TerminatorJ/xenium_25_lung_dataset_update4

Expression sequence	Split string	Cell_id string	Gene sequence	Cell_Ids string	Ranked_Gene_Names sequence	Full_Tokens sequence	Gene_Gene_Matrix sequence	Annotations string	Sample_Names string	Normalized_Exp sequence	pct_nucleus sequence	Transcript_Number sequence	compound_key string	Niche_Annotations string
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"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" ]	aaaabodo-1	[ "PTGDS", "LUM", "FN1", "CCN2", "VIM", 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train

aaaabokj-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" ]

aaaabokj-1

[ "HLA-DRA", "JCHAIN", "STAT1", "VIM", "MS4A1", "CD79A", "CD44", "HIF1A", "XBP1", "ITM2C", "HYOU1", "SPCS2", "SLC2A1", "HLA-DQA1", "LUM", "GPR183", "CST3", "PDIA4", "PTGDS", "ERLEC1", "PDIA3", "PIM2", "PTPRC", "ATF4", "SEC11C", "CXCR4", "DCN", "CTHRC1", "SOD2", "HIST1H1C", "CRELD2", "PCNA", "POSTN", "PECAM1", "HERPUD1", "CD69", "PRDX4", "CD79B", "FKBP11", "COL1A1", "CD8A", "CDH26", "CDK1", "SLC1A3", "NUCB2", "CLDN5", "NFKB1", "RHOA", "CD52", "ISG20", "SPARCL1", "IL4R", "UQCRHL", "ITGAX", "ITGB1", "LTB", "IFIT3", "CCL2", "AKR1C1", "TTC19", "TCL1A", "SPCS3", "IFIT1", "HSPA5" ]

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B cells

VUILD107MF

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VUILD107MF_aaaabokj-1

T2

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train

aaaabpfm-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" ]

aaaabpfm-1

[ "JCHAIN", "PTGDS", "VIM", "CCN2", "COL3A1", "SOD2", "LUM", "TRAC", "COL1A2", "HYOU1", "STAT1", "HIST1H1C", "CD3D", "CD44", "FN1", "CD3E", "RHOA", "PCNA", "EHMT1", "ERLEC1", "PDIA6", "SSR3", "PDIA3", "HIF1A", "SPARCL1", "PTPRC", "FAS", "DCN", "CXCR4", "CD52", "COL1A1", "CXCL13", "RTKN2", "HLA-DRA", "CTHRC1", "NUTF2", "IL7R", "TGFB1", "ATF4", "BCL2", "AKR1C1", "LPAR1", "ITGB1", "BAX", "ICAM1", "HSPA5" ]

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T-cells

VUILD107MF

[ 1, 0.85, 0.85, 0.7, 0.7, 0.5499999999999999, 0.4, 0.4, 0.4, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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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VUILD107MF_aaaabpfm-1

T2

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train

aaaabpgd-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" ]

aaaabpgd-1

[ "VIM", "HLA-DRA", "COL1A2", "HLA-DQA1", "PTGDS", "MS4A1", "LUM", "BANK1", "JCHAIN", "CCL18", "CD52", "COL3A1", "CCL2", "PDIA3", "ATP2A3", "FN1", "ITGAV", "HIF1A", "OAS2", "STAT1", "SPRY2", "CD44", "HYOU1", "CD68", "CD79A", "HLA-DQB1", "HIST1H1C", "RTKN2", "RHOA", "PTPRC", "GPR183", "MS4A7", "PRDX4", "SNAI2", "CCN2", "CXCR4", "BAX", "TNFRSF13C", "BCL2", "XBP1", "ATF4" ]

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B cells

VUILD107MF

[ 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, 0.25, 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 ]

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VUILD107MF_aaaabpgd-1

T2

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train

aaaabojm-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" ]

aaaabojm-1

[ "HLA-DRA", "MS4A7", "JCHAIN", "CST3", "CCL18", "LYZ", "HLA-DQA1", "RNASE1", "STAT1", "FCGR3A", "FCER1G", "PDIA3", "VIM", "IFIT3", "ATF4", "CD44", "COL1A2", "COL3A1", "MS4A1", "CD14", "ATG7", "PDIA4", "CD52", "LUM", "HLA-DQB1", "GPR183", "SPRY2", "SELENOS", "COL1A1", "CD28", "GZMK", "SPARCL1", "FN1", "SOD2", "CD68", "HAVCR2", "CD79A", "HIF1A", "HMOX1", "PECAM1", "OAS3", "PTPRC", "ITGAX", "RHOA", "TRAC", "CXCR4", "PTGDS", "ITGAM", "AIF1", "IFIT1", "PLIN2", "PKM", "HYOU1", "CCN2", "DUOX1" ]

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

VUILD107MF

[ 1, 0.8714285714285716, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 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 ]

[ -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, 0.33, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0.6, -1, -1, -1, -1, 1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, 0.67, 0, 0, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, 0.5, 0, -1, -1, -1, -1, -1, 0.5, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0.25, -1, 0.75, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, -1, -1, -1, 1, -1, -1, 1, -1, -1, -1, 0, -1, 0.8, 1, 0.4, -1, 1, -1, 0, -1, -1, 0, -1, 0, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, -1, 1, -1, -1, -1, 0.29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0.5, -1, 0.6, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, 0.86, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, 0.5, 0, -1, 0, -1, -1, -1, 0, 1, -1, -1, -1, -1, -1, 1, 1, -1, -1, -1, 1, 0.4, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, -1, -1, -1, 0, -1, -1, -1, -1, 0, -1, 0.5, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, 0.33, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1 ]

[ 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 3, 2, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 2, 0, 0, 0, 0, 0, 6, 0, 0, 0, 0, 0, 0, 1, 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, 4, 0, 4, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 5, 1, 15, 0, 1, 0, 1, 0, 0, 1, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 4, 2, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 5, 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, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 4, 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, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]

VUILD107MF_aaaabojm-1

T5

[ [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 300, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 200, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 900, 300, 1200, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 200, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 100, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 300, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 800, 0, 0, 0, 0, 0, 0, 500, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 0, 0, 0, 0, 100, 100, 0, 0, 0, 100, 0, 0, 0, 0, 0, 0, 0, 500, 100, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 100, 500, 100, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 300, 0, 200, 0, 0, 0, 400, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 0, 0, 100, 0, 0, 0, 0, 0, 0, 0, 0, 900, 0, 0, 0, 0, 0, 0, 0, 0, 100, 100, 100 ] ]

train

aaaabkng-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" ]

aaaabkng-1

[ "COL3A1", "COL1A1", "VIM", "LUM", "SFRP2", "MEG3", "PTGDS", "SPARCL1", "CCN2", "SNAI2", "COL1A2", "ITGB1", "SOD2", "CD79A", "DCN", "PCNA", "PIM2", "ISG20", "YAP1", "KLRB1", "CD44", "HLA-DRA", "SFRP4", "LTB", "SELENOS", "SCGB3A2", "GSR", "GPR183", "FAS", "CTNNB1", "PDIA4", "STAT1", "PDIA6", "ZEB1", "PTPRC", "XBP1", "ATF4", "TRAC", "TNFRSF13C" ]

[ 9, 7, 3, 6, 136, 134, 603, 353, 502, 366, 454, 530, 76, 523, 135, 306, 526, 105, 169, 420, 437, 300, 620, 316, 100, 263, 503, 350, 494, 489, 247, 242, 206, 151, 427, 542, 428, 621, 456, 619, 46, 585, 574 ]

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Fibroblasts

VUILD107MF

[ 1, 0.8714285714285716, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 0.3571428571428572, 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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VUILD107MF_aaaabkng-1

T9

[ [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190.4761962890625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190.4761962890625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 666.6666870117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 95.23809814453125, 0, 0, 0, 285.71429443359375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 285.71429443359375, 380.952392578125, 95.23809814453125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190.4761962890625, 0, 0, 0, 95.23809814453125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 380.952392578125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190.4761962890625, 0, 190.4761962890625, 0, 0, 0, 95.23809814453125, 0, 0, 190.4761962890625, 0, 0, 0, 0, 0, 0, 95.23809814453125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 95.23809814453125, 0, 95.23809814453125, 0, 380.952392578125, 1142.857177734375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 380.952392578125, 0, 0, 0, 190.4761962890625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 95.23809814453125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 95.23809814453125, 0, 0, 0, 0, 0, 0, 0, 190.4761962890625, 0, 0, 0, 95.23809814453125, 0, 0, 0, 0, 0, 0, 285.71429443359375, 285.71429443359375, 0, 0, 0, 0, 95.23809814453125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190.4761962890625, 0, 95.23809814453125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 95.23809814453125, 0, 95.23809814453125, 0, 0, 190.4761962890625, 0, 190.4761962890625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 190.4761962890625, 0, 0, 0, 0, 0, 761.90478515625, 0, 0, 0, 0, 0, 0, 0, 0, 1142.857177734375, 0, 0 ] ]

train

aaaabojj-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" ]

aaaabojj-1

[ "XBP1", "JCHAIN", "VIM", "CCN2", "FN1", "COL1A2", "LUM", "ITM2C", "COL1A1", "CD79A", "PTGDS", "PRDX4", "STAT1", "SPRY2", "BCL2L11", "SEC11C", "UBE2J1", "CXCL14", "HERPUD1", "ATF4", "MANF", "HLA-DRA", "HAS2", "PDIA6", "IFIT1", "SPCS3", "SPARCL1", "CD44", "SFRP2", "OAS3", "COL3A1", "RHOA", "ITGB1", "MYC", "DCN", "HIST1H1C", "PIM2", "ITGAV" ]

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Plasma

VUILD107MF

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

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VUILD107MF_aaaabojj-1

T1

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train

aaaabodo-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" ]

aaaabodo-1

[ "PTGDS", "LUM", "FN1", "CCN2", "VIM", "XBP1", "COL3A1", "SOD2", "COL1A2", "MEG3", "JCHAIN", "ITGB1", "ATF4", "COL1A1", "SPCS2", "CST3", "ITM2C", "SPARCL1", "CD4", "CD44", "CD28", "HERPUD1", "CD2", "HIF1A", "CD68", "SEC11C", "GZMA", "GSR", "SLC1A3", "MS4A7", "SFRP2", "HLA-DRA", "FGF2", "RNASE1", "RHOA", "CXCR4", "PDGFRB", "PLIN2", "CD79A", "HMGA1", "DCN", "TRAC", "AXIN2", "BMPR2", "TPSAB1", "KRT8", "IFIT2", "IDH1", "ITGAV", "STAT1", "HSPA5", "ICAM1" ]

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Fibroblasts

VUILD107MF

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

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VUILD107MF_aaaabodo-1

T9

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train

aaaabinl-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" ]

aaaabinl-1

[ "STAT1", "HLA-DRA", "HLA-DQA1", "CD44", "CXCL13", "TRAC", "MS4A1", "HIST1H1C", "PKM", "BANK1", "HIF1A", "TGFB1", "LTB", "ITGB1", "SSR3", "SPCS3", "IRF1", "CD68", "CD69", "CD8A", "COL1A1", "RHOA", "CTNNB1", "LMAN1", "IFIT1", "CXCL9", "ICAM1", "PTPRC", "DIRAS3", "TCL1A", "PDIA6", "HSPA5", "HERPUD1", "LUM", "HLA-DQB1", "CXCR4", "KDR", "ATF4", "XBP1", "UCHL3", "VEGFA", "VIM", "ATP2A3", "BMPR2", "UBE2J1" ]

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B cells

VUILD107MF

[ 1, 0.85, 0.85, 0.7, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.4, 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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VUILD107MF_aaaabinl-1

T2

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train

aaaabglb-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" ]

aaaabglb-1

[ "HLA-DRA", "VIM", "MS4A1", "PTGDS", "LTB", "HERPUD1", "CXCR4", "STAT1", "PTPRC", "CD44", "SOD2", "GPR183", "CD69", "SMAD4", "IFIT1", "TGFB1", "CD79A", "BANK1", "CD1C", "OAS2", "DCN", "COL1A1", "PIM2", "PRDX4", "PECAM1", "EHMT1", "CD3E", "SPCS3", "HLA-DQA1", "FCGBP", "PLPP5", "FGF10", "COL1A2", "RTKN2", "HIF1A", "CXCL9", "CXCL13", "SFRP2", "GZMK", "CD2", "COL3A1", "CD68", "CD52", "PKM", "CD19", "BAX", "ATF3", "BCL2", "ITM2C", "TNFRSF13C", "CCL2", "AIF1", "ITGB1", "IDH1", "CD14", "CCL5" ]

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B cells

VUILD107MF

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VUILD107MF_aaaabglb-1

T2

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train

aaaabgjc-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" ]

aaaabgjc-1

[ "VIM", "PTGDS", "IFIT3", "CD79A", "HLA-DRA", "SMAD4", "ATF4", "LYZ", "CXCR4", "LUM", "MS4A1", "CD44", "ISG20", "SLC1A3", "CCL18", "TNFRSF13C", "DCN", "PTPRC", "STAT1", "BANK1", "JCHAIN", "OAS3", "OAS2", "PDIA3", "SPARCL1", "UBE2J1", "LTB", "CD52", "CD68", "CD69", "MYC", "CD86", "IRF1", "SLC25A37", "PDIA6", "SFRP2", "PIM2", "LCK", "COL1A2", "COL3A1", "SCG2", "CTNNB1", "PECAM1", "RHOA", "EPAS1", "ITM2C", "ATG7", "BCL2L11", "CCL2", "CCR7", "TRAC" ]

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B cells

VUILD107MF

[ 1, 0.85, 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, 0.25, 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 ]

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VUILD107MF_aaaabgjc-1

T2

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train

aaaabimo-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" ]

aaaabimo-1

[ "TRAC", "VIM", "CD44", "COL3A1", "PTPRC", "HLA-DRA", "CD3D", "CXCR4", "HMGA1", "PDIA3", "BMPR2", "STAT1", "COL1A2", "PKM", "APLNR", "SSR3", "CD68", "CD3G", "CD3E", "SPARCL1", "CD27", "SPCS3", "COL1A1", "CST3", "RHOA", "CXCL13", "RSPO3", "PPARG", "FAS", "NHSL2", "MYDGF", "HERPUD1", "HIST1H1C", "HLA-DQA1", "LYZ", "HSPA5", "IL32", "LAG3", "CTLA4", "CCR7", "ZEB1", "ACTA2", "BCL2", "TNFRSF9" ]

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T-cells

VUILD107MF

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

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VUILD107MF_aaaabimo-1

T2