", "LYZ", "AIF1", "FCGR3A", "SLC1A3", "PDIA6", "PDIA4", "PRDX4", "SPCS3", "PTPRC", "PKM", "ICAM1", "LGALS1", "ITGAM", "ACTA2", "CST3", "HIF1A", "SAA2", "SCGB1A1", "SEC11C", "CXCR4", "SELENOS", "CEACAM6", "PPARG", "NUTF2", "EHMT1", "PI16", "FAP", "PDGFRA", "FN1", "GPR183", "MRC1", "HERPUD1", "MGST1", "HLA-DQA1", "HMGA1", "MANF", "LPAR2", "KRT8", "DMBT1", "SLC25A37", "IL7R", "CCL18", "ATF4", "SMAD4", "BCL2L1", "C1QC", "SSR3", "CD52" ]

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SPP1+ Macrophages

THD0011

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

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train

aaaadlpa-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" ]

aaaadlpa-1

[ "SFTPC", "SFTPD", "NAPSA", "PGC", "CD44", "HLA-DRA", "PCNA", "BCL2L1", "SOD2", "FCGR3A", "PKM", "SEC11C", "CST3", "SELENOS", "SFTA2", "FN1", "SCGB3A2", "AXIN2", "BMPR2", "SNAI2", "YAP1", "DCN", "AIF1", "DMBT1", "KRT18", "CTNNB1", "PECAM1", "ITGB1", "ATF4", "XBP1" ]

[ 8, 7, 3, 6, 506, 507, 394, 433, 100, 263, 420, 58, 526, 214, 438, 490, 147, 494, 504, 225, 489, 51, 61, 523, 620, 169, 23, 177, 324, 151, 431, 306, 46, 619 ]

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AT2

THD0011

[ 1, 0.775, 0.55, 0.325, 0.325, 0.325, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadlpd-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" ]

aaaadlpd-1

[ "SFTPC", "SFTPD", "DMBT1", "PGC", "NAPSA", "YAP1", "HIST1H1C", "STAT6", "SNCA", "GZMB", "MGST1", "RTKN2", "ICAM1", "BMP4", "SPP1", "RNASE1", "SFTA2", "ITGB1", "KRT18", "BAX", "AXIN2", "PDIA4", "AKR1C1", "PDIA3", "SCGB3A2", "FN1", "HERPUD1", "ATF3", "ATF4", "UQCRHL", "XBP1" ]

[ 8, 7, 3, 6, 506, 507, 177, 433, 394, 620, 260, 544, 524, 249, 369, 473, 275, 60, 536, 469, 504, 306, 324, 55, 51, 427, 26, 426, 489, 225, 254, 45, 46, 600, 619 ]

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AT2

THD0011

[ 1, 0.82, 0.64, 0.64, 0.45999999999999996, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadodm-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" ]

aaaadodm-1

[ "VIM", "FN1", "PGC", "SFTPC", "XBP1", "CCN2", "EPAS1", "COL1A1", "HLA-DRA", "SFTPD", "PTGDS", "HIST1H1C", "LYZ", "COL3A1", "CD14", "ERLEC1", "DMBT1", "HSPA5", "IDH1", "KRT18", "LPAR1", "COL1A2", "LUM", "MGST1", "NAPSA", "ZEB1", "SPARCL1", "PDGFRA", "ACTA2", "WWTR1", "SFTA2", "RHOA", "SELENOS", "SCGB3A2", "MYDGF", "STAT1", "EHMT1", "TNFRSF13C", "FAS", "DERL3", "DCN", "UBE2J1", "CENPF", "EGFR", "SOD2", "HIF1A", "HES1", "NUTF2", "SMAD4", "HMOX1", "SEC11C", "RNASE1", "ITGB1", "KRT8", "PKM", "PDIA3", "CEACAM6", "MRC1", "HERPUD1", "CDK1", "IL7R", "BCL2L11", "AIF1", "CD44", "ATF4", "ATG7", "BMPR2", "CD28", "AGER" ]

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Alveolar FBs

THD0011

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

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train

aaaadodo-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" ]

aaaadodo-1

[ "SFTPC", "PGC", "XBP1", "SFTPD", "NAPSA", "ATF4", "SPARCL1", "FN1", "TOP1", "LAMP3", "YAP1", "SCGB3A2", "DUOX1", "EPAS1", "MGST1", "HIST1H1C", "CD44", "COL1A2", "KDR", "DMBT1", "PTGDS", "SEC11C", "SPCS3", "PKM", "SOD2", "RHOA", "IL7R", "ITGB1", "VEGFA", "HSPA5", "PDIA3", "PDGFRA", "KRT18", "SNAI2", "SLC7A11", "SLC25A37", "ITGAV", "KRT8", "SFTA2", "ITGA3", "LUM", "IDH1", "CRELD2", "RTKN2", "HYOU1", "HLA-DRA", "DNAJB9", "PLPP5", "HERPUD1", "NFKB1", "NKX2-1", "EPCAM", "EREG", "NUCB2", "S100A9", "PECAM1", "DCN", "AXIN2", "ACTA2", "CCNB2", "BCL2L1", "AGER", "AGR3", "UBE2J1", "WFDC2", "VIM", "APLNR", "CCN2", "AXL", "STAT6", "ANKRD28" ]

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AT2

THD0011

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

aaaadoec-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" ]

aaaadoec-1

[ "RTKN2", "SFTPC", "NAPSA", "CEACAM6", "SFTPD", "DMBT1", "EPAS1", "CD34", "PGC", "SFTA2", "RHOA", "AKR1C2", "VIM", "XBP1", "ACTA2", "FAS", "CEACAM5", "NKX2-1", "RNASE1", "STAT1", "IFIT3", "SCGB3A2", "DUOX1", "CD44", "ITGA3", "AGER", "MYDGF", "COL4A3", "MSLN", "BCL2L1", "ITGB1", "HIST1H1C", "SLC25A37", "SSR3", "ICAM1", "DCN", "HIF1A", "SPCS3", "HERPUD1", "STAT6", "GCLM", "SOX9", "COL1A2", "SEC11C", "SLC25A4", "MGST1", "HLA-DRA", "KRT18", "FCN3", "PKM", "LAMP3", "ITGB6", "ATF4", "VEGFA", "EPCAM", "AXL", "BANK1", "IFIT1", "BCL2L11", "POSTN", "BAX", "FN1", "IGLL1", "CCN2", "LUM", "EGFR", "YAP1", "NUTF2", "CA4", "EHMT1" ]

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AT1

THD0011

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

aaaadmkd-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" ]

aaaadmkd-1

[ "COL3A1", "VIM", "FN1", "LUM", "CEACAM6", "NKX2-1", "HIST1H1C", "COL1A2", "VEGFA", "NAPSA", "RHOA", "DCN", "MGST1", "SFTPD", "ATF4", "PDGFRA", "HIF1A", "IFIT3", "STAT6", "STAT1", "PDIA6", "SOD2", "HSPA5", "SOX4", "SPARCL1", "XBP1", "AXIN2", "EPCAM", "KRT8", "WFDC2", "BCL2L1", "EGFR", "CST3", "FAS", "PDIA4", "EMG1", "PDIA3", "EHMT1", "SLC25A37", "SLC25A4", "DUOX1", "PRDX4", "MSLN", "SEC11C", "FGF2", "RNASE1", "CTNNB1", "HERPUD1", "RTKN2", "CD44", "ERN2", "HLA-DRA", "LILRA4", "ITGA3", "ATG7", "BCL2L11", "TGFB2", "IFIT2", "AKR1C1", "YAP1", "ITGB6", "ICAM1", "CD14", "SPRY2", "KRT18" ]

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AT1

THD0011

[ 1, 0.9, 0.8, 0.8, 0.7000000000000001, 0.7000000000000001, 0.6, 0.5, 0.5, 0.4, 0.4, 0.4, 0.4, 0.4, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadlge-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" ]

aaaadlge-1

[ "ICAM1", "VIM", "SFTPD", "RTKN2", "XBP1", "IRF1", "VEGFA", "CTNNB1", "NAPSA", "CEACAM6", "KRT18", "DUOX1", "HSPA5", "ITGB1", "ITGB6", "PDIA3", "HERPUD1", "SPCS3", "FN1", "LUM", "MGST1", "CD44", "ERLEC1", "SPARCL1", "RNASE1", "NKX2-1", "ACTA2", "WWTR1", "EPAS1", "SOD2", "PDIA6", "PECAM1", "SLC25A4", "EHMT1", "EGFR", "SLC25A37", "PKM", "PLIN2", "SFTA2", "CEACAM5", "FAS", "SEC11C", "CLDN5", "FCN3", "NFKB1", "COL4A3", "HIF1A", "CST3", "PTGDS", "IFIT3", "AGR3", "HIST1H1C", "KRT15", "SSR3", "STAT1", "ITGAV", "AXL", "ATF4", "ITGA3" ]

[ 8, 7, 3, 6, 275, 603, 507, 473, 619, 296, 602, 151, 394, 117, 324, 180, 272, 306, 308, 426, 254, 532, 225, 353, 369, 100, 197, 530, 469, 404, 14, 618, 193, 526, 428, 431, 515, 184, 182, 514, 438, 442, 504, 116, 206, 490, 126, 217, 400, 137, 258, 147, 454, 280, 22, 260, 322, 541, 542, 304, 52, 46, 301 ]

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AT1

THD0011

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

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train

aaaadmkk-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" ]

aaaadmkk-1

[ "SFTPC", "SFTPD", "DMBT1", "PGC", "NAPSA", "MGST1", "NKX2-1", "XBP1", "HSPA5", "PDIA3", "ATF4", "HYOU1", "DUOX1", "EPCAM", "SPCS3", "ITGA3", "RHOA", "SSR3", "YAP1", "TOP1", "EHMT1", "KRT8", "CD44", "HIST1H1C", "HIF1A", "CTNNB1", "STAT6", "SFTA2", "FN1", "SELENOS", "SEC11C", "CFTR", "RNASE1", "HLA-DRA", "IDH1", "AXIN2", "ITGB1", "PDIA4", "PDIA6", "KRT18", "HERPUD1", "ATG7", "FKBP11", "SLC25A37", "CST3", "LMAN1", "UQCRHL", "WFDC2", "ITGAV", "EPAS1", "WNT5A", "ISG20", "VEGFA", "PTPRC", "SOD2", "PRDX4", "NFKB1", "BANK1", "SPCS2", "TTC19", "LYZ", "KRT6A", "EGFR", "TOP2A" ]

[ 8, 7, 3, 6, 506, 507, 177, 433, 394, 369, 404, 619, 272, 426, 46, 273, 180, 194, 532, 301, 468, 541, 620, 580, 184, 328, 100, 260, 258, 151, 544, 504, 225, 494, 490, 120, 469, 263, 276, 51, 306, 427, 428, 324, 254, 48, 224, 514, 147, 346, 600, 610, 304, 193, 614, 300, 602, 456, 526, 450, 400, 54, 531, 590, 357, 326, 182, 581 ]

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AT2

THD0011

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

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train

aaaadlgi-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" ]

aaaadlgi-1

[ "VIM", "MRC1", "HLA-DRA", "HERPUD1", "RNASE1", "MS4A7", "FCGBP", "FCER1G", "GPR183", "HLA-DQA1", "ATF4", "STAT6", "CD14", "FN1", "HYOU1", "HAVCR2", "NAPSA", "LUM", "CEACAM6", "HLA-DQB1", "PGC", "SFTA2", "CD4", "CCL18", "CD44", "LYZ", "C1QC", "PTGDS", "ITGB1", "PTPRC", "IL4R", "KRT18", "EHMT1", "ATF6", "ITGAM", "CTNNB1", "PDIA3", "PCNA", "RHOA", "XBP1" ]

[ 8, 7, 3, 6, 603, 379, 263, 254, 469, 383, 212, 211, 242, 261, 46, 544, 80, 225, 273, 253, 394, 353, 117, 262, 433, 504, 97, 71, 100, 357, 66, 454, 306, 456, 293, 324, 184, 47, 303, 151, 426, 420, 468, 619 ]

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Macrophages

THD0011

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

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train

aaaadmkn-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" ]

aaaadmkn-1

[ "SFTPC", "SFTPD", "NKX2-1", "NAPSA", "DMBT1", "CD44", "MGST1", "XBP1", "PGC", "DUOX1", "VIM", "LAMP3", "HSPA5", "HIST1H1C", "ATF4", "SFTA2", "KRT8", "RHOA", "HLA-DRA", "EPAS1", "IDH1", "CFTR", "COL1A1", "MYC", "HERPUD1", "SOX4", "PDIA3", "SPCS2", "EPCAM", "TOP1", "PDIA6", "KRT18", "ITGA3", "YAP1", "AXIN2", "UBE2J1", "HLA-DQB1", "BAX", "HIF1A", "AKR1C1", "UGDH", "ITGB6", "VEGFA", "FN1", "SELENOS", "CTNNB1", "WFDC2", "ANKRD28", "MYDGF", "MANF", "SPCS3", "BCL2L1", "LUM", "LMAN1", "BMPR2", "CD1A", "AGR3", "PCNA", "KDR", "C1QC", "WWTR1", "SPRY2", "HYOU1", "PDIA4", "STAT1", "EGFR" ]

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AT2

THD0011

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

aaaadjbk-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" ]

aaaadjbk-1

[ "PGC", "HIST1H1C", "SFTPD", "CEACAM6", "RNASE1", "NKX2-1", "HSPA5", "ITGB1", "CD44", "EPAS1", "TOP1", "NAPSA", "KRT18", "PKM", "CRELD2", "MGST1", "FN1", "AGER", "XBP1", "PDIA6", "STAT6", "HLA-DRA", "NUTF2", "HMGA1", "DUOX1", "HERPUD1", "SPARCL1", "MANF", "MYDGF", "GSR", "STAT1", "HYOU1", "ICAM1", "RHOA", "EGFR", "WNT5A", "EHMT1", "AKR1C2", "ITGA3", "PDIA3", "PDGFRB", "EPCAM", "UBE2J1", "ERLEC1", "SFTA2", "BAX", "CST3" ]

[ 8, 7, 3, 6, 433, 260, 507, 117, 469, 404, 272, 306, 100, 193, 580, 394, 324, 438, 144, 369, 225, 21, 619, 428, 544, 263, 409, 264, 180, 254, 530, 360, 390, 247, 542, 273, 275, 468, 182, 614, 184, 27, 301, 426, 425, 194, 594, 197, 504, 55, 147 ]

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AT1

THD0011

[ 1, 0.82, 0.82, 0.82, 0.82, 0.64, 0.64, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadihj-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" ]

aaaadihj-1

[ "VIM", "ACTA2", "LUM", "EPAS1", "RHOA", "FN1", "ICAM1", "KRT8", "DCN", "PECAM1", "ITGB1", "FCN3", "MYDGF", "AXL", "CCN2", "BCL2L1", "CD34", "PDIA4", "HLA-DRA", "SPCS3", "LGALS1", "KRT18", "ITGAV", "CLDN5", "SEC11C", "CEACAM6", "SFTPD", "POSTN", "PKM", "PDIA6", "RTKN2", "COL1A2", "IL7R", "EPCAM", "YAP1", "IDH1", "HYOU1", "LMAN1", "LYZ", "MKI67", "PDIA3", "MS4A7", "NKX2-1", "CD44", "NUTF2", "OAS2", "PDGFRA", "PDGFRB", "MSLN", "NUCB2", "ITGB6", "STAT1", "UGDH", "WWTR1", "UBE2J1", "ANKRD28", "UQCRHL", "SPARCL1", "TGFB1" ]

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gCap

THD0011

[ 1, 0.82, 0.82, 0.82, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadjbp-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" ]

aaaadjbp-1

[ "CD44", "SOD2", "PGC", "NAPSA", "VIM", "RHOA", "MGST1", "CEACAM6", "NKX2-1", "RNASE1", "AXL", "PDIA3", "SFTA2", "PKM", "SFTPD", "CEACAM5", "DUOX1", "ICAM1", "LUM", "VEGFA", "ATF4", "AKR1C1", "CST3", "RTKN2", "FN1", "KRT8", "COL1A2", "HIST1H1C", "PTGDS", "STAT6", "HIF1A", "SPCS2", "ERLEC1", "MSLN", "SMAD4", "EHMT1", "DCN", "COL1A1", "EPAS1", "FCER1G", "EPCAM", "HSPA5", "ITGA3", "BCL2L1", "KRT18", "WNT3A", "TOP2A", "AXIN2", "WFDC2", "AGR3", "ITGB1", "ACTA2", "UBE2J1" ]

[ 8, 7, 3, 6, 100, 526, 433, 394, 603, 468, 369, 117, 404, 469, 52, 426, 504, 438, 507, 116, 180, 275, 353, 602, 46, 26, 147, 473, 225, 328, 135, 260, 454, 544, 258, 531, 197, 384, 519, 184, 169, 134, 193, 211, 194, 272, 301, 58, 324, 613, 581, 51, 610, 22, 306, 14, 594 ]

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AT1

THD0011

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

aaaaeadc-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" ]

aaaaeadc-1

[ "VIM", "CCL18", "HLA-DRA", "HMOX1", "LYZ", "IDH1", "CD68", "SOD2", "MCEMP1", "HERPUD1", "CD44", "MRC1", "MS4A7", "IL7R", "AIF1", "RHOA", "FCER1G", "S100A9", "CPA3", "MARCO", "PDIA4", "PLIN2", "HIST1H1C", "EREG", "FABP4", "CD247", "OAS3", "HAVCR2", "CD4", "RNASE1", "GSR", "CD86", "GPR183", "MANF", "FCGR3A", "S100A8", "SFTPC", "SELENOS", "FKBP11", "PDIA6", "SMAD4", "PECAM1", "CCNB2", "VEGFA", "CD14", "ITGAX", "TOP1", "AKR1C2", "ATG7", "ACTA2", "HYOU1" ]

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not available

THD0011

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

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train

aaaadpna-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" ]

aaaadpna-1

[ "VIM", "LUM", "COL3A1", "ATF4", "HIST1H1C", "PTGDS", "DCN", "FN1", "SOD2", "SPARCL1", "COL1A2", "YAP1", "FGF7", "SNAI2", "RHOA", "JCHAIN", "COL1A1", "HIF1A", "PDGFRA", "GCLM", "LTB", "CCL21", "MMP10", "EGFR", "HMOX1", "MAL", "FCER1G", "MMP7", "SMAD4", "HSPA5", "PRDX4", "IDH1", "BMPR2", "KDR", "CSPG4", "FAS", "KIT", "UBE2J1", "DDIT3", "UGDH", "PKM", "EPAS1" ]

[ 8, 7, 3, 6, 603, 353, 136, 46, 260, 454, 169, 225, 526, 530, 135, 620, 221, 523, 468, 310, 134, 258, 424, 231, 350, 73, 372, 182, 266, 358, 211, 374, 519, 272, 450, 276, 61, 312, 146, 206, 313, 594, 171, 597, 438, 193 ]

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Fibroblasts

THD0011

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train

aaaadppe-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" ]

aaaadppe-1

[ "JCHAIN", "VIM", "DCN", "LUM", "COL3A1", "PTGDS", "SPARCL1", "COL1A2", "SOD2", "FN1", "CST3", "LPAR1", "CD44", "FGF7", "COL1A1", "ITGB1", "PDGFRA", "XBP1", "PLIN2", "WWTR1", "CSPG4", "SSR3", "HERPUD1", "SPCS2", "DNAJB9", "CD34", "PKM", "CTNNB1", "MYC", "FKBP11", "SEC11C", "EMG1", "PDIA6", "PDIA4", "SMAD4", "HIF1A", "EGFR", "ANKRD28", "ACTA2", "YAP1", "UBE2J1" ]

[ 8, 7, 3, 6, 310, 603, 169, 353, 136, 454, 530, 135, 526, 225, 147, 348, 100, 221, 134, 306, 424, 619, 442, 618, 146, 541, 254, 531, 178, 92, 438, 151, 389, 224, 490, 191, 428, 427, 519, 258, 182, 31, 14, 620, 594 ]

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Fibroblasts

THD0011

[ 1, 0.8875, 0.775, 0.775, 0.6625, 0.6625, 0.55, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadppc-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" ]

aaaadppc-1

[ "VIM", "FN1", "HIST1H1C", "LUM", "COL1A2", "SOD2", "DCN", "PTGDS", "DUOX1", "CST3", "PGC", "BMPR2", "COL3A1", "PDIA3", "CCN2", "SFTPD", "PDGFRB", "RHOA", "EGFR", "NUCB2", "SPARCL1", "HERPUD1", "HLA-DRA", "AGER", "CD44", "SMAD4", "SLC25A4", "ITGAV", "SFTPC", "CEACAM6", "KRT18", "ITGA3", "RTKN2", "NAPSA", "MSLN", "IDH1", "ICAM1", "HSPA5", "HMOX1", "PDIA6", "HMGA1", "EPCAM", "HIF1A", "NOX4", "YAP1", "LGALS1", "ZEB1", "UGDH", "UBE2J1", "XBP1", "STAT6", "WWTR1", "AXL", "AIF1", "C1QC" ]

[ 8, 7, 3, 6, 603, 225, 260, 353, 135, 526, 169, 454, 180, 147, 433, 61, 136, 426, 76, 507, 425, 468, 182, 408, 530, 254, 263, 21, 100, 519, 515, 304, 506, 117, 324, 301, 473, 394, 384, 276, 275, 272, 266, 428, 264, 194, 258, 405, 620, 336, 621, 597, 594, 619, 544, 618, 52, 23, 66 ]

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Alveolar FBs

THD0011

[ 1, 0.82, 0.64, 0.64, 0.64, 0.64, 0.64, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadppg-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" ]

aaaadppg-1

[ "JCHAIN", "HERPUD1", "VIM", "LUM", "PGC", "SCGB3A2", "HYOU1", "DNAJB9", "CD44", "FN1", "SFTPD", "MYDGF", "CEACAM6", "NAPSA", "HIST1H1C", "ITGB1", "NUTF2", "PDIA3", "PRDX4", "ATF4", "NFKB1", "NUCB2", "COL3A1", "RNASE1", "RHOA", "CD79A", "CTNNB1", "MGST1", "SPCS3", "PDIA4", "PECAM1", "TGFB1", "DMBT1", "BCL2L1", "XBP1", "HMOX1", "ACTA2", "KRT18", "LAMP3", "HSPA5", "BCL2", "IDH1" ]

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Plasma

THD0011

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train

aaaaeahc-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" ]

aaaaeahc-1

[ "SPARCL1", "VIM", "HIST1H1C", "ACTA2", "CTNNB1", "COL1A1", "FN1", "EPAS1", "COL3A1", "YAP1", "SMAD4", "EHMT1", "ATF4", "RHOA", "STAT6", "HIF1A", "MS4A7", "GNG11", "ERLEC1", "PCNA", "CSPG4", "PDGFRB", "ITGB6", "PECAM1", "OAS3", "HSPA5", "ITGB1", "PKM", "BCL2L1", "ATF6", "LAMP3", "AXL", "XBP1" ]

[ 8, 7, 3, 6, 530, 603, 260, 14, 151, 134, 225, 193, 136, 620, 519, 184, 46, 468, 544, 258, 383, 238, 197, 420, 146, 425, 308, 431, 411, 272, 306, 438, 58, 47, 332, 52, 619 ]

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Fibroblasts

THD0011

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train

aaaaeaaa-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" ]

aaaaeaaa-1

[ "VIM", "HLA-DRA", "MS4A7", "LUM", "ATP2A3", "CD44", "CTNNB1", "IDH1", "MRC1", "FCER1G", "DCN", "ITGAV", "HERPUD1", "TRAC", "PLIN2", "XBP1", "FN1", "UBE2J1", "CD8A", "CD68", "CXCR4", "SOD2", "SPARCL1", "CD2", "CD52", "SOX9", "SELENOS", "SLC1A3", "SFRP4", "SPRY2", "COL3A1", "CSPG4", "RNASE1", "RHOA", "FCGBP", "PTGDS", "PDGFRB", "PDIA4", "PECAM1", "MSLN", "CD14", "CD3E", "EPAS1", "LYZ", "ITGB1", "BAX", "HMOX1", "LMAN1", "AIF1", "YAP1", "LCK", "ATF6" ]

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T-cells

THD0011

[ 1, 0.775, 0.55, 0.55, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadlfl-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" ]

aaaadlfl-1

[ "VIM", "HMOX1", "IDH1", "LYZ", "HLA-DRA", "PDIA3", "CCL18", "HSPA5", "MRC1", "CD44", "SPP1", "ITGB1", "ITGAX", "AIF1", "RNASE1", "RHOA", "PDIA6", "FCER1G", "C1QC", "PKM", "SOD2", "MGST1", "HMGA1", "GCLM", "XBP1", "PLIN2", "SPCS3", "SFTPC", "ATF4", "CD68", "EPAS1", "MARCO", "TGFB1", "SELENOS", "HIF1A", "IFIT3", "HYOU1", "SEC11C", "UCHL3", "SPINK1", "MS4A7", "ATG7", "PDIA4", "MYDGF", "CTNNB1", "KRT8", "KRT18", "HIST1H1C", "CD8A", "KRT6A", "KRT5", "SLC1A3", "HES1", "HERPUD1", "HAVCR2", "CST3", "SAA2", "S100A8", "HLA-DQB1", "CD86", "NKG7", "ITGAV", "ACTA2", "AKR1C1", "AKR1C2", "NUTF2", "LGALS1", "AXIN2", "NUCB2", "LMAN1", "BAX", "BCL2L1", "FN1", "BMPR2", "TREM2", "PTPRC", "GSR", "ITGA3", "CCL22", "EPCAM", "IRF1", "FOXP3", "GPR183", "STAT6", "SSR3", "PRDX4", "SPCS2" ]

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SPP1+ Macrophages

THD0011

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

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train

aaaadlfm-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" ]

aaaadlfm-1

[ "VIM", "HMOX1", "MARCO", "LYZ", "HLA-DRA", "PLIN2", "ITGAX", "AIF1", "IDH1", "FCER1G", "HYOU1", "RNASE1", "CD68", "PPARG", "SOD2", "MRC1", "PDIA3", "HLA-DQA1", "ATF4", "RHOA", "ITGB1", "NFKB1", "HIST1H1C", "PKM", "HIF1A", "SPCS3", "HERPUD1", "ERLEC1", "HAVCR2", "FAS", "RTKN2", "CTNNB1", "CST3", "CD44", "CSPG4", "GCLM", "SFTA2", "MS4A7", "NUTF2", "MSLN", "PDIA4", "STAT6", "VEGFA", "LGALS1", "ITGAV", "ATF6", "TREM2", "KRT18", "IFIT2", "CCL18", "ICAM1", "HSPA5", "KRT8" ]

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SPP1+ Macrophages

THD0011

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

aaaadlfp-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" ]

aaaadlfp-1

[ "SFTPD", "HIST1H1C", "VIM", "KRT8", "HLA-DRA", "KRT18", "PCNA", "ATF4", "FN1", "MYDGF", "CTNNB1", "PLIN2", "EPCAM", "PDIA3", "CEACAM6", "CD44", "HMGA1", "ITGB1", "SELENOS", "ICAM1", "RHOA", "PDIA4", "SLC25A4", "IDH1", "EHMT1", "TOP2A", "PPARG", "MRC1", "LYZ", "SOD2", "EGFR", "NKX2-1", "HAVCR2", "UCHL3", "NAPSA", "GCLM", "SFTA2", "RTKN2", "VEGFA", "S100A2", "MGST1", "SPCS3", "PRDX4", "ITGB6", "NUTF2", "STAT1", "UBE2J1", "ITGAV", "ACTA2", "HYOU1", "HERPUD1" ]

[ 8, 7, 3, 6, 507, 260, 603, 328, 263, 324, 420, 46, 225, 390, 151, 442, 194, 426, 117, 100, 264, 306, 494, 275, 468, 427, 515, 276, 184, 581, 448, 379, 357, 526, 182, 404, 253, 596, 394, 231, 504, 473, 602, 478, 369, 532, 450, 308, 409, 542, 594, 304, 14, 273, 254 ]

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Proliferating Epithelial

THD0011

[ 1, 1, 0.82, 0.82, 0.82, 0.82, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

[ "LYZ", "VIM", "EPAS1", "SFTPD", "PDIA3", "HLA-DRA", "IDH1", "HYOU1", "COL3A1", "CCL2", "ITGAM", "PECAM1", "OAS2", "HSPA5", "CD44", "HMOX1", "ITGB1", "HERPUD1", "FN1", "RHOA", "FCN3", "FCGR3A", "CTNNB1", "SOD2", "CREB3L4", "CEACAM6", "STAT6", "TOP1", "CRELD2", "ITGB6", "KRT18", "LMAN1", "HLA-DQA1", "IL7R", "MUC5AC", "MGST1", "SSR3", "SPINK1", "SOX4", "SFTA2", "S100A9", "S100A8", "RTKN2", "RNASE1", "PTPRC", "PTGDS", "PKM", "PDIA6", "PDIA4", "PDGFRA", "NUTF2", "NUCB2", "NAPSA", "MYDGF", "MS4A7", "MANF", "CD68", "ZEB1", "ATF6", "BCL2L1", "ATF4", "AIF1" ]

[ 8, 7, 3, 6, 357, 603, 193, 507, 426, 263, 276, 273, 136, 72, 303, 431, 410, 272, 100, 266, 306, 254, 225, 468, 217, 214, 151, 526, 143, 117, 544, 580, 144, 308, 324, 346, 261, 294, 387, 369, 541, 535, 528, 504, 481, 480, 473, 469, 456, 454, 438, 428, 427, 424, 409, 408, 394, 390, 383, 360, 102, 621, 47, 58, 46, 23 ]

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gCap

THD0011

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train

aaaadipn-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" ]

aaaadipn-1

[ "SFTPC", "SFTPD", "VIM", "NAPSA", "DMBT1", "KRT8", "TOP1", "NKX2-1", "ATF4", "HSPA5", "LUM", "RHOA", "HLA-DRA", "CD44", "KRT18", "MGST1", "SOD2", "PDIA3", "FN1", "XBP1", "LAMP3", "SFTA2", "STAT6", "COL1A2", "COL3A1", "IDH1", "HERPUD1", "SCGB3A2", "HIF1A", "LYZ", "SELENOS", "CTNNB1", "SPCS2", "AGR3", "GSR", "DCN", "BMPR2", "PKM", "COL1A1", "ITGB1", "BANK1", "HMGA1", "SLC25A4", "YAP1", "CEACAM6", "MRC1", "SFRP4", "ZEB1", "MSLN", "FCER1G", "PGC", "PLIN2", "ERLEC1", "EPCAM", "EPAS1", "NUCB2", "EHMT1", "DUOX1", "DNAJB9", "GPR183", "RNASE1", "MYDGF", "CST3", "CSPG4", "MS4A1", "SLC1A3", "SMAD4", "SLC2A1", "ACTA2", "WWTR1", "AIF1", "AKR1C1", "ANKRD28", "WNT5A", "AXL", "UCHL3", "ITGAV", "MANF", "PDGFRA", "HYOU1", "SPCS3", "SPARCL1", "SNCA", "IFNG", "SLC7A11" ]

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

AT2

THD0011

[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.509090909090909, 0.509090909090909, 0.42727272727272725, 0.42727272727272725, 0.42727272727272725, 0.42727272727272725, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 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, 0.18181818181818182, 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, 0, 128.2051239013672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 256.4102478027344, 0, 0, 128.2051239013672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 384.6153564453125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 384.6153564453125, 0, 0, 0, 0, 0, 0, 0, 1025.6409912109375, 128.2051239013672, 0, 0, 0, 0, 0, 0, 0, 0, 128.2051239013672, 0, 0, 0, 256.4102478027344, 0, 0, 0, 0, 0, 128.2051239013672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 512.8204956054688, 0, 128.2051239013672, 0, 0, 0, 0, 0, 128.2051239013672, 641.025634765625, 384.6153564453125, 128.2051239013672, 0, 128.2051239013672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 128.2051239013672, 0, 0, 256.4102478027344, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 128.2051239013672, 0, 128.2051239013672, 0, 256.4102478027344, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 256.4102478027344, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 128.2051239013672, 0, 128.2051239013672, 0, 0, 0, 0, 0, 128.2051239013672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 384.6153564453125, 128.2051239013672, 256.4102478027344, 0, 384.6153564453125, 128.2051239013672, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 384.6153564453125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 128.2051239013672, 0, 0, 0, 128.2051239013672, 128.2051239013672, 0, 0, 0, 0, 128.2051239013672, 0, 256.4102478027344, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 128.2051239013672, 0, 0, 0, 0, 0, 641.025634765625, 0, 0, 0, 0, 0, 0, 0, 0, 256.4102478027344, 0, 0 ] ]

train

aaaadlfd-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" ]

aaaadlfd-1

[ "EPAS1", "VIM", "HMOX1", "HERPUD1", "DMBT1", "PKM", "RHOA", "CD34", "PECAM1", "HSPA5", "PI16", "FCN3", "LUM", "STAT6", "LAMP3", "ITGB1", "XBP1", "ATF4", "FN1", "EPCAM", "HEY1", "ITGAM", "NAPSA", "FCER1G", "SOD2", "HMGA1", "SPCS2", "MS4A7", "HYOU1", "PLIN2", "IDH1", "ACTA2", "SPARCL1", "KRT8", "PGC", "UBE2J1", "KRT5", "ATP2A3", "MRC1", "SSR3" ]

[ 8, 7, 3, 6, 193, 603, 266, 254, 177, 438, 468, 92, 431, 272, 434, 217, 353, 544, 332, 306, 619, 46, 225, 194, 257, 303, 394, 211, 526, 264, 531, 383, 273, 442, 276, 14, 530, 328, 433, 594, 325, 50, 379, 541 ]

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Arteriole

THD0011

[ 1, 0.82, 0.82, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadmkf-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" ]

aaaadmkf-1

[ "SFTPD", "CEACAM6", "NAPSA", "HLA-DRA", "NKX2-1", "SFTA2", "SCGB3A2", "ICAM1", "RTKN2", "EPCAM", "ATF4", "VEGFA", "KRT18", "PDIA3", "ITGB6", "PDIA4", "SEC11C", "ITGA3", "FN1", "PKM", "NUCB2", "WWTR1", "RHOA", "SOD2", "RNASE1", "XBP1", "HIST1H1C", "STAT1", "ITGAV", "ITGB1", "PGC", "FAS", "HIF1A", "SPCS2", "CXCL14", "SFTPC", "MGST1", "SLC25A4", "MSLN", "CST3", "SPCS3", "MMP7", "SCGB1A1", "MRC1", "CTNNB1", "GSR", "HERPUD1", "EGFR", "AGER", "AGR3", "AKR1C2", "WFDC2", "ATG7", "KRT6A", "KRT8", "EPAS1", "PDIA6", "YAP1", "EHMT1", "BMPR2", "HMGA1", "CPA3", "NOX4", "HSPA5", "TOP1", "LMAN1", "OAS2", "IFNG", "IDH1", "GCLM", "STAT6" ]

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AT1

THD0011

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

aaaadlgf-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" ]

aaaadlgf-1

[ "SFTPD", "DMBT1", "EPAS1", "VIM", "XBP1", "SFTPC", "RHOA", "NAPSA", "SPCS2", "STAT6", "CST3", "PECAM1", "EGFR", "PDIA3", "NUTF2", "NUCB2", "SMAD4", "YAP1", "FN1", "MSLN", "IRF1", "KRT18", "SFTA2", "SEC11C", "SCGB3A2", "SAA2", "COL1A1", "RTKN2", "KRT8", "LAMP3", "LMAN1", "ITGB6", "PLIN2", "DCN", "LPAR2", "LUM", "HEY1", "HERPUD1", "PDGFRB", "PDGFRA", "CD44", "EPCAM", "MANF", "FAS", "GPR183", "NKX2-1", "FCN3", "PKM", "IL7R", "ITGB1", "UGDH", "BCL2L1", "BMPR2" ]

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gCap

THD0011

[ 1, 1, 0.82, 0.82, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadlgg-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" ]

aaaadlgg-1

[ "VIM", "SFTPD", "PGC", "NAPSA", "SFTPC", "ITGB1", "PECAM1", "EPAS1", "LUM", "DCN", "HERPUD1", "NKX2-1", "SOD2", "DMBT1", "FN1", "PTGDS", "RTKN2", "SCGB3A2", "HSPA5", "EHMT1", "PKM", "LAMP3", "CTNNB1", "SPCS3", "FCN3", "SPARCL1", "SOX9", "CD274", "CD34", "EGFR", "FGF7", "CEACAM6", "PDIA3", "PDIA4", "DUOX1", "KRT18", "NUCB2", "PLIN2", "IL4R", "HYOU1", "HMOX1", "COL1A2", "EPCAM", "TGFB1", "RNASE1", "HIST1H1C", "ATF4" ]

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gCap

THD0011

[ 1, 0.85, 0.7, 0.7, 0.5499999999999999, 0.5499999999999999, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadmkg-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" ]

aaaadmkg-1

[ "VIM", "EPAS1", "SPARCL1", "FN1", "CTNNB1", "ATF4", "LUM", "SLC2A1", "ACTA2", "CD44", "RNASE1", "MANF", "COL3A1", "HIST1H1C", "PDGFRA", "PDGFRB", "SNAI2", "HMGA1", "FKBP11", "GLP1R", "STAT6", "HIF1A", "COL1A2", "HES1", "COL1A1", "GNG11", "CLDN5", "SFRP2", "SCGB1A1", "SOD2", "SELENOS", "MYC", "PECAM1", "SFTPC", "FABP4", "VEGFA", "ATF6", "ATG7", "KRT8", "ERLEC1", "FAS", "ITGA3", "BCL2L1", "PLIN2", "BMPR2", "RHOA", "LMAN1", "EPCAM", "EHMT1", "ITGAV", "AKR1C2" ]

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SMCs

THD0011

[ 1, 0.82, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadkkm-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" ]

aaaadkkm-1

[ "KRT8", "MFAP5", "KRT18", "ITGAM", "CDH26", "SPP1", "MEG3", "KRT14", "VIM", "ICAM1", "CD28", "POSTN", "OAS2", "BANK1", "PTPRC", "RACGAP1", "PLPP5", "RSPO3", "CTNNB1", "CTHRC1", "IL7R", "COL4A3", "SELENOS", "EREG", "SFRP4", "CLDN5", "SLC1A3", "CEACAM6", "CD86", "SNCA", "SAA2", "ERLEC1", "FGF7", "PDIA4", "JCHAIN", "LCK", "ISG20", "LTB", "LY6D", "IFIT1", "HYOU1", "HSPA5", "HMOX1", "MGST1", "HIF1A", "HEY1", "MMP7", "MRC1", "GZMB", "MS4A7", "GCLM", "NKX2-1", "FGFBP2", "CD69", "OAS3", "PDIA6", "SOD2", "KLRC1", "CCR7", "BMPR2", "UBE2S", "AKR1C2", "CD19", "CD1A", "CCL21", "TCL1A", "TNF", "WNT5A", "ATF3", "SOX9", "CD3G", "SPCS2" ]

[ 8, 7, 3, 6, 328, 368, 324, 303, 113, 536, 366, 321, 603, 275, 90, 446, 410, 54, 456, 457, 444, 472, 151, 149, 294, 137, 494, 196, 503, 126, 513, 117, 109, 524, 483, 197, 221, 427, 310, 334, 300, 350, 354, 278, 273, 272, 266, 369, 258, 257, 374, 379, 249, 383, 231, 404, 222, 103, 411, 428, 526, 317, 79, 61, 595, 27, 82, 83, 73, 553, 572, 614, 45, 529, 96, 531 ]

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B cells

THD0011

[ 1, 0.7, 0.7, 0.7, 0.7, 0.7, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 566.0377197265625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 754.7169799804688, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 283.01885986328125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 188.6792449951172, 0, 0, 0, 0, 94.3396224975586, 283.01885986328125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 943.396240234375, 0, 0, 0, 0, 0, 0, 0, 0, 188.6792449951172, 0, 0, 0, 94.3396224975586, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 188.6792449951172, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 188.6792449951172, 0, 94.3396224975586, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 566.0377197265625, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 188.6792449951172, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 471.6981201171875, 0, 0, 0, 0, 188.6792449951172, 1320.7547607421875, 660.3773803710938, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94.3396224975586, 0, 94.3396224975586, 0, 377.3584899902344, 0, 0, 0, 0, 0, 0, 0, 0, 471.6981201171875, 283.01885986328125, 0 ] ]

train

aaaadpml-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" ]

aaaadpml-1

[ "SFTPC", "JCHAIN", "DMBT1", "SFTPD", "PGC", "CD44", "XBP1", "SCGB3A2", "VIM", "IDH1", "FN1", "YAP1", "RHOA", "MYDGF", "LUM", "KRT18", "SFTA2", "HLA-DRA", "SOD2", "MSLN", "PKM", "NUCB2", "ITGB1", "ACTA2", "SSR3", "NFKB1", "COL1A1", "CCL2", "PDIA3", "HIST1H1C", "LAMP3", "EPAS1", "BANK1", "UCHL3", "ICAM1", "UQCRHL", "TOP1", "LAG3" ]

[ 8, 7, 3, 6, 506, 310, 177, 507, 433, 100, 619, 489, 603, 276, 225, 620, 468, 390, 353, 324, 504, 263, 526, 384, 438, 408, 306, 14, 541, 400, 134, 72, 426, 260, 332, 193, 54, 596, 275, 600, 580, 329 ]

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AT2

THD0011

[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.6, 0.5, 0.5, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 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

aaaaeabb-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" ]

aaaaeabb-1

[ "ACTA2", "SPARCL1", "VIM", "FN1", "ATF4", "HIF1A", "YAP1", "LMAN1", "HIST1H1C", "LUM", "ZEB1", "ITGA3", "CSPG4", "LYZ", "BMPR2", "STAT6", "SPCS3", "GSR", "NUTF2", "COL1A2", "SOD2", "COL3A1", "HSPA5", "FABP4", "HERPUD1", "HYOU1", "BCL2L1", "CST3", "ITGAV", "CTHRC1", "RHOA", "PRDX4", "RAMP2", "PLIN2", "AGER", "ITGB1", "PTGDS" ]

[ 8, 7, 3, 6, 14, 530, 603, 225, 46, 258, 620, 346, 260, 353, 621, 301, 146, 357, 61, 544, 532, 247, 409, 135, 526, 136, 272, 202, 254, 273, 58, 147, 304, 149, 468, 450, 459, 442, 21, 306, 454 ]

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SMCs

THD0011

[ 1, 0.85, 0.7, 0.5499999999999999, 0.5499999999999999, 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 ]

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train

aaaadlfb-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" ]

aaaadlfb-1

[ "VIM", "TPSAB1", "CPA3", "CD44", "CD69", "ATP2A3", "SPCS3", "SFTPD", "RTKN2", "KIT", "ATF4", "PDIA3", "HMOX1", "HSPA5", "LUM", "SSR3", "SPP1", "HAVCR2", "SOX4", "PGC", "GSR", "PTPRC", "FN1", "HIF1A", "SCG2", "NAPSA", "COL3A1", "RSPO3", "CSPG4", "CTHRC1", "FCER1G", "ITGB1", "PLIN2", "DUOX1", "SLC7A11", "HIST1H1C", "SOD2", "BCL2", "KLRG1", "LPAR1", "ATF6", "IDH1", "IRF1", "TOP1", "KRT18" ]

[ 8, 7, 3, 6, 603, 584, 142, 100, 103, 50, 532, 507, 473, 313, 46, 426, 266, 272, 353, 541, 536, 253, 528, 433, 247, 456, 225, 258, 487, 394, 136, 472, 146, 149, 211, 306, 442, 180, 517, 260, 526, 57, 319, 348, 47, 276, 296, 580, 324 ]

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Mast

THD0011

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

[ [ 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 519.4805297851562, 0, 0, 0, 0, 0, 0, 0, 0, 389.61041259765625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 519.4805297851562, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 1038.9610595703125, 259.7402648925781, 0, 129.87013244628906, 259.7402648925781, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 129.87013244628906, 259.7402648925781, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 519.4805297851562, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 129.87013244628906, 0, 0, 129.87013244628906, 0, 129.87013244628906, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 129.87013244628906, 0, 0, 0, 0, 129.87013244628906, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 129.87013244628906, 2467.532470703125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]

train

aaaadkjo-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" ]

aaaadkjo-1

[ "VIM", "HMOX1", "COL3A1", "CCL18", "MARCO", "CD14", "HSPA5", "ITGB1", "IDH1", "GSR", "MUC5AC", "PI16", "ICAM1", "CEACAM6", "SOD2", "LUM", "STAT1", "FN1", "GCLM", "CD44", "SLC7A11", "CD68", "SOX4", "HLA-DRA", "SLC25A37", "ITGAX", "PDIA3", "AKR1C1", "DCN", "LGALS1", "PKM", "PLIN2", "ERLEC1", "RHOA", "ITGAM", "PDIA6", "EREG", "VEGFA" ]

[ 8, 7, 3, 6, 603, 266, 136, 71, 362, 80, 272, 306, 276, 247, 387, 434, 275, 117, 526, 353, 542, 225, 231, 100, 517, 102, 528, 263, 514, 305, 426, 26, 169, 336, 438, 442, 197, 468, 303, 428, 196, 602 ]

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SPP1+ Macrophages

THD0011

[ 1, 0.82, 0.64, 0.64, 0.64, 0.45999999999999996, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadlia-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" ]

aaaadlia-1

[ "HMOX1", "IDH1", "VIM", "ITGAX", "FCER1G", "MARCO", "CCL18", "SOD2", "AIF1", "CD68", "LYZ", "PKM", "RHOA", "MS4A7", "ICAM1", "RNASE1", "MYDGF", "HLA-DRA", "SPCS3", "PDIA3", "HSPA5", "HIF1A", "EPAS1", "ATF4", "PDIA4", "BCL2L1", "SPCS2", "HES1", "ITGB1", "PDIA6", "CD44", "MANF", "ACTA2", "CRELD2", "SMAD4", "MEG3", "GSR", "SLC25A37", "XBP1", "S100A9", "FKBP11", "MRC1", "MUC5B", "PPARG", "CST3", "ITGAM", "HLA-DQB1", "PRDX4", "LGALS1", "RACGAP1", "TOP1", "NKX2-1", "IFIT1", "PLIN2", "ATG7", "CCL2", "STAT1", "VEGFA", "HYOU1" ]

[ 8, 7, 3, 6, 266, 276, 603, 305, 211, 362, 71, 526, 23, 102, 357, 438, 468, 383, 275, 469, 390, 263, 532, 426, 272, 258, 193, 46, 427, 58, 531, 255, 306, 428, 100, 360, 14, 144, 519, 366, 247, 514, 619, 481, 224, 379, 388, 448, 147, 303, 262, 450, 336, 457, 580, 404, 278, 442, 48, 72, 542, 602, 273 ]

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SPP1+ Macrophages

THD0011

[ 1, 0.8875, 0.775, 0.6625, 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, 0.21250000000000002, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]

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train

aaaadkkc-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" ]

aaaadkkc-1

[ "HMOX1", "VIM", "CCL18", "VEGFA", "IDH1", "HERPUD1", "MARCO", "MS4A7", "MRC1", "CD44", "PDIA3", "HSPA5", "ITGAX", "PDIA6", "PKM", "PLIN2", "CD68", "IL7R", "ITGAM", "ATF4", "EREG", "S100A8", "MYDGF", "HIF1A", "LPAR1", "ATG7", "SLC7A11", "HLA-DRA", "GCLM", "PDIA4", "LYZ", "XBP1", "TOP1" ]

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SPP1+ Macrophages

THD0011

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

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train

aaaaeabg-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" ]

aaaaeabg-1

[ "VIM", "LYZ", "HMOX1", "HLA-DRA", "MARCO", "RHOA", "IDH1", "FN1", "CTNNB1", "XBP1", "HAVCR2", "KRT8", "PLIN2", "HIST1H1C", "PDIA4", "SOX2", "PDIA6", "GLP1R", "CD68", "MS4A7", "HLA-DQA1", "SAA2", "MYDGF", "NAPSA", "PDIA3", "FABP4", "RSPO3", "ERLEC1", "SFTPC", "FCER1G", "ITGAX", "LGALS1", "UQCRHL", "TREM2", "UBE2S", "DDIT3", "HSPA5" ]

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not available

THD0011

[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.48571428571428577, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 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

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", "LUM", "SPARCL1", "FN1", "EPAS1", "RHOA", "HIST1H1C", "ATF4", "KRT18", "XBP1", "ACTA2", "CD68", "HIF1A", "DCN", "DDIT3", "ATG7", "EHMT1", "LYZ", "TGFB1", "ICAM1", "FCN3", "COL3A1", "FGF7", "MGST1", "IDH1", "PKM", "CD3E", "CD4", "SOD2", "COL1A2", "TOP1", "CSPG4", "KRT8", "AKR1C2", "AXL", "ERLEC1", "FABP4", "ATF3", "ITGB1", "LILRA4", "PDGFRA", "BMPR2", "PTGDS" ]

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Fibroblasts

THD0011

[ 1, 0.82, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadmjf-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" ]

aaaadmjf-1

[ "HLA-DRA", "VIM", "HMOX1", "PLIN2", "MARCO", "PDIA3", "AIF1", "HSPA5", "CD68", "GPR183", "SOD2", "CCL2", "CCL18", "IDH1", "RHOA", "IL7R", "PKM", "AKR1C1", "SMAD4", "HLA-DQA1", "HIST1H1C", "PTPRC", "S100A9", "STAT1", "SPRY2", "HAVCR2", "MYDGF", "COL3A1", "CENPF", "WT1", "DIRAS3", "FGFBP2", "CD44", "ITGAX", "FN1", "ATG7", "MRC1", "PDIA6", "LGALS1", "IFIT3", "HMGA1", "NUCB2" ]

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not available

THD0011

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train

aaaadlmb-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" ]

aaaadlmb-1

[ "SFTPC", "PGC", "SFTPD", "DMBT1", "SCGB3A2", "ATF4", "NAPSA", "PDIA3", "PTGDS", "FN1", "CCN2", "SELENOS", "NKX2-1", "LUM", "SOD2", "XBP1", "HES1", "LYZ", "SPCS3", "MGST1", "CD44", "GKN2", "SMAD4", "CST3", "EPCAM", "PRDX4", "MYDGF", "POSTN", "COL1A1", "PDGFRB", "COL3A1", "PDGFRA", "PLIN2", "SPARCL1", "ATF6", "ACTA2", "HMGA1", "LAMP3", "BCL2", "HSPA5", "KRT18", "BMP4", "YAP1", "AKR1C2", "IDH1" ]

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AT2

THD0011

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

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train

aaaadpai-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" ]

aaaadpai-1

[ "EPAS1", "VIM", "PKM", "CA4", "PDIA4", "PECAM1", "BMPR2", "LYZ", "PGC", "C1QC", "RNASE1", "RTKN2", "COL1A2", "HERPUD1", "HSPA5", "FN1", "FCER1G", "CST3", "CD52", "ACTA2", "KRT8", "HEY1", "IFIT1", "IRF1", "IL7R", "HIST1H1C", "HMOX1", "HLA-DRA", "ITGA3", "HIF1A", "FCN3", "FCGR3A", "EGFR", "COL3A1", "IDH1", "ITGAV", "LUM", "KDR", "WWTR1", "WFDC2", "TTC19", "TOP1", "STAT6", "SPP1", "SPCS3", "SPARCL1", "SLC25A4", "ITGB1", "SFTPD", "SEC11C", "RHOA", "PTPRC", "PLIN2", "PDIA6", "MRC1", "LMAN1", "LGALS1", "KRT6A", "SFTA2", "CFTR", "ZEB1", "AIF1", "CD4", "CD44", "ATF4", "AGER", "CD274" ]

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gCap

THD0011

[ 1, 0.82, 0.64, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadpde-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" ]

aaaadpde-1

[ "VIM", "EPAS1", "PECAM1", "SPARCL1", "IL7R", "CEACAM6", "FCN3", "BMPR2", "SFTA2", "NAPSA", "COL1A2", "LUM", "CD34", "BANK1", "CCN2", "AXL", "XBP1", "ITGB1", "ATF4", "PKM", "SFTPD", "RHOA", "RNASE1", "SOD2", "HYOU1", "FN1", "CST3", "IDH1", "HERPUD1", "SEC11C", "PTGDS", "CGA", "S100A8", "CTLA4", "RTKN2", "CSPG4", "RAMP2", "COL3A1", "SCGB1A1", "PDGFRB", "EHMT1", "KRT18", "ITM2C", "LGALS1", "IRF1", "YAP1", "LMAN1", "LYZ", "ICAM1", "PPARG", "MGST1", "HAVCR2", "MS4A7", "GSR", "GNG11", "PDGFRA", "PDIA3", "PDIA4", "PDIA6", "HIST1H1C", "CEACAM5", "DCN", "STAT6", "STAT1", "SPRY2", "AXIN2", "SPCS3", "CD4", "TOP1", "BCL2L1", "ATF3", "SNAI2", "WWTR1", "SMAD4" ]

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Alveolar FBs

THD0011

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

aaaadpdh-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" ]

aaaadpdh-1

[ "S100A8", "S100A9", "VIM", "EPAS1", "FN1", "IL7R", "ITGAX", "PECAM1", "ITGB1", "PKM", "PTPRC", "SLC25A37", "CST3", "HEY1", "LUM", "CD14", "IFIT2", "RHOA", "S100A12", "FCN3", "SPCS3", "SOD2", "HERPUD1", "GKN2", "CTNNB1", "DUOX1", "ITGAM", "ITGA3", "IL32", "EPCAM", "ICAM1", "HMGA1", "HIST1H1C", "HIF1A", "FCER1G", "FKBP11", "IGLL1", "KDR", "MEG3", "LGALS1", "UBE2J1", "STAT1", "SOX4", "SLC2A1", "SFTPD", "SFTA2", "SCGB3A2", "RTKN2", "RSPO3", "RNASE1", "PTGDS", "PDIA6", "PDIA3", "PDGFRB", "PDGFRA", "NUCB2", "NOX4", "NAPSA", "MYC", "MGST1", "LYZ", "LTB", "LPAR2", "KLRC1", "COL1A2", "ZEB1", "ATF4", "AKR1C1", "CCN2", "CD34", "ANKRD28", "AIF1" ]

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Interstitial Macrophages

THD0011

[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.5, 0.4, 0.4, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadpdk-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" ]

aaaadpdk-1

[ "VIM", "FN1", "SOD2", "ITGB1", "CCN2", "PTGDS", "RHOA", "COL1A2", "LUM", "EPAS1", "HIST1H1C", "S100A8", "KDR", "EHMT1", "DCN", "HIF1A", "LPAR1", "CD44", "S100A9", "SMAD4", "CTNNB1", "SNCA", "SFTPD", "SLC25A37", "PDGFRA", "PDIA6", "CD34", "FAS", "NKX2-1", "FCN3", "FGF7", "MS4A7", "GSR", "HERPUD1", "LMAN1", "IFIT3", "YAP1", "ITGA3", "ITGAV", "PLPP5", "SPARCL1", "IL7R", "STAT1", "AKR1C1", "VEGFA", "AKR1C2", "BCL2L1", "WWTR1", "CA4" ]

[ 8, 7, 3, 6, 603, 225, 526, 306, 76, 454, 468, 135, 353, 193, 260, 480, 312, 184, 169, 258, 348, 100, 481, 519, 151, 524, 507, 514, 424, 428, 92, 206, 404, 217, 221, 383, 247, 254, 346, 280, 620, 301, 304, 444, 530, 294, 542, 26, 602, 27, 58, 618, 68 ]

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Alveolar FBs

THD0011

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

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train

aaaadpdl-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" ]

aaaadpdl-1

[ "FN1", "PDGFRA", "LUM", "PDIA3", "SOD2", "COL3A1", "DCN", "ITGB1", "CCN2", "TOP1", "BCL2", "CTNNB1", "YAP1", "RTKN2", "EPAS1", "PDGFRB", "FAS", "IFIT3", "ATF4", "WWTR1", "SNCA", "SFTPD", "SCG2", "SAA2", "ITM2C", "CD14", "HEY1", "CSPG4", "HSPA5", "PDIA4", "STAT6", "LAMP3", "GSR", "HERPUD1", "COL1A2", "RHOA", "PTGDS", "XBP1", "AXL", "TGFB3", "VIM" ]

[ 8, 7, 3, 6, 225, 424, 353, 426, 526, 136, 169, 306, 76, 580, 57, 151, 620, 473, 193, 425, 206, 280, 46, 618, 524, 507, 487, 483, 309, 80, 257, 146, 272, 427, 544, 332, 247, 254, 135, 468, 454, 619, 52, 558, 603 ]

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Alveolar FBs

THD0011

[ 1, 0.82, 0.82, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadpea-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" ]

aaaadpea-1

[ "VIM", "EPAS1", "SFTPD", "FCN3", "RHOA", "PGC", "IL7R", "HIST1H1C", "ZEB1", "RTKN2", "PDGFRB", "WWTR1", "AGER", "NAPSA", "FN1", "CTNNB1", "PDIA4", "CD44", "SOD2", "IFIT3", "IFIT1", "LUM", "HSPA5", "MAL", "CST3", "OAS2", "NUTF2", "HIF1A", "HEY1", "CD68", "HERPUD1", "SPCS2", "COL1A2", "COL1A1", "S100A8", "LMAN1", "XBP1", "ERLEC1", "ATF4", "ITGB1", "KRT18", "EGFR", "PECAM1", "PTGDS", "SPARCL1", "CLDN5", "IRF1", "YAP1", "BMPR2", "PDIA3", "RNASE1", "CA4", "PTPRC" ]

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gCap

THD0011

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

[ [ 0, 0, 56.17977523803711, 112.35955047607422, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 112.35955047607422, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 168.53932189941406, 0, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 280.89886474609375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 0, 674.1572875976562, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 112.35955047607422, 168.53932189941406, 0, 0, 0, 0, 224.71910095214844, 224.71910095214844, 0, 224.71910095214844, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 168.53932189941406, 168.53932189941406, 0, 0, 0, 56.17977523803711, 0, 56.17977523803711, 56.17977523803711, 280.89886474609375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 168.53932189941406, 0, 0, 56.17977523803711, 0, 224.71910095214844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 280.89886474609375, 0, 0, 280.89886474609375, 0, 0, 0, 0, 112.35955047607422, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 112.35955047607422, 0, 0, 0, 0, 0, 0, 280.89886474609375, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 224.71910095214844, 0, 0, 0, 393.2584228515625, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 0, 337.0786437988281, 112.35955047607422, 112.35955047607422, 168.53932189941406, 337.0786437988281, 0, 0, 168.53932189941406, 112.35955047607422, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 56.17977523803711, 0, 224.71910095214844, 56.17977523803711, 0, 224.71910095214844, 0, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 56.17977523803711, 168.53932189941406, 0, 0, 0, 0, 112.35955047607422, 0, 56.17977523803711, 56.17977523803711, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 0, 0, 112.35955047607422, 0, 0, 0, 0, 56.17977523803711, 112.35955047607422, 56.17977523803711, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 0, 56.17977523803711, 0, 0, 0, 0, 337.0786437988281, 224.71910095214844, 0, 56.17977523803711, 0, 0, 0, 0, 0, 0, 280.89886474609375, 0, 0 ] ]

train

aaaadpec-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" ]

aaaadpec-1

[ "CEACAM6", "NKX2-1", "PGC", "PDIA3", "VEGFA", "XBP1", "ICAM1", "CCN2", "KRT18", "MGST1", "KRT8", "RHOA", "NAPSA", "EPAS1", "EPCAM", "RTKN2", "VIM", "ERLEC1", "ITGB1", "HIST1H1C", "ITGA3", "SELENOS", "BCL2L1", "PECAM1", "HIF1A", "PKM", "EGFR", "AGER", "LYZ", "PLIN2", "DUOX1", "STAT1", "PDIA6", "PDIA4", "ATF4", "LGALS1", "SPCS2", "SFTPD", "FAS", "CD44", "SMAD4", "HEY1", "SLC25A4", "SLC25A37", "CDKN2A", "RNASE1", "SEC11C", "SCGB3A2", "GNG11", "COL4A3", "RAMP2", "PRDX4", "NUTF2", "HMGA1", "ACTA2", "AKR1C1", "ITGAV", "WFDC2", "UBE2J1", "BCL2", "IL32", "FCGR3A", "CCL18", "LMAN1", "TOP1", "STAT6", "HSPA5", "MSLN", "HYOU1", "SSR3", "TGFB2" ]

[ 8, 7, 3, 6, 117, 404, 433, 426, 602, 619, 275, 76, 324, 369, 328, 468, 394, 193, 194, 473, 603, 197, 306, 260, 301, 494, 58, 431, 258, 438, 182, 21, 357, 442, 180, 542, 428, 427, 46, 336, 531, 507, 206, 100, 519, 257, 515, 514, 115, 469, 490, 489, 238, 137, 459, 450, 409, 264, 14, 26, 304, 610, 594, 57, 291, 214, 71, 346, 580, 544, 272, 384, 273, 541, 557 ]

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AT1

THD0011

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

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train

aaaadpkp-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" ]

aaaadpkp-1

[ "EPAS1", "CD44", "HLA-DRA", "PGC", "SFTPC", "PECAM1", "DMBT1", "HIST1H1C", "STAT6", "KRT8", "SFTPD", "BMPR2", "VIM", "NAPSA", "CCN2", "FCN3", "MGST1", "CTNNB1", "NKX2-1", "HERPUD1", "SPCS3", "HIF1A", "ITGB1", "PDIA4", "PDIA3", "RHOA", "SELENOS", "IL7R", "KRT18", "UBE2J1", "WWTR1", "ATF4", "SMAD4", "GSR", "SLC25A37", "GNG11", "SFTA2", "CFTR", "FKBP11", "RTKN2", "RNASE1", "FAS", "PLIN2", "PKM", "WNT5A", "EGFR", "XBP1", "MANF", "HAVCR2", "IFIT1", "LMAN1", "CA4", "SPCS2", "TGFB1", "HMOX1" ]

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gCap

THD0011

[ 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, 0.2285714285714286, 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 ]

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train

aaaadpam-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" ]

aaaadpam-1

[ "VIM", "HMOX1", "SPP1", "HLA-DRA", "PDIA3", "IDH1", "RNASE1", "PDIA4", "HSPA5", "MS4A7", "PKM", "MRC1", "CCL2", "HIF1A", "LYZ", "CD68", "FCER1G", "RHOA", "CD44", "HYOU1", "SOD2", "HERPUD1", "PDIA6", "CCL18", "PLIN2", "MYDGF", "CTNNB1", "AIF1", "ITGAX", "XBP1", "STAT6", "PGC", "IL7R", "HLA-DQA1", "ICAM1", "PTPRC", "ITGB1", "HAVCR2", "PECAM1", "EPAS1", "SPCS3", "SFTPC", "GCLM", "NUCB2", "ACTA2", "LMAN1", "MANF", "VEGFA", "NUTF2", "MARCO", "ATF4", "CEACAM6", "SLC1A3", "MGST1", "BAX", "SFTPD", "S100A9", "CRELD2", "CST3", "ITGAM", "EMG1", "EHMT1", "LPAR2", "HIST1H1C", "PTGDS", "DMBT1", "DUOX1", "ERLEC1", "IRF1", "DDIT3", "SPCS2", "CD34", "AXIN2", "TTC19", "BCL2L1", "TREM2", "TGFB1", "CD14" ]

[ 8, 7, 3, 6, 603, 266, 536, 263, 426, 276, 469, 427, 272, 383, 438, 379, 72, 258, 357, 102, 211, 468, 100, 273, 526, 254, 428, 71, 442, 390, 151, 23, 305, 619, 544, 433, 294, 261, 275, 456, 306, 253, 431, 193, 532, 506, 231, 408, 14, 346, 360, 602, 409, 362, 46, 117, 513, 369, 55, 507, 481, 144, 147, 303, 191, 184, 349, 260, 454, 177, 180, 197, 296, 171, 531, 92, 51, 590, 58, 586, 556, 80 ]

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SPP1+ Macrophages

THD0011

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

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train

aaaadped-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" ]

aaaadped-1

[ "EPAS1", "PDGFRB", "VIM", "RHOA", "FN1", "LUM", "SFTPD", "PDGFRA", "DMBT1", "CTNNB1", "COL1A2", "NAPSA", "DCN", "SPARCL1", "SCGB3A2", "KRT8", "YAP1", "WWTR1", "S100A8", "SCGB1A1", "COL1A1", "SEC11C", "SELENOS", "S100A2", "CPA3", "CSPG4", "CST3", "SLC2A1", "SMAD4", "S100A9", "PTPRC", "DUOX1", "ITGB1", "ITGA3", "LMAN1", "HSPA5", "LYZ", "HIST1H1C", "DNAJB9", "HES1", "MGST1", "NFKB1", "FAS", "PDIA6", "PGC", "SNAI2", "HERPUD1", "EPCAM", "KDR", "SPCS3", "WNT5A", "CCN2", "ATG7", "BCL2", "TGFB1", "TOP1", "ACTA2", "ATF4", "CD247" ]

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Fibroblasts

THD0011

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train

aaaadopk-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" ]

aaaadopk-1

[ "VIM", "FCER1G", "IDH1", "PLIN2", "SOD2", "MARCO", "HLA-DRA", "PKM", "CD68", "PDIA4", "CD44", "CCL18", "RHOA", "LYZ", "CD14", "HIF1A", "PDIA3", "AIF1", "SLC1A3", "CTNNB1", "CCL2", "PTPRC", "HMOX1", "PDIA6", "GPR183", "MS4A7", "BAX", "MRC1", "ATG7", "ITGB1", "SEC11C", "MYDGF", "ICAM1", "S100A9", "ACTA2", "RNASE1", "PGC", "SPP1", "PPARG", "CST3", "SAA2", "SCGB1A1", "SFTPC", "NUCB2", "XBP1", "NFKB1", "ITGAM", "HSPA5", "HERPUD1", "FCGR3A", "ERLEC1", "KRT8", "ITGAX", "MCEMP1", "HYOU1", "CTHRC1", "HLA-DQA1", "S100A2", "DCN", "HAVCR2", "DMBT1", "GSR", "DNAJB9", "NAPSA", "PRDX4", "EPAS1", "PCNA", "HIST1H1C", "CFTR", "KRT18", "SSR3", "STAT6", "ANKRD28", "SPCS3", "ATF4", "UCHL3", "CD27", "BCL2L11", "BMPR2", "SOX4", "STAT1", "TOP1" ]

[ 8, 7, 3, 6, 603, 211, 276, 442, 526, 362, 263, 438, 102, 427, 100, 71, 468, 357, 80, 258, 426, 23, 513, 151, 72, 456, 266, 428, 242, 383, 55, 379, 48, 306, 490, 390, 275, 481, 14, 469, 433, 536, 448, 147, 483, 488, 506, 408, 619, 400, 303, 272, 254, 214, 197, 328, 305, 363, 273, 149, 261, 478, 169, 253, 177, 247, 178, 394, 450, 193, 420, 260, 120, 324, 541, 544, 31, 532, 46, 596, 88, 59, 61, 528, 542, 580 ]

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SPP1+ Macrophages

THD0011

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train

aaaadpak-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" ]

aaaadpak-1

[ "VIM", "RNASE1", "FCER1G", "CD68", "HSPA5", "CD44", "MRC1", "IDH1", "LYZ", "PDIA3", "HLA-DRA", "RHOA", "HYOU1", "PDIA4", "AIF1", "PLIN2", "XBP1", "MARCO", "SPCS3", "PKM", "CTNNB1", "MS4A7", "ITGAM", "SLC1A3", "GPR183", "FCGR3A", "UBE2J1", "MANF", "TREM2", "HMOX1", "S100A8", "GSR", "IL7R", "NFKB1", "ATF4", "TGFB1", "PECAM1", "HERPUD1", "HAVCR2", "ATF6", "SOD2", "SLC25A37", "UCHL3", "BAX", "ITGB1", "PRDX4", "PPARG", "MYDGF", "CST3", "PTPRC", "HIST1H1C", "ERLEC1", "HIF1A", "UGDH", "GCLM", "EPAS1", "EHMT1", "STAT1", "DMBT1", "VEGFA", "HMGA1", "SSR3", "SPP1", "PDIA6", "SFTPC", "S100A9", "ITGAV", "ITGAX", "LPAR1", "MCEMP1", "PGC", "NUCB2", "NUTF2", "HLA-DQB1", "CRELD2", "ZEB1", "CEACAM6", "ACTA2", "ATG7", "CD4" ]

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SPP1+ Macrophages

THD0011

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

aaaadlkh-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" ]

aaaadlkh-1

[ "PGC", "SFTPD", "NAPSA", "SFTPC", "CD44", "LAMP3", "XBP1", "MGST1", "FN1", "VIM", "ATF4", "SFTA2", "DMBT1", "KRT18", "NKX2-1", "YAP1", "RHOA", "HLA-DRA", "ITGB1", "RNASE1", "AKR1C1", "LUM", "SPRY2", "HIST1H1C", "SCGB3A2", "SOD2", "ERLEC1", "SPARCL1", "EPAS1", "SAA2", "HSPA5", "PDIA4", "VEGFA", "SPCS2", "SEC11C", "PLIN2", "CFTR", "PECAM1", "CEACAM6", "EPCAM", "SPCS3", "S100A9", "CD4", "SELENOS", "CST3", "SLC25A4", "CTNNB1", "COL1A1", "NFKB1", "MSLN", "PDGFRB", "DDIT3", "MYC", "HMGA1", "FCN3", "AGR3", "FAS", "ANKRD28", "KRT8", "UQCRHL", "AXIN2", "BCL2", "TTC19", "EMG1", "FGF7", "TOP1", "PKM", "CCN2", "PRDX4", "PTGDS", "GPR183", "HYOU1", "SSR3", "NUCB2", "PLPP5" ]

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AT2

THD0011

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

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train

aaaadpeo-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" ]

aaaadpeo-1

[ "EPAS1", "VIM", "PECAM1", "FN1", "LUM", "CA4", "IL7R", "WWTR1", "RHOA", "FCN3", "HERPUD1", "SFTPD", "PTGDS", "DCN", "GCLM", "BCL2L1", "CD34", "HEY1", "ITGB1", "HLA-DQA1", "SLC25A37", "SCGB1A1", "CHGB", "CLDN5", "COL1A2", "ITGAV", "ISG20", "YAP1", "POSTN", "EHMT1", "LGALS1", "PDIA6", "GNG11", "MGST1", "PDIA3", "PDGFRB", "PDGFRA", "PCNA", "OAS2", "NUCB2", "CD44", "HIST1H1C", "NHSL2", "FGF2", "NFKB1", "HIF1A", "PDIA4", "LYZ", "KDR", "BCL2L11", "SPARCL1", "XBP1", "STAT1", "SPCS3", "ATF4", "BMPR2", "UBE2J1", "TOP1", "STAT6" ]

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gCap

THD0011

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

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train

aaaadpfj-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" ]

aaaadpfj-1

[ "SFTPD", "SFTPC", "PGC", "DMBT1", "NAPSA", "CD44", "ATF4", "EPAS1", "MGST1", "FN1", "LAMP3", "EPCAM", "VIM", "SOD2", "NFKB1", "YAP1", "LUM", "XBP1", "DUOX1", "NKX2-1", "SFTA2", "ITGB1", "HLA-DRA", "COL1A2", "CFTR", "KRT18", "HERPUD1", "CSPG4", "RNASE1", "SMAD4", "SSR3", "ACTA2", "MYDGF", "PECAM1", "STAT6", "HMOX1", "DCN", "RHOA", "HSPA5", "JCHAIN", "IDH1", "TOP1", "SELENOS", "MS4A7", "MRC1", "SEC11C", "HIF1A", "ABCC2", "CRELD2", "FCGR3A", "FCGBP", "PDGFRA", "PKM", "PLPP5", "ERLEC1", "SCGB3A2", "EREG", "NUTF2", "EGFR", "DNAJB9", "PTPRC", "CTNNB1", "S100A9", "EMG1", "RTKN2", "PDGFRB", "ITGAX", "UBE2J1", "BMP4", "BMPR2", "FGF2", "ITGAV", "LPAR1", "BANK1", "ITGA3", "AXIN2", "ISG20", "VEGFA", "ATF6", "ITGB6", "BCL2", "SNAI2", "HYOU1", "AGER", "MEG3", "CD4", "ANKRD28", "SPCS2", "WWTR1" ]

[ 8, 7, 3, 6, 507, 506, 433, 177, 394, 100, 46, 193, 369, 225, 332, 194, 603, 526, 400, 620, 353, 619, 180, 404, 504, 306, 263, 135, 120, 324, 254, 146, 469, 519, 541, 14, 390, 431, 544, 266, 169, 468, 272, 310, 276, 580, 494, 383, 379, 490, 258, 10, 144, 214, 212, 424, 438, 444, 197, 489, 196, 409, 182, 178, 456, 151, 481, 191, 473, 425, 305, 594, 60, 61, 220, 304, 348, 54, 301, 51, 300, 602, 47, 308, 57, 523, 273, 21, 366, 97, 31, 531, 618 ]

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AT2

THD0011

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

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train

aaaadpfh-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" ]

aaaadpfh-1

[ "PGC", "SFTPC", "EPAS1", "XBP1", "PECAM1", "SFTPD", "DMBT1", "IL7R", "YAP1", "VIM", "PDIA3", "KRT18", "ITGB1", "DUOX1", "HEY1", "NKX2-1", "FCN3", "MGST1", "SELENOS", "BMPR2", "FN1", "HLA-DRA", "TTC19", "HMOX1", "NUTF2", "ATF3", "STAT6", "STAT1", "SSR3", "PDIA6", "CD274", "HIST1H1C", "ERLEC1", "PKM", "NUCB2", "SLC25A37", "DCN", "PTGDS", "RAMP2", "NAPSA", "RHOA", "CD44", "HERPUD1", "EPCAM", "HSPA5", "BCL2L1", "C1QC", "IRF1", "ATG7", "KRT8", "CD14", "ITGAV", "IL32", "ICAM1", "ACTA2", "AGR3", "TGFB1" ]

[ 8, 7, 3, 6, 433, 506, 193, 619, 431, 507, 177, 294, 620, 603, 426, 324, 306, 180, 257, 404, 217, 369, 494, 61, 225, 263, 590, 266, 409, 45, 544, 542, 541, 428, 89, 260, 197, 438, 408, 514, 169, 454, 459, 394, 468, 100, 254, 194, 272, 58, 66, 296, 48, 328, 80, 304, 291, 275, 14, 22, 556 ]

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gCap

THD0011

[ 1, 1, 1, 0.82, 0.82, 0.82, 0.82, 0.64, 0.64, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadpfn-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" ]

aaaadpfn-1

[ "SFTPC", "PGC", "SFTPD", "DMBT1", "NAPSA", "MGST1", "XBP1", "CD44", "SFTA2", "DUOX1", "HLA-DRA", "EPCAM", "ATF4", "RHOA", "LAMP3", "NKX2-1", "PDIA4", "PDIA3", "ERLEC1", "YAP1", "NFKB1", "GKN2", "ITGA3", "HSPA5", "CST3", "HIF1A", "STAT1", "HMOX1", "GPR183", "HERPUD1", "SOD2", "COL1A2", "S100A8", "S100A9", "CFTR", "SPCS2", "CCN2", "SCGB3A2", "PKM", "KRT8", "KRT18", "DCN", "PCNA", "TOP1", "IRF1", "ISG20", "EPAS1", "WNT5A", "FAS", "IDH1", "PRDX4", "PDIA6", "ITGB1", "UBE2J1" ]

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AT2

THD0011

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

aaaadlko-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" ]

aaaadlko-1

[ "PGC", "SFTPD", "CD44", "NAPSA", "XBP1", "DMBT1", "HERPUD1", "HIST1H1C", "ITGB1", "MGST1", "LAMP3", "FN1", "TOP1", "SCGB3A2", "KRT18", "CFTR", "RHOA", "VEGFA", "VIM", "EPCAM", "ATF4", "SOD2", "ITGAV", "EPAS1", "SLC7A11", "CDH26", "SFTPC", "SFTA2", "CCN2", "ERLEC1", "HMOX1", "S100A9", "DUOX1", "PDIA3", "PDIA6", "ITGA3", "KRT8", "S100A8", "YAP1", "GCLM", "HIF1A", "MYC", "NKX2-1", "NUCB2", "GSR", "PKM", "RNASE1", "RTKN2", "FKBP11", "SCG2", "DCN", "SPARCL1", "ITM2C", "WFDC2", "ATG7", "AXIN2", "UBE2J1", "BCL2L1", "HLA-DQA1", "LMAN1", "LUM", "IDH1", "ICAM1", "PDGFRA", "HSPA5", "SSR3", "HLA-DRA", "SPCS3" ]

[ 8, 7, 3, 6, 433, 507, 100, 394, 619, 177, 254, 260, 306, 369, 332, 225, 580, 489, 324, 120, 468, 602, 603, 194, 46, 526, 304, 193, 517, 113, 506, 504, 76, 197, 266, 481, 180, 426, 428, 301, 328, 480, 620, 231, 258, 389, 404, 408, 247, 438, 469, 473, 224, 487, 169, 530, 309, 610, 48, 51, 594, 58, 261, 346, 353, 276, 275, 424, 272, 541, 263, 532 ]

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AT2

THD0011

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train

aaaadlkm-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" ]

aaaadlkm-1

[ "DUOX1", "SFTPD", "PGC", "NAPSA", "RNASE1", "XBP1", "ITGA3", "NKX2-1", "VEGFA", "KRT8", "EGFR", "KRT18", "HSPA5", "ACTA2", "FN1", "HERPUD1", "ATF4", "ICAM1", "VIM", "SEC11C", "AXIN2", "EPCAM", "BCL2L1", "HMOX1", "CTNNB1", "MYDGF", "SFTPC", "MSLN", "SFTA2", "IFIT1", "HIST1H1C", "IRF1", "PDIA3", "EHMT1", "ITGB6", "ITGB1", "HIF1A", "PTGDS", "S100A9", "SLC25A4", "MGST1", "PDIA4", "SLC25A37", "PDIA6", "FCN3", "EPAS1", "NUTF2", "CST3", "RHOA", "DMBT1", "COL1A1", "COL1A2", "COL3A1", "S100A8", "CEACAM6", "PDGFRA", "WFDC2", "YAP1", "TOP1", "LMAN1", "CD44", "TTC19", "LTF", "ITGAX", "LUM", "LAMP3", "LYZ", "IFIT3", "ANKRD28", "BPIFA1", "IFIT2", "AGER", "STAT1", "WWTR1", "SOD2", "SPRY2", "IDH1", "SPCS3", "KLRC1" ]

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

AT2

THD0011

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

aaaadpge-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" ]

aaaadpge-1

[ "VIM", "FN1", "CCN2", "MEG3", "DCN", "KRT8", "COL1A1", "AXL", "EPAS1", "COL3A1", "AXIN2", "SOD2", "HYOU1", "RTKN2", "SPARCL1", "STAT6", "SLC2A1", "IL7R", "PDIA3", "PKM", "PDGFRA", "ERLEC1", "FGF10", "HERPUD1", "HIST1H1C", "IDH1", "YAP1", "CST3", "TGFB1", "ITGB1", "ATF4", "AKR1C2", "TTC19" ]

[ 8, 7, 3, 6, 603, 225, 76, 366, 169, 328, 134, 52, 193, 136, 51, 526, 273, 473, 530, 544, 516, 294, 426, 438, 424, 197, 219, 254, 260, 276, 620, 147, 556, 306, 46, 27, 590 ]

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Fibroblasts

THD0011

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

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train

aaaadpgf-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" ]

aaaadpgf-1

[ "PGC", "FN1", "SFTPD", "LUM", "VIM", "SFTPC", "DMBT1", "SOD2", "NAPSA", "RHOA", "PKM", "COL3A1", "CD44", "EPAS1", "XBP1", "PDGFRA", "HSPA5", "ICAM1", "SLC25A4", "MGST1", "CCN2", "CD68", "HIST1H1C", "CA4", "SPARCL1", "RTKN2", "ITGAV", "PTGDS", "PPARG", "AIF1", "EGFR", "ITGB1", "PDIA3", "PDIA4", "FAS", "FCER1G", "SNCA", "HERPUD1", "SMAD4", "PDIA6", "CEACAM6", "PECAM1", "NKX2-1", "NUCB2", "SFTA2", "SELENOS", "PLIN2", "SEC11C", "FGF10", "DUOX1", "SAA2", "S100A8", "GKN2", "NHSL2", "EPCAM", "IL7R", "PDGFRB", "SPCS3", "BCL2L1", "BAX", "LYZ", "ATG7", "ATF6", "BCL2L11", "IDH1", "MANF", "STAT6", "MAL", "WWTR1", "AKR1C2", "AKR1C1", "SSR3", "KDR", "CD34", "KRT18" ]

[ 8, 7, 3, 6, 433, 225, 507, 353, 603, 506, 177, 526, 394, 468, 438, 136, 100, 193, 619, 424, 272, 275, 515, 369, 76, 102, 260, 68, 530, 473, 304, 454, 448, 23, 182, 306, 426, 427, 206, 211, 524, 254, 519, 428, 117, 431, 404, 408, 504, 494, 442, 490, 219, 180, 483, 480, 234, 401, 194, 294, 425, 532, 58, 55, 357, 48, 47, 59, 276, 360, 544, 358, 618, 27, 26, 541, 312, 92, 324 ]

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Alveolar FBs

THD0011

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

[ [ 0, 0, 111.11111450195312, 0, 0, 0, 0, 111.11111450195312, 111.11111450195312, 0, 0, 0, 0, 0, 444.4444580078125, 111.11111450195312, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 666.6666870117188, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 222.22222900390625, 0, 0, 222.22222900390625, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 222.22222900390625, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 444.4444580078125, 0, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 333.3333435058594, 111.11111450195312, 0, 0, 222.22222900390625, 666.6666870117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 222.22222900390625, 0, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 666.6666870117188, 1555.5556640625, 0, 0, 222.22222900390625, 0, 0, 222.22222900390625, 0, 0, 0, 333.3333435058594, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 111.11111450195312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 333.3333435058594, 0 ] ]

train

aaaadpga-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" ]

aaaadpga-1

[ "SFTPD", "PGC", "CD44", "SFTPC", "ATF4", "NAPSA", "SOD2", "PDGFRB", "YAP1", "SMAD4", "SLC25A4", "NKX2-1", "MEG3", "ITGB1", "RNASE1", "ERLEC1", "PTGDS", "EPAS1", "PECAM1", "PCNA", "SAA2", "CST3", "SEC11C", "CFTR", "FABP4", "PDIA3", "CD86", "MGST1", "COL3A1", "HLA-DRA", "DUOX1", "TOP1", "AXL", "ACTA2", "UBE2J1", "ATF6", "LAMP3", "VIM", "AKR1C1", "AKR1C2" ]

[ 8, 7, 3, 6, 507, 433, 100, 506, 46, 394, 526, 425, 620, 519, 515, 404, 366, 306, 469, 197, 454, 193, 431, 420, 483, 147, 490, 120, 202, 426, 109, 369, 136, 263, 180, 580, 52, 14, 594, 47, 332, 603, 26, 27 ]

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Fibroblasts

THD0011

[ 1, 0.82, 0.82, 0.82, 0.64, 0.64, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadkmn-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" ]

aaaadkmn-1

[ "PECAM1", "EPAS1", "IL7R", "VIM", "CA4", "HIF1A", "HIST1H1C", "IRF1", "RHOA", "SOD2", "PGC", "FN1", "LUM", "YAP1", "XBP1", "LYZ", "OAS2", "RTKN2", "CST3", "STAT1", "SFTPD", "PDIA3", "SMAD4", "BMPR2", "EHMT1", "FCGR3A", "LMAN1", "KDR", "ITGB1", "CD44", "MS4A7", "SNAI1", "MYDGF", "GNG11", "SFTA2", "SFRP2", "SELENOS", "COL3A1", "KRT6A", "SAA2", "LAMP3", "CTNNB1", "IL4R", "RNASE1", "GCLM", "PTPRC", "PTGDS", "DMBT1", "ICAM1", "EMG1", "HYOU1", "ERLEC1", "MGST1", "HERPUD1", "PDIA6", "NFKB1", "RAMP2", "CD274", "CD2", "UGDH", "UBE2J1", "BCL2L1", "UQCRHL", "WWTR1", "AIF1", "ATG7", "BCL2L11", "ACKR1", "ATF4", "ACTA2", "SSR3" ]

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gCap

THD0011

[ 1, 1, 0.85, 0.7, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 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, 0.25, 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, 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

aaaadpbe-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" ]

aaaadpbe-1

[ "EPAS1", "VIM", "RHOA", "ATF4", "IL7R", "CD44", "SFTPD", "LYZ", "SFTPC", "DMBT1", "PDIA3", "PECAM1", "LUM", "IRF1", "HSPA5", "LAMP3", "HLA-DRA", "CD14", "MGST1", "STAT6", "IDH1", "CD34", "DCN", "SOD2", "SLC7A11", "PKM", "FN1", "NAPSA", "CTNNB1", "RNASE1", "SPCS2", "FCGR3A", "FCER1G", "XBP1", "ATG7", "ITGB1", "KDR", "IL32", "ATF6", "IL4R", "SEC11C", "JCHAIN", "NFKB1", "GSR", "S100A9", "CST3", "NOX4", "AKR1C1", "PCNA", "KRT8", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "WWTR1", "AGER", "EPCAM", "EREG", "PDIA4", "FCN3", "ACTA2", "PDIA6", "FAS", "CENPF", "MS4A1", "SELENOS", "BCL2L11", "ITGAV", "HIF1A", "SMAD4", "SNAI1", "HIST1H1C", "MAL", "LMAN1", "SOX4", "ICAM1", "SSR3", "BMP4", "CD68" ]

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

gCap

THD0011

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

aaaadkib-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" ]

aaaadkib-1

[ "EPAS1", "VIM", "PECAM1", "DMBT1", "HIST1H1C", "PGC", "LUM", "ATF4", "SFTPD", "HSPA5", "FN1", "MYDGF", "RHOA", "COL1A2", "SPRY2", "CST3", "ITGB1", "HMOX1", "SFTPC", "IL7R", "SLC25A37", "GLP1R", "CD44", "SMAD4", "UBE2J1", "IRF1", "CDH26", "CDK1", "AKR1C1", "APLNR", "NAPSA", "NFKB1", "NUCB2", "NUTF2", "RNASE1", "RAMP2", "PDIA3", "PDIA6", "KDR", "FCN3", "IL4R", "MGST1", "HERPUD1", "IFIT1", "KRT18", "BMPR2", "IL32" ]

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gCap

THD0011

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

aaaadkna-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" ]

aaaadkna-1

[ "VIM", "RTKN2", "SFTPD", "KRT18", "DUOX1", "KRT8", "PGC", "SFTA2", "CCN2", "FN1", "ATF4", "NKX2-1", "YAP1", "EPAS1", "EGFR", "AGER", "CEACAM6", "XBP1", "SOD2", "RHOA", "ITGB1", "NUTF2", "MGST1", "VEGFA", "HIST1H1C", "COL4A3", "ATF3", "AKR1C1", "WWTR1", "NAPSA", "HERPUD1", "CST3", "IRF1", "SPARCL1", "ITGA3", "SLC25A4", "ITGB6", "HYOU1", "HSPA5", "ACTA2", "BMPR2", "PECAM1", "EPCAM", "BANK1", "RNASE1", "CEACAM5", "FGF10", "MSLN", "FOXJ1", "HLA-DRA", "PKM", "PLIN2", "COL1A2", "CPA3", "GCLM", "DCN", "GKN2", "HIF1A", "MYDGF", "PRDX4", "EHMT1", "DNAJB9", "NFKB1", "HAS2", "COL3A1", "IL7R", "SNAI2", "FGF7", "LUM", "ICAM1", "LMAN1", "BCL2L1", "AXIN2", "ATG7", "TTC19", "STAT1", "SSR3", "SPRY2", "WFDC2", "STAT6", "KDR", "ANKRD28", "AKR1C2", "FGF2", "IFIT1", "IFIT3" ]

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AT1

THD0011

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

aaaadkmp-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" ]

aaaadkmp-1

[ "LYZ", "VIM", "S100A8", "PTPRC", "AIF1", "EPAS1", "PKM", "FCER1G", "S100A9", "RHOA", "EREG", "SOD2", "HERPUD1", "CD44", "HIST1H1C", "LUM", "FN1", "PECAM1", "STAT6", "ATF6", "TGFB1", "CD14", "VEGFA", "COL3A1", "NFKB1", "HIF1A", "IL7R", "FCN1", "HSPA5", "EHMT1", "DMBT1", "DCN", "CTNNB1", "CST3", "GPR183", "HYOU1", "NUCB2", "KLRG1", "XBP1", "UCHL3", "TOP1", "TNFRSF13C", "STAT1", "SPARCL1", "SMAD4", "SLC1A3", "S100A12", "RAMP2", "PGC", "PDIA4", "PDIA3", "OAS2", "MS4A7", "MCEMP1", "KRT18", "ITGAM", "CD68", "ZEB1", "CD34", "AGER", "ACTA2" ]

[ 8, 7, 3, 6, 357, 603, 480, 456, 23, 193, 438, 211, 481, 468, 196, 526, 254, 100, 260, 353, 225, 431, 544, 47, 556, 80, 602, 136, 400, 258, 294, 216, 272, 184, 177, 169, 151, 147, 242, 273, 408, 319, 619, 596, 580, 574, 542, 530, 519, 513, 477, 459, 433, 427, 426, 410, 383, 363, 324, 303, 102, 621, 92, 21, 14 ]

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Interstitial Macrophages

THD0011

[ 1, 0.8875, 0.775, 0.6625, 0.6625, 0.6625, 0.55, 0.55, 0.55, 0.4375, 0.4375, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadnjj-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" ]

aaaadnjj-1

[ "FN1", "PGC", "DMBT1", "SFTPC", "PTGDS", "LUM", "XBP1", "SFTPD", "VIM", "PDGFRA", "ITGB1", "SOD2", "DCN", "CTNNB1", "CD44", "MGST1", "PDIA3", "PLPP5", "PDIA4", "HSPA5", "CCN2", "ICAM1", "SLC25A4", "DUOX1", "SPCS3", "NAPSA", "RTKN2", "YAP1", "SELENOS", "SPARCL1", "DDIT3", "HIF1A", "ATF4", "SNCA", "SAA2", "HAS2", "MYDGF", "NKX2-1", "FGF7", "COL1A2", "NUCB2", "LAMP3", "RHOA", "CST3", "CEACAM6", "KRT18", "WNT2", "SPCS2", "PCNA", "AXIN2", "PDIA6", "TTC19", "LGALS1", "FAS", "ACTA2", "EPAS1", "AGER", "PKM", "FCER1G", "PPARG", "LTF", "COL3A1", "HYOU1", "HLA-DRA", "SSR3", "FCGBP", "HMGA1", "DNAJB9", "STAT6" ]

[ 8, 7, 3, 6, 225, 433, 177, 506, 454, 353, 619, 507, 603, 424, 306, 526, 169, 151, 100, 369, 426, 444, 427, 272, 76, 275, 515, 180, 532, 394, 473, 620, 494, 530, 171, 258, 46, 524, 483, 252, 390, 404, 221, 135, 408, 332, 468, 147, 117, 324, 612, 531, 420, 51, 428, 590, 336, 206, 14, 193, 21, 438, 211, 448, 352, 136, 273, 263, 541, 212, 264, 178, 544 ]

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Alveolar FBs

THD0011

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

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train

aaaadkne-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" ]

aaaadkne-1

[ "VIM", "EPAS1", "POSTN", "IL7R", "RNASE1", "BMPR2", "PECAM1", "SOD2", "RHOA", "ATF4", "HSPA5", "FN1", "FCN3", "YAP1", "EHMT1", "CTNNB1", "ITGB1", "BCL2L1", "WWTR1", "STAT1", "AKR1C1", "PGC", "SFTPD", "PDIA3", "PDGFRA", "DMBT1", "TBXA2R", "SPCS3", "GNG11", "GSR", "HERPUD1", "HES1", "HEY1", "HIST1H1C", "HYOU1", "IDH1", "IFIT2", "IL4R", "PKM", "KLRC1", "LMAN1", "COL3A1", "MGST1", "NAPSA", "NFKB1", "OAS2", "SLC25A37", "COL1A2", "ZEB1", "BAX" ]

[ 8, 7, 3, 6, 603, 193, 446, 294, 469, 61, 431, 526, 468, 46, 272, 225, 217, 620, 184, 151, 306, 58, 618, 542, 26, 433, 507, 426, 424, 177, 551, 532, 238, 247, 254, 255, 257, 260, 273, 276, 279, 293, 438, 317, 346, 136, 369, 394, 400, 410, 514, 135, 621, 55 ]

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gCap

THD0011

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

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train

aaaadnno-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" ]

aaaadnno-1

[ "PGC", "SFTPC", "EPAS1", "RHOA", "SFTPD", "DMBT1", "CD44", "HSPA5", "VIM", "RNASE1", "HIST1H1C", "MGST1", "KRT18", "NAPSA", "PDIA4", "PECAM1", "SFTA2", "CD274", "DCN", "IL7R", "SOD2", "FN1", "LUM", "HLA-DRA", "LAMP3", "CD34", "DUOX1", "SEC11C", "SELENOS", "SCGB3A2", "PKM", "RTKN2", "CSPG4", "CST3", "PTPRC", "PLIN2", "ERLEC1", "FCN3", "YAP1", "S100A9", "SPRY2", "PTGDS", "TOP1", "AKR1C1", "ATF4", "BANK1", "CA4", "XBP1", "SSR3", "WWTR1" ]

[ 8, 7, 3, 6, 433, 506, 193, 468, 507, 177, 100, 272, 603, 469, 260, 369, 324, 394, 427, 431, 504, 89, 169, 294, 526, 225, 353, 263, 332, 92, 180, 490, 494, 489, 438, 473, 146, 147, 456, 442, 197, 217, 620, 481, 537, 454, 580, 26, 46, 54, 68, 619, 541, 618 ]

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gCap

THD0011

[ 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, 0.30000000000000004, 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 ]

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train

aaaadknc-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" ]

aaaadknc-1

[ "COL1A2", "FN1", "PGC", "HIST1H1C", "SFTPD", "PDGFRB", "CTNNB1", "LUM", "SPARCL1", "SOD2", "CCL21", "IFIT3", "NAPSA", "NFKB1", "COL3A1", "ATG7", "MAL", "ATF4", "AGER", "VIM", "PDIA6", "STAT1", "EGFR", "HIF1A", "DUOX1", "SPCS3", "RHOA", "PKM", "EPAS1", "SLC25A4", "CD8B", "EPCAM", "MYDGF", "FAS", "PDIA4", "DDIT3", "PDIA3", "SAA2", "FGF7", "RNASE1", "PDGFRA", "NUCB2", "NKX2-1", "PTGDS", "LYZ", "YAP1", "CD14", "ATF3", "ISG20", "HYOU1", "AXIN2", "LMAN1", "IDH1", "HSPA5", "ITGB1", "WWTR1", "ITGAV" ]

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Alveolar FBs

THD0011

[ 1, 0.775, 0.55, 0.55, 0.55, 0.55, 0.55, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.325, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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, 78.125, 0, 0, 0, 0, 0, 0, 0, 0, 78.125, 0, 0, 156.25, 0, 0, 0, 78.125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 312.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78.125, 0, 0, 0, 78.125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78.125, 0, 0, 0, 0, 78.125, 78.125, 156.25, 0, 0, 0, 0, 0, 859.375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 390.625, 0, 0, 0, 0, 0, 234.375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 234.375, 0, 78.125, 0, 78.125, 0, 78.125, 0, 0, 0, 156.25, 156.25, 0, 78.125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78.125, 312.5, 0, 0, 0, 0, 0, 0, 156.25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 156.25, 0, 0, 78.125, 0, 78.125, 0, 0, 78.125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 390.625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 156.25, 234.375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 156.25, 0, 0, 0, 234.375, 78.125, 0, 234.375, 234.375, 0, 0, 234.375, 78.125, 0, 0, 78.125, 78.125, 0, 0, 0, 0, 78.125, 0, 390.625, 156.25, 0, 78.125, 0, 0, 0, 0, 78.125, 0, 0, 0, 0, 78.125, 78.125, 0, 0, 78.125, 625, 312.5, 0, 0, 0, 0, 0, 0, 0, 78.125, 0, 156.25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 156.25, 0, 78.125, 0, 0, 0, 78.125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78.125, 0, 0, 78.125, 0, 0, 0, 312.5, 0, 78.125, 0, 0, 0, 0, 0, 0, 156.25, 78.125, 0 ] ]

train

aaaadnip-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" ]

aaaadnip-1

[ "EPAS1", "SFTPC", "MGST1", "FCN3", "RHOA", "IL7R", "VIM", "SFTPD", "CD44", "PKM", "PGC", "PECAM1", "PDIA3", "HERPUD1", "FN1", "NAPSA", "DUOX1", "SSR3", "BMPR2", "PCNA", "RNASE1", "SOD2", "XBP1", "ITGAV", "KRT18", "HSPA5", "HYOU1", "MYDGF", "HEY1", "SFTA2", "SELENOS", "SEC11C", "S100A9", "COL1A2", "YAP1", "RTKN2", "CREB3L4", "IL4R", "RAMP2", "PPARG", "DCTPP1", "PLIN2", "LAMP3", "DMBT1", "DNAJB9", "LGALS1", "IDH1", "SNAI2", "HLA-DQB1", "HIST1H1C", "KRT8", "PDIA4", "POSTN", "ATF4", "WFDC2", "BCL2L1", "TTC19", "CA4", "TGFB1", "UCHL3", "STAT6" ]

[ 8, 7, 3, 6, 193, 506, 369, 217, 468, 294, 603, 507, 100, 438, 433, 431, 426, 254, 225, 394, 180, 541, 61, 420, 469, 526, 619, 304, 324, 272, 273, 390, 257, 504, 494, 490, 481, 135, 620, 473, 143, 293, 459, 448, 170, 442, 332, 177, 178, 336, 276, 523, 262, 260, 328, 427, 446, 46, 610, 58, 590, 68, 556, 596, 544 ]

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gCap

THD0011

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

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train

aaaadnkc-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" ]

aaaadnkc-1

[ "LUM", "VIM", "PGC", "SOD2", "EPAS1", "FN1", "NAPSA", "HIST1H1C", "SFTPD", "PDGFRA", "COL3A1", "KRT8", "PECAM1", "MGST1", "CCN2", "ITGAV", "RHOA", "SPARCL1", "GKN2", "CST3", "YAP1", "DCN", "ITGB1", "WWTR1", "HIF1A", "SEC11C", "KDR", "MAL", "COL1A2", "HLA-DRA", "AXIN2", "NKX2-1", "FAS", "BPIFA1", "PTGDS", "CD44", "SLC25A37", "UBE2J1", "ICAM1", "PDIA6", "SFTPC", "MRC1", "HERPUD1", "CLDN5", "COL1A1", "DMBT1", "GNG11", "OAS2", "PLIN2", "NFKB1", "EHMT1", "CTNNB1", "EGFR", "HEY1", "KRT18", "OAS3", "FGF7", "PPARG", "EPCAM", "PCNA", "PDIA3", "HYOU1", "STAT1", "MANF", "APLNR", "HSPA5", "ITM2C", "STAT6", "AKR1C2", "HMOX1", "SPCS2", "CD34", "IRF1", "BMPR2", "SNCA", "XBP1", "PDIA4" ]

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Fibroblasts

THD0011

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train

aaaadknn-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" ]

aaaadknn-1

[ "SFTPD", "RTKN2", "PGC", "FN1", "NAPSA", "KRT8", "MGST1", "ITGB1", "DUOX1", "KRT18", "VIM", "COL1A2", "EPCAM", "EPAS1", "NKX2-1", "AXIN2", "HSPA5", "EGFR", "CEACAM6", "VEGFA", "STAT1", "HERPUD1", "PDIA3", "HLA-DRA", "RNASE1", "ITGA3", "YAP1", "SOD2", "BCL2L1", "XBP1", "COL4A3", "SLC25A4", "PTGDS", "DCN", "RHOA", "AGER", "CTNNB1", "SOX4", "SPRY2", "PKM", "COL3A1", "SELENOS", "SFTA2", "ITGB6", "ITGAV", "WFDC2", "TOP1", "ATF4", "LUM", "PDIA4", "KRT15", "LGALS1", "KDR", "IRF1", "SEC11C", "CST3", "IDH1", "ICAM1", "HMOX1", "HIF1A", "MYDGF", "DMBT1", "NFKB1", "RACGAP1", "NOX4", "NUCB2", "NUTF2", "ERLEC1", "COL1A1", "PLPP5", "PDGFRA", "FAS", "PECAM1", "GCLM", "IL7R", "ANKRD28", "CD4", "SPARCL1", "CCN2", "WNT5A", "BMPR2", "SPCS2", "SMAD4", "BANK1", "CDK1", "CEACAM5", "SLC25A37", "AGR3", "WWTR1", "CD34" ]

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AT1

THD0011

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

aaaadknk-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" ]

aaaadknk-1

[ "SFTPD", "EPAS1", "PGC", "MGST1", "RHOA", "KRT18", "FCN3", "SFTPC", "NAPSA", "PECAM1", "PKM", "ITGB1", "CD44", "PDIA3", "HSPA5", "YAP1", "IL7R", "RNASE1", "VIM", "ATF4", "CEACAM6", "XBP1", "WWTR1", "FN1", "EPCAM", "WFDC2", "CCN2", "IDH1", "TOP1", "SOD2", "IFIT3", "LAMP3", "BAX", "BCL2L1", "KRT8", "PTGDS", "CTNNB1", "DMBT1", "PDIA6", "FAS", "PDGFRA", "GKN2", "GSR", "HES1", "HIST1H1C", "NUCB2", "SELENOS", "SNAI1", "POSTN", "MANF", "LUM", "ITGB6", "HERPUD1", "CD4", "ZEB1", "AKR1C2", "ACTA2", "BMPR2", "GCLM", "BANK1", "PDGFRB", "BCL2", "ERLEC1", "SPARCL1", "CD274", "SPCS3", "EHMT1", "EGFR", "DUOX1", "SPRY2", "SSR3", "ITGAE", "SNAI2", "PDIA4", "SLC2A1", "STAT6", "ANKRD28", "SFTA2", "PLIN2", "SEC11C", "ICAM1", "HYOU1", "ATF6", "GNG11", "HMGA1", "HLA-DRA", "PTPRC", "RTKN2", "HIF1A", "AXIN2", "TBXA2R", "CD28", "RAMP2", "MYDGF", "COL3A1", "COL1A2", "KDR", "CST3", "NFKB1", "AGER", "CD86", "CD34", "TGFB1", "LPAR1", "CA4" ]

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gCap

THD0011

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

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train

aaaadkno-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" ]

aaaadkno-1

[ "VIM", "CST3", "HLA-DRA", "CXCR4", "HIST1H1C", "PTPRC", "PGC", "FN1", "CCL21", "CCN2", "SPCS3", "PDIA3", "LTF", "COL3A1", "HLA-DQA1", "PECAM1", "ATP2A3", "CD8A", "LYZ", "RNASE1", "DCN", "MGST1", "CD44", "GZMA", "CD69", "SPARCL1", "CD4", "MKI67", "SFTPC", "MYDGF", "FCN3", "RTKN2", "CTNNB1", "RHOA", "KLRC1", "PCNA", "FAS", "PDIA4", "ERLEC1", "PKM", "GSR", "NUCB2", "EPAS1", "HMGA1", "XBP1", "HMOX1", "CCNB2", "STAT1", "ACTA2", "HYOU1", "TOP1", "ATF4", "TGFB1", "ITGB1", "YAP1" ]

[ 8, 7, 3, 6, 603, 147, 263, 163, 260, 456, 433, 225, 73, 76, 532, 426, 352, 136, 261, 431, 50, 110, 357, 469, 169, 369, 100, 248, 103, 530, 97, 371, 506, 390, 217, 473, 151, 468, 317, 420, 206, 427, 197, 438, 247, 408, 193, 264, 619, 266, 78, 542, 14, 273, 580, 46, 556, 306, 620 ]

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T-cells

THD0011

[ 1, 0.8875, 0.775, 0.6625, 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, 0.21250000000000002, 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, 0.1, 0.1, 0.1, 0.1, 0.1 ]

[ [ 0, 0, 41.66666793823242, 125, 0, 41.66666793823242, 0, 125, 41.66666793823242, 0, 41.66666793823242, 0, 0, 0, 125, 0, 0, 0, 0, 0, 0, 0, 0, 83.33333587646484, 0, 0, 83.33333587646484, 0, 0, 0, 41.66666793823242, 0, 0, 0, 0, 0, 0, 83.33333587646484, 0, 0, 0, 41.66666793823242, 0, 0, 0, 0, 0, 0, 0, 0, 125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 250, 0, 0, 0, 0, 0, 0, 0, 0, 166.6666717529297, 0, 0, 0, 0, 0, 0, 83.33333587646484, 0, 0, 83.33333587646484, 0, 0, 0, 0, 0, 41.66666793823242, 0, 0, 0, 0, 0, 41.66666793823242, 0, 83.33333587646484, 41.66666793823242, 41.66666793823242, 0, 0, 0, 1083.3333740234375, 41.66666793823242, 0, 41.66666793823242, 0, 0, 0, 41.66666793823242, 0, 0, 41.66666793823242, 0, 0, 0, 333.3333435058594, 0, 0, 0, 0, 0, 250, 0, 0, 0, 0, 0, 0, 41.66666793823242, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 416.66668701171875, 0, 125, 0, 250, 0, 0, 0, 41.66666793823242, 41.66666793823242, 125, 0, 0, 0, 41.66666793823242, 0, 41.66666793823242, 0, 0, 0, 0, 0, 0, 83.33333587646484, 0, 41.66666793823242, 83.33333587646484, 83.33333587646484, 0, 0, 41.66666793823242, 0, 0, 0, 0, 83.33333587646484, 0, 41.66666793823242, 41.66666793823242, 41.66666793823242, 0, 0, 0, 0, 0, 0, 0, 41.66666793823242, 0, 0, 41.66666793823242, 0, 0, 0, 0, 0, 0, 0, 0, 41.66666793823242, 0, 0, 0, 0, 166.6666717529297, 0, 41.66666793823242, 41.66666793823242, 41.66666793823242, 41.66666793823242, 0, 41.66666793823242, 0, 125, 0, 0, 0, 0, 0, 0, 0, 41.66666793823242, 0, 0, 0, 0, 41.66666793823242, 0, 0, 0, 125, 0, 0, 41.66666793823242, 41.66666793823242, 0, 0, 0, 0, 0, 0, 125, 83.33333587646484, 83.33333587646484, 333.3333435058594, 41.66666793823242, 0, 0, 0, 41.66666793823242, 0, 0, 0, 0, 41.66666793823242, 208.33334350585938, 0, 0, 41.66666793823242, 0, 208.33334350585938, 166.6666717529297, 0, 291.66668701171875, 0, 0, 0, 0, 0, 41.66666793823242, 0, 41.66666793823242, 0, 83.33333587646484, 0, 0, 0, 41.66666793823242, 0, 41.66666793823242, 0, 41.66666793823242, 83.33333587646484, 0, 0, 0, 0, 0, 0, 125, 0, 0, 41.66666793823242, 166.6666717529297, 41.66666793823242, 41.66666793823242, 0, 0, 0, 0, 0, 41.66666793823242, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 41.66666793823242, 0, 41.66666793823242, 0, 0, 0, 0, 41.66666793823242, 0, 0, 0, 41.66666793823242, 0, 83.33333587646484, 708.3333740234375, 0, 0, 41.66666793823242, 0, 0, 0, 0, 41.66666793823242, 83.33333587646484, 125, 0 ] ]

train

aaaadkik-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" ]

aaaadkik-1

[ "EPAS1", "VIM", "HERPUD1", "PECAM1", "FCN3", "RTKN2", "HIST1H1C", "CEACAM6", "FN1", "RHOA", "PTGDS", "COL1A2", "SPARCL1", "RNASE1", "LUM", "HSPA5", "PDIA3", "CD34", "HEY1", "SOD2", "MGST1", "NKX2-1", "YAP1", "ATF4", "AKR1C1", "AGER", "IL7R", "ITGB1", "DUOX1", "PDIA6", "IRF1", "PDIA4", "CCN2", "SLC25A4", "SEC11C", "CST3", "XBP1", "BCL2L1", "IL32", "CTNNB1", "VEGFA", "BMPR2", "PRDX4", "EHMT1", "EGFR", "ITM2C", "SCGB1A1", "DCN", "JCHAIN", "DMBT1", "RAMP2", "KRT18", "KDR", "SAA2", "LMAN1", "MARCO", "ERLEC1", "MEG3", "IFIT3", "MAL", "IFIT1", "HMOX1", "HMGA1", "LYZ", "MSLN", "EPCAM", "IL4R", "GLP1R", "NUTF2", "OAS2", "ITGA3", "PGC", "MANF", "FAS", "PLIN2", "NAPSA", "FCER1G", "KRT8", "SPCS3", "APLN", "WNT2", "SOX9", "TTC19", "TP63", "AKR1C2", "SLC25A37", "AIF1", "CA4", "WWTR1", "SFTPD", "SPCS2", "TOP1", "STAT6", "SFTA2", "UGDH", "ACTA2", "CD14" ]

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gCap

THD0011

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

aaaadknm-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" ]

aaaadknm-1

[ "FN1", "VIM", "LUM", "COL1A2", "ACTA2", "EPAS1", "SPARCL1", "CTNNB1", "ITGB1", "COL3A1", "RHOA", "CST3", "CCN2", "PDGFRA", "ATF6", "IDH1", "SMAD4", "ATF4", "HERPUD1", "CD44", "STAT6", "FGF10", "GZMA", "FCN3", "CD68", "NUCB2", "SNAI2", "TGFB3", "SFTA2", "RTKN2", "PGC", "SFTPD", "TOP1", "PLIN2", "PKM", "PDGFRB", "ITGAV", "PTGDS", "DMBT1", "BAX", "AXL", "PECAM1", "PCNA", "AGR3", "LGALS1", "WWTR1", "DCN", "PLVAP" ]

[ 8, 7, 3, 6, 225, 603, 353, 135, 14, 193, 530, 151, 306, 136, 468, 147, 76, 424, 47, 276, 519, 46, 254, 100, 544, 219, 248, 217, 102, 408, 523, 558, 504, 473, 433, 507, 580, 442, 438, 425, 304, 454, 177, 55, 52, 431, 420, 22, 336, 618, 169, 445 ]

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Alveolar FBs

THD0011

[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.48571428571428577, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadnnn-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" ]

aaaadnnn-1

[ "HLA-DRA", "VIM", "EPAS1", "PGC", "SFTPD", "AIF1", "SFTPC", "EREG", "CST3", "HERPUD1", "MS4A7", "PTPRC", "FCGR3A", "SOD2", "ATG7", "MGST1", "PKM", "HYOU1", "HMOX1", "DMBT1", "FCER1G", "LYZ", "TGFB1", "MRC1", "CD4", "NFKB1", "SPCS2", "WWTR1", "RNASE1", "RHOA", "ATF4", "PDIA3", "ITGAX", "COL1A2", "SPARCL1", "EPCAM", "PDIA4", "CD44", "PECAM1", "CD68", "NAPSA", "PPARG", "SMAD4", "SLC25A37", "CTNNB1", "SFTA2", "GNG11", "PLIN2", "SPCS3", "PDIA6", "BCL2L1", "LMAN1", "KRT18", "LAMP3", "UBE2J1", "CCL22", "LUM", "ITGB1", "CD14", "HSPA5", "XBP1", "ACTA2", "ACKR1", "C1QC" ]

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Interstitial Macrophages

THD0011

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

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train

aaaadlpl-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" ]

aaaadlpl-1

[ "VIM", "RTKN2", "EPAS1", "PECAM1", "AGER", "VEGFA", "SFTPD", "PDIA3", "ATF4", "SELENOS", "ITGB1", "IL7R", "SOD2", "FN1", "FCN3", "HMOX1", "ITGA3", "EPCAM", "KRT18", "LUM", "NKX2-1", "MARCO", "CEACAM6", "PTGDS", "ACTA2", "AXIN2", "PLIN2", "RNASE1", "ERLEC1", "STAT1", "SPCS3", "HEY1", "CD34", "HLA-DRA", "IFIT3", "IRF1", "ATG7", "IL32", "LYZ", "MGST1", "CA4", "CCN2", "LMAN1", "COL4A3", "CTHRC1", "DUOX1", "EGFR", "WWTR1", "PDIA6", "PDIA4", "FCGR3A", "RHOA", "NFKB1", "GSR", "HIST1H1C", "MUC5AC", "HLA-DQA1", "MRC1", "SMAD4", "HSPA5", "ICAM1", "COL1A2", "ISG20", "SLC25A4", "ITGAV", "SFTPC", "HERPUD1", "PGC", "ZEB1", "CD68", "AKR1C2", "AKR1C1", "CD52" ]

[ 8, 7, 3, 6, 603, 473, 193, 431, 21, 602, 507, 426, 46, 494, 306, 294, 526, 225, 217, 266, 301, 194, 324, 353, 404, 362, 117, 454, 14, 51, 442, 469, 197, 542, 532, 257, 92, 263, 280, 296, 48, 291, 357, 369, 68, 76, 346, 137, 149, 180, 182, 618, 428, 427, 214, 468, 400, 247, 260, 387, 261, 379, 519, 272, 275, 135, 300, 515, 304, 506, 254, 433, 621, 102, 27, 26, 101 ]

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Interstitial Macrophages

THD0011

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

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train

aaaadlpo-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" ]

aaaadlpo-1

[ "VIM", "LYZ", "HLA-DRA", "HMOX1", "MARCO", "PLIN2", "ATF4", "CD68", "BCL2L1", "SOD2", "RHOA", "IDH1", "PKM", "CEACAM6", "SSR3", "GSR", "MRC1", "NAPSA", "FN1", "HIF1A", "HLA-DQA1", "EPAS1", "AIF1", "CCL2", "ITGAX", "CD44", "SFTPD", "FABP4", "XBP1", "GZMB", "GCLM", "FCER1G", "EPCAM", "DUOX1", "DNAJB9", "CTNNB1", "GZMA", "STAT6", "ITGB1", "HYOU1", "SELENOS", "S100A9", "S100A8", "SPCS3", "PECAM1", "PDIA6", "PDIA3", "HSPA5", "PDGFRA", "NFKB1", "MGST1", "LUM", "LGALS1", "LAMP3", "SPCS2", "IFIT2", "NUCB2", "ABCC2", "IL7R", "AGER", "ATF3", "AXIN2", "CCNA1", "AXL", "CCL18", "BMPR2", "CD247" ]

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not available

THD0011

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

aaaadkoc-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" ]

aaaadkoc-1

[ "EPAS1", "VIM", "SPARCL1", "HSPA5", "PTGDS", "PECAM1", "LUM", "HERPUD1", "ITGB1", "PDGFRB", "CD34", "CTNNB1", "EHMT1", "DCN", "FCN3", "CD44", "IL7R", "CCN2", "ATF4", "YAP1", "PDIA3", "HIST1H1C", "FN1", "KRT18", "NUCB2", "DUOX1", "PGC", "COL1A2", "RNASE1", "HMOX1", "IFIT3", "ZEB1", "ACTA2", "BMPR2", "KLRC1", "CLDN5", "SNCA", "SLC25A4", "DDIT3", "SFTA2", "BCL2L1", "FAS", "RHOA", "RAMP2", "AGR3", "PLIN2", "PKM", "GCLM", "GKN2", "PDIA6", "KRT5", "APLNR", "KDR", "ITGAV", "IRF1", "MARCO", "STAT6", "MGST1", "HYOU1", "MYDGF", "NAPSA", "NFKB1", "HEY1", "PDGFRA", "ICAM1", "CEACAM6", "KRT8", "XBP1", "TGFB1", "WWTR1", "WFDC2", "CD274" ]

[ 8, 7, 3, 6, 193, 603, 530, 272, 454, 431, 353, 254, 306, 425, 92, 151, 184, 169, 217, 100, 294, 76, 46, 620, 426, 260, 225, 324, 408, 180, 433, 135, 469, 266, 280, 621, 14, 61, 317, 126, 524, 515, 171, 504, 58, 206, 468, 459, 22, 442, 438, 231, 234, 428, 325, 35, 312, 304, 296, 362, 544, 369, 273, 390, 394, 400, 257, 424, 275, 117, 328, 619, 556, 618, 610, 89 ]

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gCap

THD0011

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

aaaadkif-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" ]

aaaadkif-1

[ "EPAS1", "PTGDS", "VIM", "PECAM1", "HIST1H1C", "RNASE1", "KLRB1", "PDIA3", "NKG7", "HAVCR2", "PTPRC", "FGFBP2", "RHOA", "CTNNB1", "ITGB1", "BMPR2", "ATF4", "PDIA4", "PKM", "CD69", "CD247", "RTKN2", "HLA-DQA1", "GZMA", "GSR", "CD44", "GNLY", "ACTA2", "ATG7", "FCGR3A", "TTC19", "ATP2A3", "ITGAM", "ICAM1", "CD52", "MGST1", "HMGA1", "KRT8", "KLRC1", "HIF1A", "WT1", "PDIA6", "AGER", "NHSL2", "NFKB1", "CLDN5", "SFTA2", "XBP1", "AXIN2", "CD34", "IDH1", "SSR3", "PLIN2", "CA4", "EHMT1", "IRF1", "FCN3", "LPAR2", "CCL5", "IL32", "FKBP11", "TNF", "UBE2J1", "STAT1", "TGFB1", "AXL", "KRT18", "UGDH", "EPCAM", "MYDGF" ]

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NK cells

THD0011

[ 1, 0.85, 0.7, 0.7, 0.7, 0.5499999999999999, 0.5499999999999999, 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, 0.25, 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, 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

aaaadlmh-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" ]

aaaadlmh-1

[ "VIM", "FN1", "COL1A2", "COL3A1", "SOD2", "EPAS1", "LUM", "ATF4", "ACTA2", "DCN", "PECAM1", "PGC", "PKM", "PTGDS", "RNASE1", "BCL2", "FAP", "PDGFRB", "SFTPD", "ITGB1", "TOP1", "HERPUD1", "HIF1A", "HLA-DRA", "FGF7", "ABCC2", "FCER1G", "FASLG", "HMOX1", "ERLEC1", "EHMT1", "EGFR", "DMBT1", "CST3", "FGF2", "HSPA5", "MEG3", "IDH1", "XBP1", "WWTR1", "UQCRHL", "STAT6", "STAT1", "SNAI2", "SFTPC", "SELENOS", "PPARG", "PLIN2", "PDGFRA", "NUTF2", "NAPSA", "MGST1", "LYZ", "KLRC1", "YAP1", "HYOU1", "COL1A1", "ZEB1", "CD14", "BCL2L1", "CD44", "CCN2" ]

[ 8, 7, 3, 6, 603, 225, 135, 136, 526, 193, 353, 46, 14, 169, 431, 433, 438, 454, 469, 57, 205, 425, 507, 306, 580, 254, 258, 263, 221, 10, 211, 207, 266, 197, 184, 182, 177, 147, 220, 272, 366, 276, 619, 618, 600, 544, 542, 523, 506, 494, 448, 442, 424, 409, 394, 369, 357, 317, 620, 273, 134, 621, 80, 58, 100, 76 ]

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Alveolar FBs

THD0011

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

[ [ 0, 41.15226364135742, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 164.6090545654297, 0, 41.15226364135742, 41.15226364135742, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 123.456787109375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 123.456787109375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 576.1317138671875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 82.30452728271484, 0, 0, 0, 0, 0, 41.15226364135742, 82.30452728271484, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 41.15226364135742, 0, 0, 0, 617.283935546875, 41.15226364135742, 123.456787109375, 0, 0, 0, 0, 41.15226364135742, 82.30452728271484, 123.456787109375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 0, 0, 0, 82.30452728271484, 0, 0, 0, 0, 41.15226364135742, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 164.6090545654297, 0, 0, 82.30452728271484, 41.15226364135742, 41.15226364135742, 205.76132202148438, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 0, 0, 0, 164.6090545654297, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 82.30452728271484, 0, 0, 41.15226364135742, 0, 452.6748962402344, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 123.456787109375, 0, 0, 0, 0, 0, 0, 0, 0, 534.9794311523438, 0, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 0, 41.15226364135742, 576.1317138671875, 0, 0, 0, 329.2181091308594, 0, 0, 82.30452728271484, 0, 0, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 1069.9588623046875, 0, 0, 123.456787109375, 0, 0, 0, 0, 0, 41.15226364135742, 41.15226364135742, 0, 0, 0, 0, 329.2181091308594, 123.456787109375, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 41.15226364135742, 0, 164.6090545654297, 0, 0, 0, 82.30452728271484, 0, 905.3497924804688, 0, 0, 0, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 41.15226364135742, 0, 0, 41.15226364135742, 41.15226364135742, 0, 0, 0, 82.30452728271484, 41.15226364135742, 41.15226364135742, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 0, 0, 0, 0, 0, 0, 0, 41.15226364135742, 0, 0, 41.15226364135742, 123.456787109375, 0, 0, 0, 0, 0, 41.15226364135742, 0, 41.15226364135742, 534.9794311523438, 82.30452728271484, 0 ] ]

train

aaaadnio-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" ]

aaaadnio-1

[ "PGC", "SFTPD", "DMBT1", "CD44", "NAPSA", "MGST1", "XBP1", "LAMP3", "RHOA", "NKX2-1", "IDH1", "SEC11C", "ITGB1", "HLA-DRA", "ATF4", "RNASE1", "PKM", "EPCAM", "BMPR2", "VIM", "CCN2", "LUM", "DUOX1", "COL1A2", "SSR3", "NUTF2", "HSPA5", "CFTR", "EPAS1", "SFTA2", "GKN2", "YAP1", "KRT18", "COL1A1", "SPCS3", "SPCS2", "DCN", "SCGB1A1", "MSLN", "PTGDS", "SOX4", "MYDGF", "SOD2", "CST3", "FN1", "GSR", "PDIA4", "DDIT3", "STAT1", "ACKR1", "WWTR1", "WNT7B", "VEGFA", "KRT8", "ATG7", "ATP2A3", "UCHL3", "ISG20", "HYOU1", "EMG1", "S100A9", "STAT6", "ICAM1", "TOP1", "DNAJB9", "PRDX4", "BCL2L1" ]

[ 8, 7, 3, 6, 433, 507, 177, 100, 394, 369, 619, 332, 468, 404, 276, 490, 306, 263, 46, 469, 438, 194, 61, 603, 76, 353, 180, 135, 541, 409, 272, 120, 193, 504, 234, 620, 324, 134, 532, 531, 169, 488, 384, 454, 528, 390, 526, 147, 225, 247, 427, 171, 542, 13, 618, 615, 602, 328, 48, 50, 596, 300, 273, 191, 481, 544, 275, 580, 178, 450, 58 ]

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AT2

THD0011

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train

aaaadkoh-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" ]

aaaadkoh-1

[ "VIM", "MRC1", "MS4A7", "HLA-DRA", "CD14", "FCER1G", "RNASE1", "HERPUD1", "LUM", "RHOA", "CD44", "FN1", "CTNNB1", "ITGB1", "PKM", "CST3", "FCGR3A", "SLC1A3", "IDH1", "XBP1", "PTGDS", "IL2RA", "PTPRC", "HIF1A", "COL1A2", "PDIA3", "KRT8", "ICAM1", "HMOX1", "AXL", "SPARCL1", "MGST1", "YAP1", "CD68", "PDIA4", "AIF1", "PECAM1", "C1QC", "NFKB1", "DCN", "SOD2", "HLA-DQA1", "HIST1H1C", "PGC", "ERLEC1", "EPAS1", "GPR183", "SPCS3", "FKBP11", "ITGAV", "ATG7", "VEGFA", "LYZ", "ATF6", "LMAN1", "ATF4", "PDIA6", "NAPSA", "HES1", "AGER", "HAVCR2", "GCLM", "LPAR1", "SSR3", "NKX2-1", "IL32", "EPCAM", "WWTR1", "KLRB1", "RTKN2", "EMG1", "PPARG", "SPP1", "GNLY", "EHMT1", "CXCR4", "COL3A1", "BMPR2", "ITGAX", "IRF1", "MSLN", "CCN2", "FCGBP", "HYOU1", "PLIN2", "MARCO", "CEACAM6", "PDGFRA", "SLC25A37", "TOP1", "SFTPD", "CD4", "MYDGF", "STAT6", "BAX" ]

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Macrophages

THD0011

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train

aaaadkok-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" ]

aaaadkok-1

[ "VIM", "PGC", "CCN2", "FN1", "COL1A2", "PTGDS", "NAPSA", "MGST1", "SFTPD", "ATF4", "SPARCL1", "RHOA", "CEACAM6", "LUM", "XBP1", "COL3A1", "KRT8", "KRT18", "CSPG4", "YAP1", "DCN", "HMGA1", "RNASE1", "BMPR2", "EPAS1", "SFTA2", "FAS", "ERLEC1", "DUOX1", "STAT1", "SOD2", "CTNNB1", "CD44", "RTKN2", "ZEB1", "PDGFRB", "ACTA2", "WWTR1", "ITGB1", "MAL", "ICAM1", "HLA-DRA", "PDIA6", "VEGFA", "SEC11C", "ITGAV", "SAA2", "LPAR1", "CST3", "IFIT3", "CXCL13", "PECAM1", "HIF1A", "HERPUD1", "NFKB1", "EHMT1", "PPARG", "NHSL2", "NUCB2", "PLIN2", "NUTF2", "PDGFRA", "PDIA3", "HIST1H1C", "HYOU1", "RSPO3", "BCL2L1", "AXIN2", "AXL", "SPRY2", "SPCS3", "SPCS2", "ANKRD28", "SOX9", "AKR1C1", "TOP1", "ATF6", "CDH26", "SMAD4" ]

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Alveolar FBs

THD0011

[ 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.37, 0.37, 0.37, 0.37, 0.37, 0.37, 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, 0.19, 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

aaaadkoi-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" ]

aaaadkoi-1

[ "VIM", "EPAS1", "PGC", "SPARCL1", "ITGB1", "PDGFRB", "SFTPD", "LUM", "ACTA2", "FN1", "SOD2", "CST3", "RNASE1", "ATF4", "CCN2", "DCN", "NAPSA", "CEACAM6", "CD4", "HIST1H1C", "KRT18", "CD44", "MGST1", "RHOA", "NKX2-1", "PTGDS", "YAP1", "COL1A2", "SFTA2", "PKM", "STAT1", "STAT6", "CSPG4", "RTKN2", "PDIA6", "NUTF2", "MYDGF", "IDH1", "IL4R", "PDGFRA", "LGALS1", "KRT8", "ITGAV", "AXL", "MEG3", "CTNNB1", "CXCL14", "SLC25A37", "HLA-DRA", "HEY1", "HERPUD1", "PECAM1", "GSR", "EGFR", "EHMT1", "NUCB2", "PCNA", "PPARG", "EPCAM", "ERLEC1", "PLIN2", "FAS", "PDIA3", "FGF10", "PDIA4", "SLC25A4", "NFKB1", "IL7R", "BMPR2", "ATP2A3", "CD68", "WNT5A", "SPCS3", "SOX4", "VEGFA", "TOP1", "AGER", "AKR1C1", "UBE2J1", "SNAI2", "BCL2L1", "SNAI1", "XBP1", "CEACAM5", "BCL2" ]

[ 8, 7, 3, 6, 603, 193, 433, 530, 306, 425, 507, 353, 14, 225, 526, 147, 469, 46, 76, 169, 394, 117, 97, 260, 324, 100, 369, 468, 404, 454, 620, 135, 504, 438, 542, 544, 146, 473, 428, 409, 390, 276, 293, 424, 336, 328, 304, 52, 366, 151, 158, 514, 263, 257, 254, 431, 247, 182, 184, 408, 420, 448, 194, 197, 442, 206, 426, 219, 427, 515, 400, 294, 61, 50, 102, 614, 532, 528, 602, 580, 21, 26, 594, 523, 58, 522, 619, 116, 57 ]

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

Alveolar FBs

THD0011

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

aaaadkhg-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" ]

aaaadkhg-1

[ "VIM", "HMOX1", "CCL2", "FCER1G", "CCL18", "PLIN2", "HLA-DRA", "SOD2", "PKM", "HIF1A", "MS4A7", "LYZ", "CD44", "HAVCR2", "HSPA5", "ICAM1", "FABP4", "IDH1", "MARCO", "IL7R", "RHOA", "ACTA2", "AIF1", "FCGR3A", "EHMT1", "CD14", "CD68", "MYDGF", "MRC1", "GPR183", "SAA2", "ITGB1", "ATG7", "STAT1", "S100A9", "SELENOS", "CTNNB1", "RNASE1", "CST3", "PTPRC", "DNAJB9", "COL3A1", "COL1A1", "PPARG", "EPAS1", "ATF4", "DCTPP1", "BAX", "FAS", "KRT8", "LUM", "XBP1", "IFIT3", "HYOU1", "GZMB", "NUCB2", "PIM2", "GCLM", "OAS3", "FOXI1", "FN1", "PCNA", "PDIA4", "COL15A1", "PDIA6", "OAS2", "SLC25A37", "KRT17", "SLC2A1", "SOX9", "BCL2L1", "CALCA", "SPCS3", "UGDH", "STAT6", "CD4" ]

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SPP1+ Macrophages

THD0011

[ 1, 1, 0.9, 0.8, 0.7000000000000001, 0.6, 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, 0.30000000000000004, 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, 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

aaaadkon-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" ]

aaaadkon-1

[ "VIM", "EPAS1", "SPP1", "IL7R", "LUM", "PDGFRB", "FCER1G", "MARCO", "CCL2", "SPARCL1", "PKM", "PGC", "RNASE1", "HLA-DRA", "HMOX1", "PLIN2", "CD44", "KRT8", "AIF1", "HSPA5", "SOD2", "LYZ", "CCN2", "CSPG4", "FN1", "SPCS3", "ERLEC1", "PDIA3", "LEF1", "ACTA2", "EHMT1", "YAP1", "RTKN2", "XBP1", "SOX4", "HIST1H1C", "AGER", "MGST1", "PDGFRA", "CEACAM6", "PTGDS", "MRC1", "SLC25A37", "SFTPD", "MS4A7", "GSR", "SEC11C", "NAPSA", "CXCR4", "NFKB1", "CEACAM5", "GNG11", "PDIA6", "LMAN1", "BCL2L1", "SPINK1", "LGALS1", "CA4", "IL2RA", "LPAR1", "KRT18", "UCHL3", "AXL", "ITGAM", "BMPR2", "ATF4", "ITGAX", "CD34", "STAT6", "MANF", "ATF6", "ICAM1", "IFIT1" ]

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SMCs

THD0011

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

aaaadnkd-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" ]

aaaadnkd-1

[ "SFTPD", "KRT18", "KRT8", "CEACAM6", "HIST1H1C", "AKR1C1", "ITGB1", "ICAM1", "SOD2", "RHOA", "CTNNB1", "PKM", "SAA2", "SOX4", "WFDC2", "RNASE1", "MGST1", "STAT6", "ITGA3", "EPCAM", "PDIA3", "FN1", "YAP1", "FAS", "DUOX1", "AXIN2", "VIM", "ATF4", "NAPSA", "AKR1C2", "BAX", "SFTA2", "PGC", "BCL2L1", "HLA-DRA", "NKX2-1", "HSPA5", "ITGAV", "XBP1", "ITGB6", "STAT1", "EGFR", "NUTF2", "SPRY2", "SEC11C", "IRF1", "PCNA", "MMP7", "SPINK1", "DMBT1", "TOP1", "NFKB1", "EHMT1", "EPAS1", "BMPR2", "PRDX4", "VEGFA", "NUCB2", "KRT6A", "PDIA6", "AGER", "PDIA4", "SLC25A37", "IFIT1", "COL4A3", "PLIN2", "MYC", "CST3", "COL1A1", "IFIT3", "CEACAM5", "CCL2", "UGDH", "BANK1", "CD68", "LAMP3", "PECAM1", "DNAJB9", "LUM", "CCL18", "HIF1A", "EMG1", "UBE2J1", "ERLEC1", "HES1", "FAP", "HLA-DQA1", "HERPUD1", "ACKR1", "ACTA2", "OAS2", "ATG7", "ANKRD28", "UCHL3", "MANF", "SLC7A11", "CREB3L4", "DCTPP1", "SFRP2", "CD44", "SELENOS", "IDH1", "MFAP5", "SPCS2", "SCGB3A2", "MRC1", "S100A9", "MS4A7", "MSLN" ]

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Transitional AT2

THD0011

[ 1, 0.955, 0.9099999999999999, 0.865, 0.82, 0.7749999999999999, 0.73, 0.73, 0.6849999999999999, 0.64, 0.595, 0.5499999999999999, 0.505, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.45999999999999996, 0.41500000000000004, 0.41500000000000004, 0.41500000000000004, 0.41500000000000004, 0.41500000000000004, 0.37, 0.37, 0.37, 0.37, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 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, 0.19, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadlml-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" ]

aaaadlml-1

[ "VIM", "LYZ", "MRC1", "PGC", "CD14", "ITGAX", "MS4A7", "FCER1G", "HIF1A", "STAT6", "EPAS1", "GPR183", "PDIA3", "SOD2", "HERPUD1", "RHOA", "PKM", "IRF1", "ATG7", "SFTPC", "VEGFA", "PECAM1", "SSR3", "ITGAM", "KRT18", "HMOX1", "HIST1H1C", "STAT1", "HLA-DQB1", "MARCO", "HLA-DRA", "IDH1", "CD44", "CD68", "SMAD4", "CTNNB1", "SLC1A3", "CFTR", "SELENOS", "SEC11C", "NAPSA", "CXCR4", "HSPA5", "GCLM", "BCL2L1", "APLNR", "KRT8", "PIM2", "TTC19", "HYOU1", "ITGB1", "PLIN2", "AIF1", "DMBT1", "ATF4", "LMAN1", "POSTN", "FCGBP", "PDIA6", "CCL2", "PDIA4", "IFIT3", "PTPRC", "CCNA1", "S100A8", "LPAR1", "ATP2A3" ]

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Macrophages

THD0011

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

aaaadkja-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" ]

aaaadkja-1

[ "JCHAIN", "HERPUD1", "XBP1", "PDIA4", "PIM2", "VIM", "SEC11C", "EPAS1", "ATF4", "SPCS2", "ITGB1", "CD79A", "NUCB2", "HIST1H1C", "MANF", "CTNNB1", "RTKN2", "SELENOS", "HSPA5", "TNFRSF17", "MARCO", "HYOU1", "PECAM1", "CD68", "DNAJB9", "SFTPD", "KRT8", "CRELD2", "OAS2", "PDIA6", "SPCS3", "HEY1", "FGFBP2", "FKBP11", "FN1", "RHOA", "NAPSA", "CST3", "ITM2C", "EHMT1", "LMAN1", "EGFR", "PKM", "DERL3", "CXCR4", "DCN", "ERLEC1", "UBE2J1", "IRF1", "YAP1", "ATG7" ]

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Plasma

THD0011

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train

aaaadkip-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" ]

aaaadkip-1

[ "EPAS1", "HEY1", "PECAM1", "VIM", "HERPUD1", "VEGFA", "BMPR2", "DUOX1", "KRT18", "JCHAIN", "RHOA", "SFTPD", "ACTA2", "PDIA6", "NHSL2", "HIST1H1C", "HLA-DQA1", "LUM", "HES1", "TGFB1", "CLDN5", "FCGR3A", "HSPA5", "HYOU1", "FGF7", "YAP1", "AXIN2", "ITGB1", "ATF4", "CTNNB1", "CDKN2A", "CEACAM6", "UBE2J1", "EHMT1", "SSR3", "RNASE1", "CD34" ]

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Arteriole

THD0011

[ 1, 0.85, 0.85, 0.7, 0.5499999999999999, 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 ]

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train

aaaadkpc-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" ]

aaaadkpc-1

[ "SFTPD", "NKX2-1", "PGC", "HSPA5", "RTKN2", "DUOX1", "CEACAM6", "ITGA3", "EPAS1", "MGST1", "SFTA2", "EGFR", "PDIA3", "CD44", "NAPSA", "ITGB1", "ATF4", "RHOA", "GKN2", "HLA-DRA", "CTNNB1", "ICAM1", "EHMT1", "FN1", "RNASE1", "SFTPC", "DDIT3", "PECAM1", "HIF1A", "ITGB6", "KRT8", "EPCAM", "PDIA4", "KRT18", "XBP1", "VEGFA", "ACTA2", "SAA2", "SCGB3A2", "AKR1C1", "COL1A1", "COL4A3", "WNT5A", "HIST1H1C", "BMPR2", "HERPUD1", "RAMP2", "GSR", "DMBT1", "DNAJB9", "TTC19", "IDH1", "BAX", "NFKB1", "PLIN2", "PKM", "ERLEC1", "GCLM", "FAS", "VIM", "OAS2", "PDGFRA", "BCL2L1", "MANF", "FGF2", "SSR3", "YAP1", "STAT1", "SPRY2", "CD247", "AGER", "LMAN1", "ITGAV", "SPCS2", "SPARCL1", "LUM", "IRF1" ]

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AT1

THD0011

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train

aaaadkpg-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" ]

aaaadkpg-1

[ "VIM", "SPP1", "IL7R", "CCL2", "HLA-DRA", "PLIN2", "PDIA3", "IDH1", "CD68", "FCER1G", "RHOA", "MARCO", "MS4A7", "PDIA4", "CD44", "PKM", "LYZ", "HSPA5", "SLC1A3", "MYDGF", "CCL18", "MRC1", "FCGR3A", "RNASE1", "SOD2", "HMOX1", "CTNNB1", "ITGB1", "GSR", "GPR183", "HYOU1", "PDIA6", "SPCS3", "STAT6", "PRDX4", "VEGFA", "MANF", "TGFB1", "SEC11C", "HIF1A", "HLA-DQA1", "EPAS1", "NFKB1", "ICAM1", "AIF1", "ACTA2", "XBP1", "NAPSA", "LGALS1", "HLA-DQB1", "CEACAM6", "SNCA", "ATG7", "C1QC", "ITGAX", "HIST1H1C", "HERPUD1", "PPARG", "BCL2", "BCL2L11", "BCL2L1", "ITGAV", "NKX2-1", "EHMT1", "FN1", "PDGFRB", "SFTPC", "SCGB1A1", "SFTA2", "HMGA1", "NUCB2", "PGC", "CST3", "NUTF2", "CXCR4", "PECAM1", "PLPP5", "SPARCL1", "IFIT3", "AGER", "KRT18", "AKR1C1", "AKR1C2", "ANKRD28", "ATF3", "ATF4", "BAX", "BMPR2", "UGDH", "JCHAIN", "CALCA", "ITGAM", "TOP1", "UBE2J1", "PCNA", "MGST1", "SSR3", "CD34", "STAT1", "TNF" ]

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SPP1+ Macrophages

THD0011

[ 1, 0.955, 0.9099999999999999, 0.9099999999999999, 0.865, 0.82, 0.7749999999999999, 0.73, 0.6849999999999999, 0.64, 0.595, 0.595, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.505, 0.505, 0.45999999999999996, 0.41500000000000004, 0.41500000000000004, 0.37, 0.37, 0.37, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 0.23500000000000001, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.14500000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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

aaaadnke-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" ]

aaaadnke-1

[ "SFTPC", "PGC", "SFTPD", "NAPSA", "DMBT1", "CD44", "ATF4", "HLA-DRA", "LAMP3", "MGST1", "VIM", "ITGB1", "EPAS1", "DUOX1", "LUM", "YAP1", "XBP1", "FN1", "PDIA3", "EPCAM", "KRT8", "SEC11C", "SCGB3A2", "PDIA6", "GKN2", "SPARCL1", "SFTA2", "SOD2", "PTPRC", "HIST1H1C", "SPCS2", "IL7R", "RHOA", "RNASE1", "SPCS3", "CEACAM6", "CFTR", "CTNNB1", "SELENOS", "MYDGF", "COL1A1", "GSR", "COL3A1", "COL4A3", "SMAD4", "PRDX4", "IDH1", "SPRY2", "ACTA2", "WWTR1", "PDIA4", "KDR", "KRT18", "ITGB6", "ITGAV", "ATF3", "ATF6", "ATG7", "AXIN2", "UGDH", "UCHL3", "BAX", "HMOX1", "ITGA3", "HSPA5", "LYZ", "TOP1", "ICAM1", "NKX2-1", "EGFR" ]

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AT2

THD0011

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

aaaadnkb-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" ]

aaaadnkb-1

[ "EPAS1", "PECAM1", "RHOA", "FN1", "HMOX1", "VIM", "RTKN2", "HERPUD1", "COL3A1", "YAP1", "ITGB1", "PGC", "SFTPD", "COL1A1", "LUM", "MGST1", "ICAM1", "COL1A2", "HIST1H1C", "KRT18", "CD34", "NUCB2", "SPARCL1", "PDGFRA", "XBP1", "SOD2", "CD44", "SOX9", "SFTPC", "IL7R", "CLDN5", "SAA2", "HEY1", "CREB3L4", "NAPSA", "FGF7", "RNASE1", "FCN3", "NKX2-1", "PTGDS", "OAS2", "DMBT1", "PKM", "SEC11C", "S100A8", "PDIA4", "CCL2", "ATF4", "ACTA2", "HMGA1", "TBXA2R", "CCN2", "WWTR1", "BMPR2", "VEGFA", "UBE2J1", "IDH1", "KRT6A" ]

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gCap

THD0011

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