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TerminatorJ
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xenium_25_lung_dataset_update2

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Expression
list
Split
string
Cell_id
string
Gene
list
Cell_Ids
string
Ranked_Gene_Names
list
Full_Tokens
list
Gene_Gene_Matrix
list
Annotations
string
Sample_Names
string
Normalized_Exp
list
[ [ 0, 0, 0, 0, 0, 141.73228454589844, 0, 0, 0, 0, 0, 0, 0, 0, 31.496063232421875, 0, 31.496063232421875, 0, 0, 0, 0, 15.748031616210938, 15.748031616210938, 31.496063232421875, 0, 0, 47.24409484863281, 0, 0, 0, 0, 0, 1559.05517578125, 15.748031616210938, 0, 0, 0, 0, 0, 0, 0, 173.2283477783203, 0, 0, 0, 0, 0, 0, 15.748031616210938, 31.496063232421875, 0, 0, 0, 0, 15.748031616210938, 362.2047119140625, 0, 440.94488525390625, 0, 0, 0, 47.24409484863281, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 173.2283477783203, 220.47244262695312, 299.21258544921875, 0, 0, 0, 0, 0, 31.496063232421875, 0, 0, 78.74015808105469, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 31.496063232421875, 0, 15.748031616210938, 0, 0, 0, 0, 0, 0, 0, 330.70867919921875, 0, 94.48818969726562, 0, 0, 15.748031616210938, 0, 0, 0, 0, 62.99212646484375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 31.496063232421875, 0, 0, 0, 0, 0, 0, 47.24409484863281, 15.748031616210938, 0, 0, 110.23622131347656, 0, 94.48818969726562, 31.496063232421875, 724.409423828125, 0, 0, 78.74015808105469, 15.748031616210938, 62.99212646484375, 62.99212646484375, 0, 31.496063232421875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 15.748031616210938, 15.748031616210938, 0, 0, 0, 0, 15.748031616210938, 31.496063232421875, 78.74015808105469, 125.9842529296875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 15.748031616210938, 0, 0, 0, 0, 0, 0, 0, 0, 15.748031616210938, 0, 0, 0, 0, 31.496063232421875, 0, 220.47244262695312, 0, 0, 0, 0, 15.748031616210938, 0, 0, 0, 0, 0, 0, 78.74015808105469, 0, 157.48031616210938, 0, 0, 0, 0, 31.496063232421875, 0, 0, 0, 0, 0, 0, 0, 78.74015808105469, 15.748031616210938, 15.748031616210938, 0, 0, 0, 0, 0, 188.97637939453125, 125.9842529296875, 31.496063232421875, 110.23622131347656, 0, 0, 0, 78.74015808105469, 62.99212646484375, 0, 0, 0, 0, 15.748031616210938, 15.748031616210938, 125.9842529296875, 0, 0, 0, 47.24409484863281, 362.2047119140625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 15.748031616210938, 15.748031616210938, 15.748031616210938, 0, 15.748031616210938, 0, 0, 0, 0, 31.496063232421875, 0, 0, 0, 0, 0, 0, 0, 15.748031616210938, 157.48031616210938, 0, 15.748031616210938, 0, 0, 0, 47.24409484863281, 0, 31.496063232421875, 0, 31.496063232421875, 47.24409484863281, 47.24409484863281, 0, 0, 0, 62.99212646484375, 0, 0, 0, 0, 0, 0, 15.748031616210938, 0, 0, 0, 0, 0, 31.496063232421875, 0, 15.748031616210938, 0, 0, 31.496063232421875, 0, 0, 1496.06298828125, 0, 0, 0, 0, 0, 0, 0, 0, 94.48818969726562, 0, 0 ] ]
train
aaaafbml-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" ]
aaaafbml-1
[ "CCL18", "VIM", "HLA-DRA", "CD68", "RNASE1", "CD44", "FCER1G", "COL3A1", "COL1A2", "LYZ", "PDIA3", "CD14", "COL1A1", "SOD2", "MS4A7", "AIF1", "ITGB1", "PDIA4", "PTPRC", "PECAM1", "HIF1A", "HLA-DQA1", "FCGR3A", "XBP1", "PKM", "HSPA5", "MRC1", "NUTF2", "CTNNB1", "ITGAX", "TGFB1", "FN1", "IDH1", "PLIN2", "ICAM1", "RHOA", "STAT6", "BMPR2", "STAT1", "CD86", "HAVCR2", "SPCS3", "SPP1", "BCL2L1", "ATF4", "UGDH", "EPAS1", "PDIA6", "CD28", "IFIT2", "SSR3", "LUM", "CST3", "GPR183", "MYDGF", "SLC1A3", "HLA-DQB1", "TREM2", "ATG7", "ITGAV", "SFRP2", "SCGB3A2", "SCGB1A1", "SEC11C", "MEG3", "PRDX4", "EREG", "KRT8", "LMAN1", "FGF10", "OAS2", "ITGAM", "HERPUD1", "IRF1", "HYOU1", "PTGDS", "OAS3", "IL7R", "SOX4", "SNCA", "UBE2J1", "CD4", "BAX", "CD274", "TOP1", "BCL2", "CCL2" ]
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SPP1+ Macrophages
VUILD91MF
[ 1, 0.9526315789473684, 0.9052631578947369, 0.8578947368421053, 0.8105263157894737, 0.8105263157894737, 0.7631578947368421, 0.7157894736842105, 0.6684210526315789, 0.6684210526315789, 0.6210526315789474, 0.5736842105263158, 0.5736842105263158, 0.5263157894736842, 0.5263157894736842, 0.4789473684210527, 0.43157894736842106, 0.43157894736842106, 0.43157894736842106, 0.38421052631578945, 0.38421052631578945, 0.33684210526315794, 0.33684210526315794, 0.33684210526315794, 0.2894736842105263, 0.2894736842105263, 0.2894736842105263, 0.2894736842105263, 0.2894736842105263, 0.2894736842105263, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.24210526315789474, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.19473684210526315, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1473684210526316, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafdpd-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" ]
aaaafdpd-1
[ "COL1A1", "VIM", "COL3A1", "CCL18", "LUM", "RNASE1", "HLA-DRA", "COL1A2", "CD68", "MS4A7", "FN1", "LYZ", "RHOA", "ITGB1", "FCER1G", "HLA-DQA1", "PKM", "SPARCL1", "HSPA5", "DCN", "SOD2", "ITGAM", "CST3", "MRC1", "IDH1", "AIF1", "SPCS3", "FCGR3A", "ATF4", "POSTN", "PDIA3", "WT1", "PDIA4", "CD44", "SNCA", "SNAI2", "HES1", "SMAD4", "HERPUD1", "FABP4", "MYDGF", "PLIN2", "ITM2C", "CTHRC1", "CTNNB1", "NUCB2", "NUTF2", "CXCR4", "PTPRC", "TREM2", "PECAM1", "HYOU1", "TGFB1", "UCHL3", "CCN2", "CD14", "UGDH", "LGALS1", "ATF3", "BCL2L1", "SPRY2" ]
[ 9, 7, 3, 6, 134, 603, 136, 71, 353, 469, 263, 135, 102, 383, 225, 357, 468, 306, 211, 261, 438, 530, 272, 169, 526, 303, 147, 379, 276, 23, 532, 214, 46, 446, 426, 617, 427, 100, 524, 523, 255, 519, 254, 202, 390, 442, 309, 149, 151, 408, 409, 163, 456, 586, 431, 273, 556, 596, 76, 80, 597, 336, 45, 58, 537 ]
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Macrophages
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.6538461538461539, 0.5846153846153846, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 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 ]
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train
aaaafdpc-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" ]
aaaafdpc-1
[ "COL1A1", "COL3A1", "CCL18", "VIM", "HLA-DRA", "FN1", "COL1A2", "CST3", "RNASE1", "RHOA", "FABP4", "MS4A7", "CD68", "FCER1G", "DCN", "LUM", "ITGAX", "S100A9", "HSPA5", "TGFB1", "MYDGF", "LYZ", "HMGA1", "CD4", "FCGR3A", "FCN1", "MARCO", "PKM", "OAS3", "SPCS3", "HERPUD1", "ICAM1", "EHMT1", "IDH1", "AIF1", "C1QC", "ITGAM", "CTHRC1", "SLC1A3", "CTNNB1", "LGALS1", "EPAS1", "ATP2A3", "ATG7", "ITGB1" ]
[ 9, 7, 3, 6, 134, 136, 71, 603, 263, 225, 135, 147, 469, 468, 202, 383, 102, 211, 169, 353, 305, 481, 272, 556, 390, 357, 264, 97, 214, 216, 362, 438, 411, 532, 254, 275, 184, 276, 23, 66, 303, 149, 513, 151, 336, 193, 50, 48, 306 ]
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Macrophages
VUILD91MF
[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.5, 0.4, 0.4, 0.4, 0.4, 0.4, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafdnp-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" ]
aaaafdnp-1
[ "VIM", "HLA-DRA", "COL3A1", "CD44", "LYZ", "COL1A1", "RHOA", "FN1", "PKM", "CTNNB1", "IDH1", "MMP7", "SPP1", "PTPRC", "HMGA1", "CST3", "LUM", "PDIA3", "ITGB1", "IL7R", "ITGAX", "CD8A", "HAVCR2", "CD68", "SOD2", "SPARCL1", "HLA-DQA1", "ITGAM", "ACTA2", "HSPA5", "PLIN2", "MYDGF", "TREM2", "MCEMP1", "XBP1", "TRAC", "NHSL2", "MGST1", "BAX", "FGF7", "ATP2A3", "RTKN2", "GPR183", "MRC1", "S100A12", "SFRP2", "SELENOS", "CTHRC1", "AIF1", "LGALS1", "COL1A2", "PDIA6", "PDGFRB", "CD4", "HIST1H1C", "IL32", "OAS3", "POSTN", "SPCS2", "BMPR2", "TGFB1", "PCNA", "PTGDS", "NUCB2", "ICAM1", "STAT1", "HYOU1", "LMAN1" ]
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SPP1+ Macrophages
VUILD91MF
[ 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.45999999999999996, 0.37, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 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, 0, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 0, 53.191490173339844, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1914.8936767578125, 1382.978759765625, 1808.5106201171875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 106.38298034667969, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 478.7234191894531, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 159.574462890625, 0, 0, 0, 53.191490173339844, 0, 53.191490173339844, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 265.95745849609375, 0, 53.191490173339844, 0, 0, 53.191490173339844, 0, 478.7234191894531, 0, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 106.38298034667969, 106.38298034667969, 0, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 53.191490173339844, 0, 0, 0, 53.191490173339844, 0, 0, 0, 265.95745849609375, 0, 0, 0, 0, 0, 0, 0, 106.38298034667969, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 0, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 106.38298034667969, 0, 0, 0, 159.574462890625, 53.191490173339844, 53.191490173339844, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 0, 1276.595703125, 0, 0, 0, 0, 0, 0, 0, 53.191490173339844, 0, 0, 0 ] ]
train
aaaafdom-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" ]
aaaafdom-1
[ "COL1A1", "COL3A1", "COL1A2", "VIM", "MEG3", "FN1", "POSTN", "LUM", "SPARCL1", "HLA-DRA", "DCN", "NUTF2", "NUCB2", "RHOA", "SOD2", "FGF7", "HYOU1", "GSR", "IDH1", "FCER1G", "SPCS2", "SPCS3", "MARCO", "MS4A7", "IFIT1", "RNASE1", "BCL2L1", "AXL", "PECAM1", "UCHL3", "SFRP2", "CD44", "PDIA4", "SFTPD", "WWTR1", "ACTA2", "PKM", "BCL2L11", "LYZ" ]
[ 9, 7, 3, 6, 134, 136, 135, 603, 366, 225, 446, 353, 530, 263, 169, 409, 408, 468, 526, 221, 273, 247, 276, 211, 531, 532, 362, 383, 278, 469, 58, 52, 431, 596, 502, 100, 427, 507, 618, 14, 438, 59, 357 ]
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Fibroblasts
VUILD91MF
[ 1, 0.8875, 0.775, 0.6625, 0.55, 0.55, 0.4375, 0.4375, 0.325, 0.325, 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 ]
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train
aaaafdmd-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" ]
aaaafdmd-1
[ "VIM", "COL3A1", "COL1A2", "COL1A1", "MEG3", "LUM", "FN1", "HLA-DRA", "PTGDS", "TPSAB1", "CPA3", "CD44", "CD68", "KIT", "LYZ", "TGFB1", "EPAS1", "POSTN", "PLIN2", "RHOA", "SOD2", "PDIA3", "HIF1A", "SNAI2", "PTPRC", "SELENOS", "SPARCL1", "FCER1G", "GPR183", "FGF7", "WNT2", "SFRP2", "RNASE1", "ITGB1", "CXCR4", "ITGAV", "XBP1", "ATF4", "UCHL3", "UBE2J1", "KLRG1", "CTHRC1", "JCHAIN", "CD86", "IRF1", "CD52", "ERLEC1", "HIST1H1C", "BCL2L1", "HLA-DQA1", "PDIA4", "EHMT1", "PPARG", "ITGAX", "SSR3", "MARCO", "TOP1", "HSPA5", "CD14", "PECAM1", "PKM", "SPCS2", "BMPR2" ]
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Mast
VUILD91MF
[ 1, 0.9181818181818181, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.5909090909090909, 0.5909090909090909, 0.509090909090909, 0.509090909090909, 0.509090909090909, 0.42727272727272725, 0.34545454545454546, 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, 0.18181818181818182, 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 ]
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train
aaaafdpb-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" ]
aaaafdpb-1
[ "COL3A1", "COL1A1", "VIM", "COL1A2", "LUM", "LYZ", "FN1", "CCL18", "POSTN", "SOD2", "HYOU1", "IDH1", "SFRP2", "ATF4", "DCN", "PTGDS", "CCL2", "FCER1G", "SELENOS", "PDIA3", "MS4A7", "CD68", "CD44", "SMAD4", "CSPG4", "ITGAX", "CTHRC1", "EHMT1", "HIF1A", "PRDX4", "RHOA", "ITGB1", "ICAM1", "XBP1" ]
[ 9, 7, 3, 6, 136, 134, 603, 135, 353, 357, 225, 71, 446, 526, 273, 276, 502, 46, 169, 454, 72, 211, 494, 426, 383, 102, 100, 519, 146, 305, 149, 184, 258, 450, 468, 306, 275, 619 ]
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Fibroblasts
VUILD91MF
[ 1, 0.85, 0.85, 0.7, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 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 ]
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train
aaaafdpi-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" ]
aaaafdpi-1
[ "VIM", "COL3A1", "COL1A1", "COL1A2", "LUM", "CCN2", "DCN", "PECAM1", "SPARCL1", "POSTN", "ZEB1", "RHOA", "FN1", "SOD2", "HIF1A", "HIST1H1C", "PTGDS", "UBE2J1", "PDIA3", "NUTF2", "CST3", "PDIA4", "PKM", "HSPA5", "LYZ", "ITGB1", "EPAS1", "KDR", "KIT", "IL32", "CD68", "HERPUD1", "COL15A1", "ATF4", "PPARG", "STAT6", "SPRY2", "GNG11", "SPCS3", "FGF7", "FAS", "SSR3", "EHMT1", "CTNNB1", "CTHRC1", "TGFB1", "WNT5A", "XBP1", "SOX4", "SMAD4", "NOX4", "HLA-DRA", "PRDX4", "HYOU1", "PLVAP", "PDGFRB", "PCNA", "KLRC1", "KRT18", "KRT8", "OAS3", "OAS2", "NUCB2", "MS4A7", "MYC", "NHSL2", "MYDGF", "IL7R", "CD86", "CD3E", "BCL2L1", "ANKRD28", "CD44", "CD34", "CCL18" ]
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SMCs
VUILD91MF
[ 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, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 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, 0.18181818181818182, 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 ]
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train
aaaafdpl-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" ]
aaaafdpl-1
[ "VIM", "COL1A1", "COL3A1", "HLA-DRA", "LYZ", "COL1A2", "FN1", "CCL18", "LUM", "CD68", "PDIA3", "RNASE1", "FCER1G", "PDIA4", "PTGDS", "DCN", "CTNNB1", "FCGR3A", "NUTF2", "HIF1A", "CD52", "CD44", "IL7R", "AIF1", "TRAC", "TREM2", "WWTR1", "SPCS2", "SPARCL1", "RHOA", "CD3E", "SOD2", "MYDGF", "CD34", "MANF", "GPR183", "CTHRC1", "PDIA6", "CST3", "SFRP2", "S100A9", "CREB3L4", "HERPUD1", "CD2", "HYOU1", "MRC1", "PLIN2", "CD14", "ERLEC1", "BMPR2", "PDGFRA", "ITGB1", "ITGAV", "ITGAM", "SPP1" ]
[ 9, 7, 3, 6, 603, 134, 136, 263, 357, 135, 225, 71, 353, 102, 426, 469, 211, 427, 454, 169, 151, 214, 409, 258, 101, 100, 294, 23, 585, 586, 618, 531, 530, 468, 95, 526, 390, 92, 360, 242, 149, 428, 147, 502, 481, 143, 254, 85, 273, 379, 442, 80, 197, 61, 424, 306, 304, 303, 536 ]
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T-cells
VUILD91MF
[ 1, 0.8875, 0.8875, 0.775, 0.6625, 0.6625, 0.55, 0.4375, 0.4375, 0.4375, 0.4375, 0.325, 0.325, 0.325, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafehp-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" ]
aaaafehp-1
[ "VIM", "LYZ", "HLA-DRA", "COL3A1", "LUM", "COL1A1", "CD68", "CD44", "AIF1", "COL1A2", "FCGR3A", "HLA-DQA1", "HSPA5", "MS4A7", "SPCS3", "C1QC", "IL7R", "SFRP2", "CST3", "XBP1", "PDIA4", "RHOA", "DCN", "CD14", "FCER1G", "FN1", "POSTN", "CD2", "HIST1H1C", "HIF1A", "PTGDS", "GZMA", "PKM", "CTNNB1", "FGF7", "CD8A", "CD86", "PDGFRB", "PDGFRA", "HAS2", "MRC1", "CD3E", "HMOX1", "LCK", "ATF4", "CCL18", "LEF1", "KRT8", "CCL5", "TGFB1", "CCL21" ]
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Macrophages
VUILD91MF
[ 1, 1, 0.85, 0.7, 0.7, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafeaa-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" ]
aaaafeaa-1
[ "VIM", "HLA-DRA", "LYZ", "COL3A1", "SOD2", "PTPRC", "CD52", "GZMA", "COL1A2", "PDIA3", "COL1A1", "CD44", "HERPUD1", "SSR3", "HIF1A", "STAT6", "TGFB1", "MAL", "CD3E", "CD86", "CD68", "CD8A", "MRC1", "FOXP3", "MYDGF", "NFKB1", "CTHRC1", "PTGDS", "CD3G", "CCL18", "PKM", "KLRG1", "ATF3", "ITGAX", "ITGAV", "ITGAE", "ITGAM", "TREM2", "ATG7" ]
[ 9, 7, 3, 6, 603, 263, 357, 136, 526, 456, 101, 248, 135, 426, 134, 100, 254, 541, 258, 544, 556, 358, 95, 109, 102, 110, 379, 228, 390, 400, 149, 454, 96, 71, 438, 319, 45, 305, 304, 302, 303, 586, 48 ]
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T-cells
VUILD91MF
[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.48571428571428577, 0.48571428571428577, 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, 0.1 ]
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train
aaaafdmp-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" ]
aaaafdmp-1
[ "COL1A1", "COL3A1", "VIM", "HLA-DRA", "FN1", "RNASE1", "LUM", "LYZ", "COL1A2", "MS4A7", "PECAM1", "RHOA", "VEGFA", "HERPUD1", "MRC1", "ITGB1", "PKM", "HSPA5", "FGF7", "PTGDS", "SFRP2", "ITGAV", "CTNNB1", "SOD2", "CST3", "CD68", "HAVCR2", "CD3G", "CD86", "SNAI2", "SEC11C", "NFKB1", "SPARCL1", "NOX4", "CTHRC1", "NUCB2", "FCGR3A", "DCN", "DDIT3", "POSTN", "PLPP5", "PLIN2", "PDIA3", "SELENOS", "SPCS2", "PDIA6", "ITGAM", "LEF1", "HIST1H1C", "SSR3", "BMPR2", "STAT6", "AIF1", "ICAM1", "CCL2", "TGFB1", "ATF4" ]
[ 9, 7, 3, 6, 134, 136, 603, 263, 225, 469, 353, 357, 135, 383, 431, 468, 602, 254, 379, 306, 438, 272, 221, 454, 502, 304, 151, 526, 147, 102, 253, 96, 109, 523, 490, 400, 530, 405, 149, 408, 214, 169, 171, 446, 444, 442, 426, 494, 531, 428, 303, 335, 260, 541, 61, 544, 23, 275, 72, 556, 46 ]
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Macrophages
VUILD91MF
[ 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.45999999999999996, 0.37, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafeap-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" ]
aaaafeap-1
[ "VIM", "HLA-DRA", "LYZ", "CCL18", "FCER1G", "SOD2", "MRC1", "CD68", "MS4A7", "ICAM1", "VEGFA", "FN1", "PTPRC", "PLIN2", "ITGB1", "SPP1", "HERPUD1", "HLA-DQA1", "TREM2", "CD44", "CTNNB1", "ITGAM", "ITGAX", "COL3A1", "ATF4", "LUM", "PDIA3", "ATF3", "UBE2J1", "ITGAV", "ERLEC1", "HAVCR2", "HIF1A", "CD4", "SLC1A3", "CGA", "COL1A1", "NFKB1", "S100A9", "RNASE1", "CXCR4", "FCGR3A", "POSTN", "EHMT1", "PKM", "PDIA4", "CD86", "SPCS2", "PDIA6", "IDH1", "SPCS3", "ACTA2", "CD14", "HYOU1", "C1QC", "ITGAE", "TRAC" ]
[ 9, 7, 3, 6, 603, 263, 357, 71, 211, 526, 379, 102, 383, 275, 602, 225, 456, 442, 306, 536, 254, 261, 586, 100, 151, 303, 305, 136, 46, 353, 426, 45, 594, 304, 197, 253, 258, 97, 513, 121, 134, 400, 481, 469, 163, 214, 446, 184, 438, 427, 109, 531, 428, 276, 532, 14, 80, 273, 66, 302, 585 ]
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Macrophages
VUILD91MF
[ 1, 0.9, 0.8, 0.7000000000000001, 0.7000000000000001, 0.7000000000000001, 0.6, 0.6, 0.5, 0.5, 0.4, 0.4, 0.4, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafean-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" ]
aaaafean-1
[ "VIM", "HLA-DRA", "LYZ", "IL7R", "CD44", "COL1A1", "COL3A1", "LUM", "FN1", "CD68", "CTNNB1", "CD2", "CCL18", "MRC1", "SOD2", "PDIA3", "PTPRC", "CXCR4", "HIF1A", "SPCS2", "HERPUD1", "CD3E", "NKG7", "CTHRC1", "GZMA", "SMAD4", "GCLM", "FGF7", "RHOA", "NFKB1", "S100A8", "NUTF2", "ITGB1", "CCL5", "CD3D", "KRT8", "TPSAB1", "TRAC", "KLRB1", "IL32", "ATF4", "BCL2", "UBE2J1", "TGFB1", "TGFB3", "LPAR2", "UCHL3" ]
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DCs
VUILD91MF
[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 0.48571428571428577, 0.3571428571428572, 0.3571428571428572, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafebj-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" ]
aaaafebj-1
[ "COL3A1", "VIM", "COL1A1", "HLA-DRA", "LUM", "LYZ", "COL1A2", "SOD2", "PTGDS", "PKM", "HERPUD1", "RHOA", "CD44", "CD14", "AIF1", "XBP1", "HSPA5", "DCN", "CD68", "SNAI2", "SFRP2", "CD34", "CD28", "SPCS2", "IL7R", "PDIA3", "CD247", "FCER1G", "FCGR3A", "FGF2", "FN1", "FOXP3", "MRC1", "LPAR2", "IDH1", "KRT18", "ITGAM", "PTPRC", "PDGFRB", "JCHAIN", "BCL2L1", "BCL2", "UCHL3", "UBE2J1", "STAT1" ]
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T-cells
VUILD91MF
[ 1, 0.9, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafebl-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" ]
aaaafebl-1
[ "COL1A1", "VIM", "COL3A1", "COL1A2", "FN1", "MEG3", "LUM", "POSTN", "SOD2", "LYZ", "HLA-DRA", "PDIA3", "CD44", "FCER1G", "HSPA5", "HYOU1", "PTGDS", "RNASE1", "CCL18", "ITGAE", "FABP4", "HERPUD1", "ATG7", "ATF4", "CTHRC1", "PECAM1", "STAT6", "FAP", "FCN1", "EHMT1", "GPR183", "DCN", "HAVCR2", "FAS", "IL7R", "ITGB1", "IDH1", "ITGAV", "ITGAX", "LGALS1", "LMAN1", "MANF", "MFAP5", "MRC1", "MS4A7", "NUCB2", "PDGFRA", "RHOA", "SNAI2", "VEGFA", "HIF1A", "CD4", "ZEB1", "CD3D", "AIF1", "BCL2L1" ]
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Fibroblasts
VUILD91MF
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train
aaaafebm-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" ]
aaaafebm-1
[ "VIM", "HLA-DRA", "SOD2", "FN1", "CD44", "LYZ", "CD68", "FCER1G", "RHOA", "MS4A7", "CTNNB1", "COL1A1", "ITGB1", "PTPRC", "HIF1A", "ITGAM", "MRC1", "PDIA3", "TREM2", "GPR183", "SPP1", "RNASE1", "BCL2", "PKM", "FABP4", "SLC1A3", "ACTA2", "PDIA4", "CD86", "COL3A1", "STAT6", "SCGB1A1", "IDH1", "S100A8", "ATG7", "ICAM1", "HSPA5", "SPCS2", "HLA-DQB1", "ATF3", "CXCR4", "SEC11C", "CST3", "PPARG", "NFKB1", "PLIN2", "LGALS1", "LMAN1", "ITGAX", "LUM", "IRF1", "MCEMP1", "MGST1", "IFIT3", "HYOU1", "HMGA1", "HIST1H1C", "HERPUD1", "HAVCR2", "NUCB2", "FCN1", "PDIA6", "ERLEC1", "EPAS1", "SMAD4", "IL7R", "CCL2", "CD1C", "SPRY2", "BCL2L1", "CD14", "TRAC", "ATF4", "AIF1", "CD79A", "CCL5", "CD52", "XBP1" ]
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SPP1+ Macrophages
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.5909090909090909, 0.509090909090909, 0.509090909090909, 0.42727272727272725, 0.34545454545454546, 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, 0.18181818181818182, 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 ]
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train
aaaafebn-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" ]
aaaafebn-1
[ "COL1A1", "COL3A1", "LUM", "VIM", "SOD2", "LYZ", "COL1A2", "PTGDS", "FN1", "DCN", "HLA-DRA", "CD68", "CD44", "PLIN2", "HLA-DQA1", "SNAI2", "SPARCL1", "SPCS3", "NUCB2", "CD14", "CCL5", "HERPUD1", "NUTF2", "PKM", "CTHRC1", "PCNA", "MRC1", "POSTN", "AIF1", "PRDX4", "PTPRC", "FAP", "ATF4", "CXCR4", "UBE2J1", "AXL", "RNASE1", "SFRP2", "PDIA3" ]
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Fibroblasts
VUILD91MF
[ 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.37, 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 ]
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train
aaaafdnd-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" ]
aaaafdnd-1
[ "FN1", "VIM", "COL3A1", "COL1A1", "COL1A2", "HLA-DRA", "LYZ", "HIF1A", "NUTF2", "CD44", "GNG11", "MS4A7", "UBE2J1", "SEC11C", "BCL2L1", "HLA-DQB1", "CCL21", "PECAM1", "HMGA1", "ACTA2", "PDIA4", "RNASE1", "RHOA", "PKM", "POSTN", "PTGDS", "EHMT1", "HIST1H1C", "MEG3", "CSPG4", "SFTPD", "OAS2", "CENPF", "SCGB3A2", "CLDN5", "FCER1G", "CST3", "S100A9", "PTPRC", "SOD2", "TGFB1", "XBP1", "HSPA5", "CCL2", "WWTR1", "LUM", "IL32", "ATF4" ]
[ 9, 7, 3, 6, 225, 603, 136, 134, 135, 263, 357, 258, 409, 100, 238, 383, 594, 490, 58, 262, 73, 431, 264, 14, 427, 469, 468, 438, 446, 454, 184, 260, 366, 146, 507, 410, 118, 489, 126, 211, 147, 481, 456, 526, 556, 619, 272, 72, 618, 353, 291, 46 ]
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not available
VUILD91MF
[ 1, 1, 0.8714285714285716, 0.7428571428571429, 0.7428571428571429, 0.6142857142857143, 0.48571428571428577, 0.3571428571428572, 0.3571428571428572, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 0.2285714285714286, 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 ]
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train
aaaafcgd-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" ]
aaaafcgd-1
[ "COL1A1", "COL3A1", "FN1", "LUM", "VIM", "COL1A2", "POSTN", "RHOA", "PTGDS", "ACTA2", "DCN", "SPP1", "FABP4", "FGF10", "HIF1A", "ITGB1", "COL15A1", "CD68", "CD44", "ERLEC1", "TGFB1", "ZEB1" ]
[ 9, 7, 3, 6, 134, 136, 225, 353, 603, 135, 446, 468, 454, 14, 169, 536, 202, 219, 258, 306, 133, 102, 100, 197, 556, 621 ]
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not available
VUILD91MF
[ 1, 0.85, 0.85, 0.7, 0.7, 0.5499999999999999, 0.4, 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 ]
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train
aaaafbjk-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" ]
aaaafbjk-1
[ "COL3A1", "VIM", "COL1A1", "FN1", "COL1A2", "LUM", "POSTN", "CD34", "RHOA", "SPARCL1", "PDIA3", "ITGB1", "PTGDS", "SNCA", "HERPUD1", "NUTF2", "CLDN5", "TGFB1", "MANF", "HSPA5", "GNG11", "MKI67", "CST3", "ZEB1", "CTHRC1", "CD44", "PECAM1", "PKM", "PLIN2", "WWTR1", "ATF4", "DCN", "YAP1", "FAS", "FCGR3A", "SLC25A37", "SMAD4", "PDGFRB", "HIST1H1C", "HIF1A", "FABP4", "SNAI1", "HES1", "CTNNB1", "MRC1", "GCLM", "SEC11C", "PDIA6", "SCGB1A1", "NOX4", "PRDX4", "GPR183", "FKBP11", "MYDGF", "PDIA4", "SFRP2", "SNAI2", "CD4", "UBE2J1", "LGALS1", "BMPR2", "TOP2A", "C1QC", "ATG7", "ITGAV", "CCL21", "IRF1", "KDR", "LYZ", "HLA-DRA", "MGST1", "MEG3", "SSR3", "SPCS2", "SPCS3", "HYOU1", "IDH1", "ACTA2" ]
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Venous
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 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, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafbnk-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" ]
aaaafbnk-1
[ "COL1A1", "COL3A1", "COL1A2", "VIM", "FN1", "LUM", "PTGDS", "SOD2", "DCN", "POSTN", "SPARCL1", "FGF7", "ITGB1", "PDIA3", "SFRP2", "MS4A7", "HLA-DRA", "HSPA5", "HYOU1", "CST3", "SELENOS", "CCL18", "SFTPC", "HERPUD1", "TGFB1", "FAP", "ITGAV", "ACTA2", "BMPR2", "ATG7", "CD86", "SLC25A37", "GPR183", "SEC11C", "ANKRD28", "WNT3A", "NFKB1", "NHSL2", "KRT18", "CTNNB1", "NUCB2", "AIF1", "RHOA", "RETN", "PTPRC", "PRDX4", "PPARG", "PDGFRB", "FCER1G", "XBP1", "PDIA4", "ERLEC1", "PECAM1", "CD68", "FABP4", "SFTPD", "CD4", "HIF1A", "ICAM1", "STAT1", "SSR3", "AXL", "LYZ", "SPCS3", "CCL2", "CD14" ]
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Fibroblasts
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafche-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" ]
aaaafche-1
[ "VIM", "COL1A1", "HLA-DRA", "COL3A1", "LYZ", "PECAM1", "HLA-DQA1", "CST3", "RHOA", "PKM", "ITGAX", "SPARCL1", "SOD2", "EPAS1", "IL7R", "COL1A2", "TGFB1", "CD3E", "CCL18", "CTNNB1", "STAT6", "SPCS2", "UBE2J1", "FN1", "LUM", "FABP4", "ITGB1", "KRT17", "SNCA", "CD52", "LAMP3", "CD86", "HYOU1", "HMOX1", "MARCO", "PDIA4", "MGST1", "RNASE1", "FKBP11", "DCN", "POSTN", "PDIA3", "EGFR", "EHMT1", "HIST1H1C", "EPCAM", "KDR", "CCL2", "TBXA2R", "APLNR", "WWTR1", "ATF4", "SPCS3", "SPP1" ]
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not available
VUILD91MF
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train
aaaafbkk-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" ]
aaaafbkk-1
[ "COL3A1", "VIM", "COL1A1", "HLA-DRA", "FN1", "LYZ", "MS4A7", "HLA-DQA1", "ZEB1", "LUM", "ATG7", "COL1A2", "RHOA", "CCL18", "RNASE1", "CD44", "CD68", "SNAI2", "GPR183", "SPARCL1", "SOX4", "SOD2", "CD4", "WNT2", "SFTPC", "MYC", "NAPSA", "COL15A1", "SPCS3", "AIF1", "ITGB1", "FCN1", "CST3", "WWTR1", "CTNNB1", "DCN", "PRDX4", "FAP", "PDGFRB", "ITGAX", "HIST1H1C", "PECAM1", "SSR3", "HSPA5", "HLA-DQB1", "UQCRHL", "HYOU1", "ICAM1" ]
[ 9, 7, 3, 6, 136, 603, 134, 263, 225, 357, 383, 261, 621, 353, 48, 135, 468, 71, 469, 100, 102, 523, 242, 530, 528, 526, 97, 612, 506, 389, 394, 133, 532, 23, 306, 216, 147, 618, 151, 169, 450, 205, 425, 305, 260, 431, 541, 272, 262, 600, 273, 275 ]
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Macrophages
VUILD91MF
[ 1, 0.9, 0.8, 0.7000000000000001, 0.7000000000000001, 0.6, 0.5, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 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 ]
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train
aaaafdof-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" ]
aaaafdof-1
[ "VIM", "COL1A1", "COL3A1", "COL1A2", "SPARCL1", "FN1", "PDGFRB", "LUM", "CTNNB1", "ITGB1", "PECAM1", "UBE2J1", "ACTA2", "CST3", "MEG3", "LYZ", "HYOU1", "DCN", "NHSL2", "HSPA5", "CD4", "HIST1H1C", "TGFB1", "NFKB1", "CD44", "CD68", "CD34", "SPCS3", "PKM", "TOP2A", "POSTN", "WT1", "PCNA", "RHOA", "APLNR", "LGALS1" ]
[ 9, 7, 3, 6, 603, 134, 136, 135, 530, 225, 425, 353, 151, 306, 431, 594, 14, 147, 366, 357, 273, 169, 401, 272, 97, 260, 556, 400, 100, 102, 92, 532, 438, 581, 446, 617, 420, 468, 35, 336 ]
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Proliferating Mesenchymal
VUILD91MF
[ 1, 0.8875, 0.775, 0.6625, 0.6625, 0.55, 0.4375, 0.325, 0.325, 0.325, 0.325, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdld-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" ]
aaaafdld-1
[ "COL3A1", "COL1A1", "VIM", "COL1A2", "FN1", "LYZ", "LUM", "GZMA", "HLA-DRA", "AIF1", "POSTN", "HYOU1", "PDIA3", "FCER1G", "ITGAV", "RHOA", "HERPUD1", "DCN", "CD44", "HAS2", "LTB", "ACTA2", "SFRP4", "PCNA", "MRC1", "CD69", "PTGDS", "NUTF2", "GZMK", "TRAC", "CXCR4", "HMOX1", "HSPA5", "CD3E", "SOD2", "BMPR2", "MGST1", "ICAM1", "PDIA4", "HMGA1", "SLC2A1", "HIST1H1C", "SNAI2", "CTNNB1", "SFRP2", "SELENOS", "MYDGF", "CST3", "HAVCR2", "GPR183", "KRT8", "RSPO3", "EHMT1", "PTPRC", "GCLM", "PLIN2", "FABP4", "FAS", "HIF1A", "IDH1", "CD86", "CD68", "CCL2", "MANF", "MARCO", "YAP1", "CCN2", "WNT2", "UQCRHL", "CD14", "WNT5A", "LGALS1", "CCL18", "ATF4", "WWTR1", "XBP1", "SSR3", "CD3D", "SPCS2", "CD4", "SPARCL1", "VEGFA", "ANKRD28" ]
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]
T-cells
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.42727272727272725, 0.42727272727272725, 0.42727272727272725, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 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, 0.18181818181818182, 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, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafeai-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" ]
aaaafeai-1
[ "COL1A1", "COL3A1", "LUM", "VIM", "FN1", "SPARCL1", "POSTN", "FAP", "HLA-DRA", "SELENOS", "HERPUD1", "SNAI2", "HYOU1", "NUCB2", "PDGFRB", "ITGAV", "DCN", "PTGDS", "DDIT3" ]
[ 9, 7, 3, 6, 134, 136, 353, 603, 225, 530, 446, 205, 263, 494, 254, 523, 273, 408, 425, 304, 169, 454, 171 ]
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Fibroblasts
VUILD91MF
[ 1, 1, 0.775, 0.775, 0.55, 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 ]
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train
aaaafchf-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" ]
aaaafchf-1
[ "VIM", "HLA-DRA", "CD68", "CCL18", "RNASE1", "LYZ", "SPP1", "CCL2", "COL3A1", "RHOA", "CD44", "COL1A1", "COL1A2", "PDIA3", "LUM", "ITGB1", "FCER1G", "FN1", "PDIA4", "PDIA6", "FCGR3A", "SOD2", "MS4A7", "HAVCR2", "AIF1", "HLA-DQA1", "HSPA5", "PTGDS", "GPR183", "MYDGF", "TGFB1", "MARCO", "PKM", "PECAM1", "YAP1", "PLIN2", "MRC1", "HMGA1", "HIF1A", "HERPUD1", "IDH1", "SFRP2", "CTNNB1", "SFRP4", "CST3", "DCN", "NUTF2", "PGC", "FABP4", "PDGFRB", "GCLM", "NAPSA", "HLA-DQB1", "HYOU1", "MANF", "LMAN1", "ITGAM", "LGALS1", "ITGAX", "PTPRC", "CD86", "IL7R", "CD14", "CD28", "STAT1", "SPCS3", "STAT6", "TREM2", "ATF6", "CCL21", "ACTA2", "ATF4", "C1QC" ]
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SPP1+ Macrophages
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.8615384615384616, 0.7923076923076923, 0.7923076923076923, 0.7230769230769231, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
[ [ 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 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, 104.16666412353516, 2083.333251953125, 0, 2916.66650390625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 625, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 208.3333282470703, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 312.5, 104.16666412353516, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 208.3333282470703, 0, 0, 0, 104.16666412353516, 104.16666412353516, 104.16666412353516, 0, 0, 0, 0, 104.16666412353516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1041.6666259765625, 0, 0, 0, 0, 0, 0, 0, 0, 104.16666412353516, 0, 0 ] ]
train
aaaafbio-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" ]
aaaafbio-1
[ "COL3A1", "COL1A1", "VIM", "FN1", "CD68", "MS4A7", "PTGDS", "HLA-DRA", "SOD2", "EPAS1", "CCL18", "STAT1", "SPCS3", "SPCS2", "SPARCL1", "DCN", "PDIA4", "ITGAX", "FGF7", "COL15A1", "PTPRC", "NUTF2", "RNASE1", "HYOU1", "GPR183", "ATP2A3", "XBP1", "ACTA2" ]
[ 9, 7, 3, 6, 136, 134, 603, 225, 102, 383, 454, 263, 526, 193, 71, 542, 532, 531, 530, 169, 427, 305, 221, 133, 456, 409, 469, 273, 242, 50, 619, 14 ]
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Macrophages
VUILD91MF
[ 1, 0.85, 0.7, 0.5499999999999999, 0.4, 0.4, 0.4, 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, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 0, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 74.62686920166016, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1417.9105224609375, 522.3880615234375, 1044.776123046875, 0, 0, 0, 0, 0, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 149.2537384033203, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 820.8955688476562, 0, 0, 0, 149.2537384033203, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1044.776123046875, 0, 74.62686920166016, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 0, 0, 0, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 298.5074768066406, 0, 74.62686920166016, 223.880615234375, 0, 0, 0, 0, 149.2537384033203, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 223.880615234375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 447.76123046875, 0, 0, 0, 74.62686920166016, 0, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74.62686920166016, 0, 0, 0, 0, 74.62686920166016, 0, 0, 1940.298583984375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]
train
aaaafbjn-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" ]
aaaafbjn-1
[ "VIM", "COL1A1", "LUM", "COL3A1", "FN1", "COL1A2", "SOD2", "POSTN", "PTGDS", "SFRP2", "GCLM", "RHOA", "DCN", "FKBP11", "SPARCL1", "CD4", "HYOU1", "SPCS3", "SELENOS", "MAL", "LYZ", "HERPUD1", "CD44", "PDIA3", "PRDX4", "TGFB3", "CD52", "AXIN2", "TREM2", "UGDH", "ATG7", "PCNA", "FABP4", "CST3" ]
[ 9, 7, 3, 6, 603, 134, 353, 136, 225, 135, 526, 446, 454, 502, 231, 468, 169, 224, 530, 97, 273, 532, 494, 358, 357, 254, 100, 426, 450, 558, 101, 51, 586, 597, 48, 420, 202, 147 ]
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Fibroblasts
VUILD91MF
[ 1, 0.9, 0.8, 0.8, 0.7000000000000001, 0.6, 0.5, 0.4, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafdio-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" ]
aaaafdio-1
[ "COL1A1", "COL3A1", "COL1A2", "VIM", "LUM", "FN1", "PTGDS", "MEG3", "CD44", "SPARCL1", "HLA-DRA", "CCL18", "DCN", "SCGB1A1", "CTHRC1", "SOD2", "EPAS1", "FGF7", "POSTN", "FAP", "CST3", "CD52", "SFRP4", "FCER1G", "XBP1", "PRDX4", "ITGB1", "LGALS1", "ATF4", "PLIN2", "SEC11C", "PCNA", "AKR1C1", "LMAN1", "ACTA2", "HIF1A", "SOX4", "ERLEC1", "AXL", "CD68", "CTNNB1", "HERPUD1", "CD4", "SSR3", "CD2", "PKM", "HYOU1", "RHOA", "PDGFRB", "IFIT2", "TGFB3", "PDIA3", "TTC19", "IL4R", "DNAJB9", "BCL2L1", "TOP1", "BCL2L11" ]
[ 9, 7, 3, 6, 134, 136, 135, 603, 353, 225, 454, 366, 100, 530, 263, 71, 169, 488, 149, 526, 193, 221, 446, 205, 147, 101, 503, 211, 619, 450, 306, 336, 46, 442, 490, 420, 26, 346, 14, 258, 528, 197, 52, 102, 151, 254, 97, 541, 85, 438, 273, 468, 425, 279, 558, 426, 590, 293, 178, 58, 580, 59 ]
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Activated FBs
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdil-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" ]
aaaafdil-1
[ "COL1A1", "COL3A1", "COL1A2", "VIM", "LUM", "FN1", "MEG3", "POSTN", "LYZ", "PTGDS", "PDIA3", "ACTA2", "FAP", "ATF4", "RHOA", "DCN", "TGFB3", "SSR3", "SFRP4", "HLA-DRA", "SPARCL1", "ZEB1", "FCER1G", "PDIA4", "PDGFRB", "HIF1A", "PLPP5", "ERLEC1", "PRDX4", "PDIA6", "SNAI2", "CD44", "CD68", "MRC1", "FAS", "SFRP2", "CTNNB1", "CTHRC1", "NUTF2", "OAS3", "SOD2", "YAP1", "HMGA1", "HMOX1", "BAX", "STAT6", "ITGAV", "AIF1", "LGALS1", "ATF3", "UGDH", "LMAN1", "LPAR1", "IDH1" ]
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Fibroblasts
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafdin-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" ]
aaaafdin-1
[ "COL3A1", "COL1A1", "COL1A2", "VIM", "LUM", "FN1", "POSTN", "DCN", "PTGDS", "ACTA2", "SPARCL1", "CD44", "RHOA", "CTHRC1", "SNAI2", "COL15A1", "PKM", "FAP", "ERLEC1", "NUTF2", "FCGR3A", "FGF2", "MYDGF", "FKBP11", "MEG3", "HERPUD1", "HLA-DRA", "HSPA5", "PDIA3", "CCL18", "ITGB1", "UBE2J1" ]
[ 9, 7, 3, 6, 136, 134, 135, 603, 353, 225, 446, 169, 454, 14, 530, 100, 468, 149, 523, 133, 438, 205, 197, 409, 214, 220, 390, 224, 366, 254, 263, 272, 426, 71, 306, 594 ]
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Fibroblasts
VUILD91MF
[ 1, 0.8875, 0.775, 0.6625, 0.6625, 0.55, 0.4375, 0.4375, 0.4375, 0.325, 0.325, 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 ]
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train
aaaafdip-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" ]
aaaafdip-1
[ "COL3A1", "VIM", "COL1A1", "LUM", "COL1A2", "FN1", "PTGDS", "HLA-DRA", "POSTN", "LYZ", "CCL18", "ITGB1", "SPARCL1", "CCN2", "GNG11", "DCN", "PDIA3", "HLA-DQA1", "TGFB1", "RHOA", "SFRP4", "SOD2", "WWTR1", "MS4A7", "SCGB1A1", "MYC", "FGF7", "MRC1", "YAP1", "CD44", "SNAI2", "FCGR3A", "MEG3", "AIF1", "SFRP2", "HERPUD1", "NUTF2", "STAT1", "NUCB2", "SELENOS", "CXCL14", "KRT8", "DNAJB9", "ITGAV", "HYOU1", "HIST1H1C", "C1QC" ]
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Fibroblasts
VUILD91MF
[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.475, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafdja-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" ]
aaaafdja-1
[ "COL1A1", "COL3A1", "COL1A2", "FN1", "VIM", "LUM", "MEG3", "PTGDS", "POSTN", "CD68", "SLC25A4", "CD2", "LYZ", "LPAR1", "HERPUD1", "SNAI2", "DCN", "NUCB2", "PDIA4", "IL4R", "XBP1", "UBE2J1", "PDGFRA" ]
[ 9, 7, 3, 6, 134, 136, 135, 225, 603, 353, 366, 454, 446, 102, 515, 85, 357, 348, 254, 523, 169, 408, 427, 293, 619, 594, 424 ]
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not available
VUILD91MF
[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 0.3571428571428572, 0.3571428571428572, 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 ]
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train
aaaafdgd-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" ]
aaaafdgd-1
[ "COL3A1", "VIM", "COL1A1", "PTGDS", "LUM", "COL1A2", "HLA-DRA", "POSTN", "CD44", "LYZ", "CCL18", "IL7R", "SPARCL1", "SOD2", "PDIA3", "FN1", "DCN", "SFRP2", "EPAS1", "CD68", "PTPRC", "GPR183", "NUCB2", "RHOA", "ATF4", "CD52", "ACTA2", "CD3E", "HSPA5", "HYOU1", "TGFB1", "MS4A7", "XBP1", "MEG3", "GZMK", "HIST1H1C", "AKR1C1", "SPCS2", "GSR", "ITGB1", "TRAC", "PDIA4", "EREG", "SNAI2", "EGFR", "HMGA1", "BCL2", "SLC25A4", "HLA-DQA1", "ITGAV", "UBE2J1", "CTHRC1", "ITGAX", "UCHL3", "KLRG1", "CST3", "SELENOS", "PECAM1", "FCGR3A", "SOX4", "CD69", "KDR", "PKM", "ITM2C", "STAT1", "SSR3", "MGST1", "FGF7", "SPCS3", "FKBP11", "SEC11C", "LEF1", "CD3D", "LTB", "CXCR4", "CD4", "NFKB1", "LPAR1", "BMPR2", "CD28", "HAS2" ]
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T-cells
VUILD91MF
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train
aaaafdgh-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" ]
aaaafdgh-1
[ "VIM", "SPARCL1", "PECAM1", "FN1", "COL3A1", "CCN2", "EPAS1", "PLVAP", "LYZ", "HIF1A", "POSTN", "BMPR2", "RHOA", "ATF4", "COL15A1", "HLA-DRA", "ACKR1", "PDIA3", "ACTA2", "COL1A2", "COL1A1", "PDIA4", "MYC", "CD44", "CD34", "GNG11", "TGFB1", "HERPUD1", "KDR", "ITGB1", "NHSL2", "HSPA5", "NUCB2", "NUTF2", "HIST1H1C", "GSR", "LMAN1", "CTNNB1", "PDGFRB", "SPRY2", "CCL18", "PKM", "ATF3", "BCL2L1", "UBE2J1", "S100A12", "SPCS3", "TTC19", "SELENOS", "STAT1", "TOP1", "FAP", "PCNA", "DNAJB9", "CTHRC1", "UCHL3", "XBP1", "FABP4", "DCN", "SPCS2", "SMAD4", "SLC25A37", "IFIT2", "SEC11C", "ITGAV", "S100A8", "LEF1", "RNASE1", "MS4A7", "PTGDS", "OAS2", "IL7R", "ZEB1", "BAX", "AXL", "CD86" ]
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Venous
VUILD91MF
[ 1, 0.9357142857142858, 0.8714285714285716, 0.8071428571428572, 0.7428571428571429, 0.6785714285714286, 0.6785714285714286, 0.6142857142857143, 0.6142857142857143, 0.6142857142857143, 0.55, 0.48571428571428577, 0.4214285714285715, 0.4214285714285715, 0.4214285714285715, 0.4214285714285715, 0.4214285714285715, 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, 0.2285714285714286, 0.2285714285714286, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 0.1642857142857143, 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 ]
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train
aaaafdlm-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" ]
aaaafdlm-1
[ "COL1A1", "COL3A1", "FN1", "COL1A2", "CCN2", "VIM", "SFRP4", "LUM", "HLA-DRA", "CD44", "PDIA3", "SPARCL1", "PKM", "ITGAV", "ZEB1", "CST3", "HYOU1", "ITGB1", "LYZ", "PDGFRB", "FCER1G", "AIF1", "ATF4", "YAP1", "SSR3", "BAX", "MGST1", "SPCS3", "ACTA2", "ITM2C", "CD4", "FABP4", "HIST1H1C", "HIF1A", "CTNNB1", "HERPUD1", "SMAD4", "CTHRC1", "MS4A7", "NOX4", "SFTPC", "SELENOS", "CD2", "COL15A1", "HSPA5", "DCN", "TRAC", "LMAN1", "PECAM1", "PDIA4", "DNAJB9", "ATG7", "CCL2", "RNASE1", "POSTN", "IDH1", "EPAS1", "TGFB1", "CCL5", "CD14" ]
[ 9, 7, 3, 6, 134, 136, 225, 135, 76, 603, 503, 353, 263, 100, 426, 530, 438, 304, 621, 147, 273, 306, 357, 425, 211, 23, 46, 620, 541, 55, 369, 532, 14, 309, 97, 202, 260, 258, 151, 254, 519, 149, 383, 405, 506, 494, 85, 133, 272, 169, 585, 346, 431, 427, 178, 48, 72, 469, 446, 276, 193, 556, 75, 80 ]
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Fibroblasts
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdgf-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" ]
aaaafdgf-1
[ "COL3A1", "COL1A2", "FN1", "VIM", "COL1A1", "LUM", "MEG3", "PTGDS", "POSTN", "ATF4", "SOD2", "CD44", "MRC1", "ACTA2", "DCN", "CD69", "SPARCL1", "PDIA4", "CCN2", "CD3E", "SFRP2", "CD86", "SPCS2", "SNAI2", "SELENOS", "ZEB1", "PDIA6", "EPAS1", "PDGFRA", "NUTF2", "NUCB2", "HIF1A", "HLA-DRA", "LMAN1", "HYOU1", "LAMP3", "ITGAV", "RHOA", "SPCS3", "ITGB1", "BMPR2", "TOP1", "ANKRD28" ]
[ 9, 7, 3, 6, 136, 135, 225, 603, 134, 353, 366, 454, 446, 46, 526, 100, 379, 14, 169, 103, 530, 427, 76, 95, 502, 109, 531, 523, 494, 621, 428, 193, 424, 409, 408, 258, 263, 346, 273, 332, 304, 468, 532, 306, 61, 580, 31 ]
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Fibroblasts
VUILD91MF
[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.4, 0.4, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafdgg-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" ]
aaaafdgg-1
[ "COL3A1", "COL1A1", "COL1A2", "LUM", "MEG3", "VIM", "PTGDS", "EPAS1", "CCL18", "HLA-DRA", "FN1", "POSTN", "FCER1G", "YAP1", "SFRP2", "CST3", "TRAC", "HIF1A", "SOD2", "DCN", "FGF7", "XBP1", "CCN2", "MS4A7", "LYZ", "S100A8", "SPP1", "SPCS3", "STAT1", "CD14", "CD28", "HYOU1", "PKM", "CEACAM5", "ISG20", "PDGFRA", "ATF4", "PTPRC", "LMAN1", "ITGB1", "SELENOS", "CD44", "NUCB2", "ICAM1", "PCNA" ]
[ 9, 7, 3, 6, 136, 134, 135, 353, 366, 603, 454, 193, 71, 263, 225, 446, 211, 620, 502, 147, 585, 258, 526, 169, 221, 619, 76, 383, 357, 480, 536, 532, 542, 80, 90, 273, 438, 116, 300, 424, 46, 456, 346, 306, 494, 100, 408, 275, 420 ]
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Fibroblasts
VUILD91MF
[ 1, 0.8875, 0.775, 0.775, 0.6625, 0.6625, 0.6625, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdgj-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" ]
aaaafdgj-1
[ "LYZ", "VIM", "ACTA2", "EPAS1", "PTPRC", "HLA-DRA", "FN1", "S100A8", "COL3A1", "CD44", "ACKR1", "JCHAIN", "ITGB1", "PDIA3", "RHOA", "CD14", "S100A12", "SPARCL1", "CCN2", "FCER1G", "AIF1", "ATF3", "XBP1", "ATF4", "SMAD4", "STAT6", "FCN1", "ITGAX", "FCGR3A", "ERLEC1", "CST3", "PDIA6", "GSR", "MYC", "COL1A2", "MS4A7", "SPCS3", "CD4", "APLNR", "GCLM", "CD79B", "MGST1", "SNCA", "KDR", "SLC25A37", "S100A9", "SOX4", "SEC11C", "ISG20", "SCGB3A2", "PKM", "PLIN2", "SSR3", "PECAM1", "PLVAP", "POSTN", "TGFB3", "LGALS1", "CCL18", "PTGDS", "WWTR1", "PDIA4", "BAX", "HYOU1", "CD2", "UBE2J1" ]
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Venous
VUILD91MF
[ 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.64, 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, 0.19, 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 ]
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train
aaaafdjb-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" ]
aaaafdjb-1
[ "COL1A2", "COL1A1", "COL3A1", "VIM", "LUM", "FN1", "PTGDS", "ATF4", "CD44", "SPARCL1", "CCL5", "ITGB1", "PTPRC", "POSTN", "ITGAV", "MYDGF", "HIST1H1C", "SPCS3", "GZMA", "GSR", "DCN", "BMPR2", "OAS3", "YAP1", "BAX", "CD3E", "CST3", "SNAI2", "RHOA", "CTNNB1", "SOD2", "STAT6" ]
[ 9, 7, 3, 6, 135, 134, 136, 603, 353, 225, 454, 46, 100, 530, 75, 306, 456, 446, 304, 390, 260, 532, 248, 247, 169, 61, 411, 620, 55, 95, 147, 523, 468, 151, 526, 544 ]
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T-cells
VUILD91MF
[ 1, 0.8875, 0.8875, 0.775, 0.6625, 0.55, 0.4375, 0.325, 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 ]
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train
aaaafdjg-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" ]
aaaafdjg-1
[ "COL3A1", "COL1A1", "COL1A2", "LUM", "VIM", "FN1", "PTGDS", "POSTN", "SPARCL1", "MEG3", "DCN", "CCL18", "ITGB1", "YAP1", "CD44", "SFRP4", "ITM2C", "ATF4", "CXCL9", "RHOA", "CST3", "FKBP11", "ICAM1", "ERLEC1", "SELENOS", "SFRP2", "FAP", "SNAI1", "CD4", "PDIA3", "CD14", "CCN2", "EPAS1", "ZEB1", "ACTA2", "XBP1", "VEGFA", "CCL2", "WWTR1", "BMPR2", "UGDH" ]
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Activated FBs
VUILD91MF
[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.5499999999999999, 0.475, 0.4, 0.32499999999999996, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafdje-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" ]
aaaafdje-1
[ "COL3A1", "COL1A1", "LUM", "COL1A2", "VIM", "FN1", "SFRP2", "PTGDS", "SPARCL1", "MEG3", "POSTN", "DCN", "AXIN2", "PDIA3", "ITM2C", "CCN2", "SOD2", "LMAN1", "ITGB1", "EPAS1", "HIF1A", "HSPA5", "MS4A7", "ZEB1", "HIST1H1C", "HLA-DRA", "HLA-DQA1", "SPCS3", "SPCS2", "CD34", "SMAD4", "GSR", "CD86", "OAS3", "PDIA6", "ITGAX", "PKM", "DNAJB9", "WNT2", "PLPP5", "ANKRD28", "PLVAP", "APLNR", "CD4", "ERLEC1", "UGDH", "YAP1", "AXL", "PDGFRA", "PCNA", "CST3" ]
[ 9, 7, 3, 6, 136, 134, 353, 135, 603, 225, 502, 454, 530, 366, 446, 169, 51, 426, 309, 76, 526, 346, 306, 193, 258, 272, 383, 621, 260, 263, 261, 532, 531, 92, 519, 247, 109, 411, 428, 305, 438, 178, 612, 444, 31, 445, 35, 97, 197, 597, 620, 52, 424, 420, 147 ]
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Fibroblasts
VUILD91MF
[ 1, 1, 0.9, 0.9, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.4, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 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 ]
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train
aaaafdha-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" ]
aaaafdha-1
[ "COL3A1", "ACTA2", "COL1A2", "VIM", "POSTN", "EPAS1", "MEG3", "LYZ", "FN1", "COL1A1", "HIF1A", "ITGAV", "SPARCL1", "PDGFRB", "CCN2", "NUCB2", "ATF4", "ITGB1", "CST3", "SFRP2", "CD3E", "CD34", "CDH26", "CD4", "HIST1H1C", "CD44", "ZEB1", "SEC11C", "COL15A1", "SSR3", "FGF2", "NUTF2", "CTNNB1", "PDIA3", "DDIT3", "PDIA4", "PECAM1", "DUOX1", "PLVAP", "SELENOS", "STAT1", "PKM", "HLA-DRA", "ICAM1", "ITM2C", "HYOU1", "TGFB2", "BCL2L1", "HSPA5", "ACKR1" ]
[ 9, 7, 3, 6, 136, 14, 135, 603, 446, 193, 366, 357, 225, 134, 258, 304, 530, 425, 76, 408, 46, 306, 147, 502, 95, 92, 113, 97, 260, 100, 621, 490, 133, 541, 220, 409, 151, 426, 171, 427, 431, 180, 445, 494, 542, 438, 263, 275, 309, 273, 557, 58, 272, 13 ]
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Venous
VUILD91MF
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train
aaaafdji-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" ]
aaaafdji-1
[ "VIM", "COL1A2", "COL3A1", "FN1", "COL1A1", "LUM", "ACTA2", "HIF1A", "DCN", "ITGB1", "PRDX4", "SPARCL1", "CD44", "PTGDS", "POSTN", "EPAS1", "PLIN2", "FCER1G", "NHSL2", "MS4A7", "PTPRC", "RHOA", "HES1", "HLA-DQA1", "HSPA5", "SFRP2", "SLC1A3", "LGALS1", "SOD2", "KRT18", "STAT1", "STAT6", "ITGAV", "CCL18", "XBP1", "TGFB3", "WWTR1", "ATF4" ]
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Fibroblasts
VUILD91MF
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train
aaaafdjm-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" ]
aaaafdjm-1
[ "COL3A1", "COL1A1", "COL1A2", "VIM", "FN1", "PTGDS", "LUM", "HLA-DRA", "POSTN", "SPARCL1", "LYZ", "MEG3", "MRC1", "PDIA3", "EPAS1", "DCN", "ITGB1", "CST3", "SFRP4", "SFRP2", "ZEB1", "CCL18", "PDGFRA", "LMAN1", "CTNNB1", "BMPR2", "ITGAV", "XBP1", "APLN", "AKR1C1", "WT1", "TRAC", "ATF4", "AXL" ]
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Fibroblasts
VUILD91MF
[ 1, 0.8875, 0.775, 0.6625, 0.55, 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 ]
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train
aaaafdmb-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" ]
aaaafdmb-1
[ "COL1A1", "COL3A1", "VIM", "FN1", "CCN2", "COL1A2", "SFRP4", "LUM", "PDIA3", "HERPUD1", "SPARCL1", "HYOU1", "ITGB1", "ATF4", "DCN", "PDIA4", "SELENOS", "PDGFRB", "COL15A1", "XBP1", "ACTA2", "UBE2J1", "CTHRC1", "LGALS1", "CCL2", "AIF1", "CST3", "BMPR2", "NUTF2", "CD52", "EGFR", "PKM", "RHOA", "PDIA6", "EPAS1", "HAVCR2", "CD8B", "HLA-DQA1", "PTGDS", "DNAJB9", "GCLM", "EHMT1", "CTNNB1", "FGF7", "PRDX4", "SCGB3A2", "POSTN", "CD44", "FAP", "TOP1", "ITGA3", "IL11", "AXL", "LYZ", "UQCRHL", "WNT5A", "UCHL3", "JCHAIN", "SSR3", "ICAM1" ]
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Activated FBs
VUILD91MF
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train
aaaafdhm-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" ]
aaaafdhm-1
[ "VIM", "PDIA3", "PTPRC", "ACTA2", "EPAS1", "FGFBP2", "CD2", "SPARCL1", "BMPR2", "POSTN", "HMGA1", "IL7R", "BCL2L1", "COL1A1", "CD3E", "CD3D", "PECAM1", "HIF1A", "CD34", "ACKR1", "COL3A1", "APLNR", "CXCR4", "CD8B", "KLRC1", "MYC", "NKG7", "CCN2", "TRAC", "WWTR1", "GZMB", "CCL18", "COL1A2", "PLVAP", "STAT6", "HSPA5", "STAT1", "ATF4", "SOD2", "FKBP11", "S100A9", "CD4", "HLA-DQA1", "CTNNB1", "FAS", "GZMA", "GNLY", "FN1", "HIST1H1C", "GNG11", "NUTF2", "HMOX1", "XBP1", "UBE2J1", "TOP1", "TGFB1", "SOX4", "SLC2A1", "SLC25A4", "SEC11C", "S100A12", "RSPO3", "RHOA", "PRDX4", "PLIN2", "PDIA6", "PDIA4", "KLRB1", "IL2RA", "IFIT1", "IDH1", "HLA-DRA", "COL15A1", "ZEB1", "ATF6", "CD8A", "CD52", "CD44", "ATP2A3", "CCL5", "CD247", "CD27" ]
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NK cells
VUILD91MF
[ 1, 0.8875, 0.775, 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, 0.325, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
[ [ 0, 307.69232177734375, 307.69232177734375, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 38.46154022216797, 0, 0, 115.3846206665039, 38.46154022216797, 38.46154022216797, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 76.92308044433594, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1076.923095703125, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 153.84616088867188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 538.4615478515625, 38.46154022216797, 115.3846206665039, 192.30770874023438, 0, 38.46154022216797, 0, 0, 0, 76.92308044433594, 0, 0, 153.84616088867188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 230.7692413330078, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 307.69232177734375, 0, 0, 0, 0, 0, 0, 0, 76.92308044433594, 0, 0, 0, 0, 0, 0, 0, 0, 0, 76.92308044433594, 0, 0, 115.3846206665039, 76.92308044433594, 0, 0, 38.46154022216797, 0, 0, 38.46154022216797, 38.46154022216797, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 307.69232177734375, 0, 0, 0, 153.84616088867188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 38.46154022216797, 153.84616088867188, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 38.46154022216797, 0, 0, 76.92308044433594, 38.46154022216797, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 115.3846206665039, 38.46154022216797, 0, 461.5384826660156, 0, 0, 0, 76.92308044433594, 38.46154022216797, 0, 269.23077392578125, 500.0000305175781, 0, 0, 38.46154022216797, 0, 0, 38.46154022216797, 0, 346.15386962890625, 38.46154022216797, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 38.46154022216797, 0, 38.46154022216797, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 38.46154022216797, 76.92308044433594, 76.92308044433594, 0, 38.46154022216797, 0, 653.84619140625, 38.46154022216797, 0, 0, 230.7692413330078, 0, 0, 0, 38.46154022216797, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1076.923095703125, 0, 0, 0, 0, 0, 0, 0, 38.46154022216797, 0, 0, 0 ] ]
train
aaaafdkj-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" ]
aaaafdkj-1
[ "VIM", "CCN2", "SPARCL1", "COL15A1", "POSTN", "PECAM1", "RHOA", "ACKR1", "ACTA2", "FN1", "ITGB1", "PLVAP", "SPP1", "EPAS1", "COL3A1", "LUM", "KDR", "CD34", "CTNNB1", "COL1A2", "PDIA3", "HIF1A", "ATF4", "NFKB1", "HIST1H1C", "PKM", "SOD2", "SNCA", "HERPUD1", "CST3", "GNG11", "BMPR2", "CPA3", "SPCS2", "PDIA4", "S100A8", "SOX4", "NHSL2", "SNAI2", "SMAD4", "PLIN2", "NUTF2", "SCGB1A1", "MYC", "SELENOS", "SEC11C", "PTGDS", "COL1A1", "RAMP2", "MS4A1", "RNASE1", "HLA-DRA", "ATF6", "ITGAV", "APLNR", "IL2RA", "ANKRD28", "ATG7", "LGR5", "LTF", "TOP1", "TGFB1", "ICAM1", "HYOU1", "HSPA5", "STAT6", "BCL2L1", "MANF", "WWTR1" ]
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Venous
VUILD91MF
[ 1, 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5846153846153846, 0.5846153846153846, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 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 ]
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train
aaaafdhn-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" ]
aaaafdhn-1
[ "HLA-DRA", "LYZ", "VIM", "COL3A1", "GPR183", "PDIA3", "JCHAIN", "LUM", "HLA-DQA1", "HIF1A", "COL1A2", "FN1", "PECAM1", "FCGR3A", "HSPA5", "CD68", "C1QC", "CCL18", "CCL21", "PKM", "FGF7", "CD3E", "GNG11", "CD4", "CD52", "SFRP2", "SELENOS", "MS4A7", "XBP1", "NUTF2", "FCER1G", "OAS3", "AKR1C1", "LAMP3", "POSTN", "ATF4", "WNT5A", "PDGFRA" ]
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Macrophages
VUILD91MF
[ 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdic-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" ]
aaaafdic-1
[ "SPARCL1", "VIM", "PECAM1", "MYC", "ACKR1", "EPAS1", "CCN2", "ITGB1", "POSTN", "CD34", "ATF4", "PDIA3", "HIF1A", "FN1", "PLVAP", "UBE2J1", "HERPUD1", "BMPR2", "GNG11", "ICAM1", "HSPA5", "HIST1H1C", "BCL2L1", "TGFB1", "HYOU1", "STAT6", "EHMT1", "PKM", "WWTR1", "NFKB1", "RHOA", "SPCS3", "HES1", "SOX4", "COL15A1", "COL1A1", "CPA3", "HLA-DRA", "NHSL2", "CTNNB1", "NUCB2", "RNASE1", "KDR", "NUTF2", "PCNA", "PPARG", "CD8A", "SPP1", "PDIA6", "BCL2L11", "XBP1", "JCHAIN", "LEF1", "TTC19", "BAX", "APLNR", "ANKRD28", "ITGAV" ]
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Venous
VUILD91MF
[ 1, 1, 1, 0.8714285714285716, 0.7428571428571429, 0.7428571428571429, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 0.48571428571428577, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafcci-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" ]
aaaafcci-1
[ "COL1A2", "COL1A1", "COL3A1", "VIM", "PTGDS", "LUM", "JCHAIN", "SFRP2", "FN1", "SOD2", "MEG3", "DCN", "HERPUD1", "POSTN", "CD44", "CCL18", "IL7R", "PDIA4", "PKM", "GPR183", "SPARCL1", "HSPA5", "ATF4", "HMOX1", "MANF", "CD68", "HLA-DRA", "HLA-DQB1", "HIF1A", "ERLEC1", "SLC25A37", "SFTPC", "MGST1", "SFRP4", "GSR", "CTHRC1", "NFKB1", "RNASE1", "FGF7", "NUTF2", "FAS", "PIM2", "PDIA3", "EPAS1", "CD28", "IDH1", "KLRB1", "CD2", "ACKR1", "ITGAV", "CD14", "STAT1", "LGALS1", "ITGB1", "CCN2" ]
[ 9, 7, 3, 6, 135, 134, 136, 603, 454, 353, 310, 502, 225, 526, 366, 169, 254, 446, 100, 71, 294, 427, 438, 242, 530, 272, 46, 266, 360, 102, 263, 262, 258, 197, 514, 506, 369, 503, 247, 149, 400, 469, 221, 409, 206, 437, 426, 193, 90, 276, 316, 85, 13, 304, 80, 542, 336, 306, 76 ]
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T-cells
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 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 ]
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train
aaaafbfn-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" ]
aaaafbfn-1
[ "VIM", "SPARCL1", "PECAM1", "COL15A1", "FN1", "PLVAP", "SPP1", "ACKR1", "CCN2", "RHOA", "CTNNB1", "NUCB2", "HIF1A", "SOD2", "CD34", "KDR", "ACTA2", "APLNR", "POSTN", "COL1A1", "COL3A1", "HLA-DRA", "CD44", "CST3", "HYOU1", "BMPR2", "SELENOS", "PDIA4", "ITGAV", "PDIA3", "ITGB1", "UBE2J1", "CD28", "BAX", "LUM", "TTC19", "HSPA5", "SMAD4", "IDH1", "EPAS1", "NFKB1", "NHSL2", "GPR183", "STAT6", "TGFB1", "ATF4", "NUTF2", "FCGR3A", "PTGDS", "PRDX4", "RNASE1", "MYC" ]
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Venous
VUILD91MF
[ 1, 0.9099999999999999, 0.82, 0.82, 0.73, 0.73, 0.64, 0.5499999999999999, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 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 ]
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train
aaaafbfj-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" ]
aaaafbfj-1
[ "VIM", "EPAS1", "SPARCL1", "PECAM1", "SPP1", "COL3A1", "POSTN", "CCN2", "COL1A1", "GNG11", "CD34", "SFRP2", "ACTA2", "PLVAP", "JCHAIN", "COL1A2", "MYDGF", "HLA-DRA", "FN1", "PDIA6", "PDIA3", "ATF4", "LYZ", "COL15A1", "ITGB1", "HIF1A", "ACKR1", "KDR", "BMPR2", "PPARG", "MYC", "UBE2J1", "HERPUD1", "HIST1H1C", "CD68", "FAP", "SOD2", "CD44", "FCER1G", "CLDN5", "PDIA4", "PKM", "NUCB2", "FGFBP2", "FGF7", "DCN", "RHOA", "PTGDS", "PRDX4", "MS4A7", "CTNNB1", "IL7R", "APLNR", "HSPA5", "KRT17", "CCL18", "STAT1", "ICAM1", "AIF1", "TOP1", "UCHL3", "TGFB3", "ITGAV", "ATG7" ]
[ 9, 7, 3, 6, 603, 193, 530, 431, 536, 136, 446, 76, 134, 238, 92, 502, 14, 445, 310, 135, 390, 263, 225, 428, 426, 46, 357, 133, 306, 258, 13, 312, 61, 448, 389, 594, 254, 260, 102, 205, 526, 100, 211, 126, 427, 438, 408, 222, 221, 169, 468, 454, 450, 383, 151, 294, 35, 272, 323, 71, 542, 275, 23, 580, 596, 558, 304, 48 ]
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Venous
VUILD91MF
[ 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.64, 0.64, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.45999999999999996, 0.45999999999999996, 0.37, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 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, 320, 80, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 0, 240, 0, 0, 0, 0, 80, 0, 80, 0, 0, 0, 0, 320, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 480, 80, 240, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 480, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 240, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 400, 0, 80, 0, 80, 0, 0, 160, 160, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 160, 0, 160, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 0, 80, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 0, 400, 320, 80, 480, 0, 0, 0, 160, 0, 0, 0, 0, 0, 0, 400, 0, 0, 80, 0, 80, 80, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 0, 0, 0, 960, 80, 80, 0, 80, 0, 0, 0, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 80, 0, 0, 0, 0, 0, 1120, 0, 0, 0, 0, 0, 0, 0, 80, 80, 160, 0 ] ]
train
aaaafbob-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" ]
aaaafbob-1
[ "VIM", "SPARCL1", "EPAS1", "COL1A1", "PECAM1", "HIF1A", "PDIA3", "PTGDS", "BMPR2", "ACKR1", "PDIA4", "GNG11", "ATF4", "COL3A1", "HYOU1", "PKM", "HSPA5", "YAP1", "ITGAV", "ITGB1", "SOD2", "FN1", "COL1A2", "RAMP2", "STAT6", "HLA-DRA", "RHOA", "HLA-DQA1", "SPP1", "RNASE1", "SPCS3", "SPCS2", "CD34", "GSR", "MARCO", "RSPO3", "ICAM1", "LMAN1", "SELENOS", "KRT18", "AXL", "BAX", "UBE2J1", "TTC19", "PDIA6", "EHMT1", "AIF1", "WWTR1", "XBP1", "ACTA2", "NUCB2", "LAMP3", "ITGA3" ]
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Venous
VUILD91MF
[ 1, 0.8714285714285716, 0.7428571428571429, 0.7428571428571429, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdmj-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" ]
aaaafdmj-1
[ "COL1A1", "COL3A1", "COL1A2", "VIM", "FN1", "LUM", "POSTN", "MEG3", "HLA-DRA", "CD44", "ATF4", "FGF7", "PTGDS", "ICAM1", "CCL18", "SPARCL1", "XBP1", "HYOU1", "SOD2", "CST3", "JCHAIN", "RHOA", "ERLEC1", "DCN", "HIF1A", "SPCS3", "PDIA4", "PDGFRB", "HERPUD1", "MGST1", "CXCR4", "CD3G", "CD4", "GZMK", "GSR", "SLC1A3", "GCLM", "RNASE1", "FCGR3A", "HIST1H1C", "IL7R", "PECAM1", "STAT6", "CCN2", "YAP1", "MAL", "HSPA5", "IDH1", "BCL2L1", "LEF1", "IFNG" ]
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Fibroblasts
VUILD91MF
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train
aaaafbhf-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" ]
aaaafbhf-1
[ "VIM", "COL3A1", "COL1A1", "PTGDS", "COL1A2", "LUM", "FN1", "SFRP2", "COL15A1", "PECAM1", "EPAS1", "SPARCL1", "POSTN", "HIF1A", "HLA-DRA", "CCL18", "DCN", "APLNR", "ITGB1", "MRC1", "ITM2C", "SPCS3", "CTNNB1", "PLVAP", "ACTA2", "CTHRC1", "PDIA3", "LYZ", "FGF7", "CD34", "FKBP11", "CD4", "CST3", "CD44", "CD68", "NOX4", "MS4A7", "ATG7", "SCG2", "GPR183", "MYC", "KDR", "NFKB1", "ANKRD28", "SOD2", "HLA-DQA1", "NUTF2", "ITGAV", "WWTR1", "EHMT1", "SEC11C", "YAP1", "FCGR3A", "PPARG", "BMP4", "PLIN2", "XBP1", "PKM", "HSPA5", "MCEMP1", "STAT1", "RHOA" ]
[ 9, 7, 3, 6, 603, 136, 134, 454, 135, 353, 225, 502, 133, 431, 193, 530, 446, 258, 263, 71, 169, 35, 306, 379, 309, 532, 151, 445, 14, 149, 426, 357, 221, 92, 224, 97, 147, 100, 102, 405, 383, 48, 487, 242, 389, 312, 400, 31, 526, 261, 409, 304, 618, 184, 490, 620, 214, 448, 60, 442, 619, 438, 272, 363, 542, 468 ]
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Venous
VUILD91MF
[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.7, 0.625, 0.5499999999999999, 0.475, 0.4, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafbgi-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" ]
aaaafbgi-1
[ "VIM", "COL3A1", "COL1A1", "PECAM1", "FN1", "EPAS1", "CCN2", "HLA-DRA", "PLVAP", "COL15A1", "COL1A2", "POSTN", "TGFB1", "WWTR1", "PDIA3", "PTGDS", "STAT6", "HIF1A", "CD34", "RHOA", "LUM", "RNASE1", "ITGB1", "MS4A1", "MYC", "SFRP2", "FCGR3A", "FCER1G", "CTNNB1", "SPARCL1", "NUTF2", "STAT1", "PLIN2", "HSPA5", "HERPUD1", "ICAM1", "HYOU1", "ACKR1", "PKM", "ACTA2", "XBP1", "APLNR", "NHSL2", "CREB3L4", "IRF1", "UBE2J1", "GCLM", "MS4A7", "CD52", "CD44", "SOD2", "KDR", "SPP1", "HIST1H1C", "HMGA1" ]
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Venous
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.5909090909090909, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.42727272727272725, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 0.18181818181818182, 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 ]
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train
aaaafcdb-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" ]
aaaafcdb-1
[ "COL1A1", "COL3A1", "COL1A2", "SFRP2", "LUM", "VIM", "FN1", "MAL", "SOD2", "RHOA", "HLA-DRA", "GPR183", "HYOU1", "PTPRC", "FKBP11", "PDIA3", "JCHAIN", "PTGDS", "RNASE1", "CTNNB1", "HERPUD1", "FAS", "FGF7", "DCN", "ITGAV", "SLC2A1", "CD44", "SNAI2", "SPARCL1", "SPCS3", "MEG3", "PIM2", "MYDGF", "IL7R", "CCL18", "ATF6", "LAMP3", "ICAM1", "DNAJB9" ]
[ 9, 7, 3, 6, 134, 136, 135, 502, 353, 603, 225, 358, 526, 468, 263, 242, 273, 456, 224, 426, 310, 454, 469, 151, 254, 206, 221, 169, 304, 516, 100, 523, 530, 532, 366, 437, 390, 294, 71, 47, 332, 275, 178 ]
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Plasma
VUILD91MF
[ 1, 0.9, 0.8, 0.7000000000000001, 0.6, 0.5, 0.4, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafbih-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" ]
aaaafbih-1
[ "VIM", "COL1A1", "COL3A1", "COL1A2", "SPARCL1", "EPAS1", "ITGB1", "MEG3", "PECAM1", "PDGFRB", "ACTA2", "RHOA", "NUTF2", "FN1", "PDIA3", "CD44", "CD34", "ACKR1", "HSPA5", "STAT6", "SPRY2", "HIF1A", "POSTN", "LYZ", "PTGDS", "BMPR2", "SOD2", "ITGAV", "AXL", "ITM2C", "SPCS2", "NFKB1", "ERLEC1", "HERPUD1", "CD68", "ZEB1", "FGF10", "FGF7", "CST3", "SFTPC", "SELENOS", "SEC11C", "VEGFA", "DDIT3", "SNAI2", "DCN", "LEF1", "XBP1", "LPAR1", "PDIA4", "PKM", "LUM", "PDGFRA", "EHMT1", "CCN2", "BCL2L1", "TGFB3", "FAS", "FCER1A", "STAT1" ]
[ 9, 7, 3, 6, 603, 134, 136, 135, 530, 193, 306, 366, 431, 425, 14, 468, 409, 225, 426, 100, 92, 13, 272, 544, 537, 258, 446, 357, 454, 61, 526, 304, 52, 309, 531, 400, 197, 254, 102, 621, 219, 221, 147, 506, 494, 490, 602, 171, 523, 169, 335, 619, 348, 427, 438, 353, 424, 184, 76, 58, 558, 206, 210, 542 ]
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Fibroblasts
VUILD91MF
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train
aaaafcda-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" ]
aaaafcda-1
[ "JCHAIN", "VIM", "XBP1", "HLA-DRA", "SEC11C", "HERPUD1", "CCL18", "LUM", "PDIA6", "HLA-DQA1", "HIF1A", "ATF4", "PRDX4", "COL3A1", "SFRP2", "CD68", "SPCS2", "PTGDS", "IL7R", "PIM2", "FKBP11", "STAT1", "HSPA5", "LEF1", "ITGB1", "ITM2C", "EPAS1", "FN1", "RNASE1", "UBE2J1", "BANK1", "HMOX1", "CD52", "HIST1H1C", "MYDGF", "CD79A", "SOD2", "CD86", "EHMT1", "DNAJB9", "RHOA", "MS4A7", "DCN", "MS4A1", "FCGR3A", "BCL2L1", "COL1A1", "COL1A2", "BCL2", "SELENOS", "CXCR4", "LMAN1", "IL4R", "BCL2L11", "SPCS3", "TGFB1", "TREM2", "ATF6", "ACTA2", "TOP1", "ITGAV", "NUCB2", "TNFRSF13C", "LCK", "BMPR2", "CD27", "OAS2", "PECAM1" ]
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Plasma
VUILD91MF
[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.6142857142857143, 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, 0.2285714285714286, 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 ]
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train
aaaafcde-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" ]
aaaafcde-1
[ "VIM", "COL1A2", "COL1A1", "PECAM1", "COL3A1", "EPAS1", "PLVAP", "ACKR1", "RHOA", "LUM", "FN1", "SPARCL1", "CTNNB1", "ATF4", "PDIA6", "BCL2L1", "BMPR2", "MYC", "CCL18", "JCHAIN", "HSPA5", "NHSL2", "HYOU1", "PDIA3", "MS4A7", "LEF1", "KRT18", "NFKB1", "ZEB1", "HIF1A", "XBP1", "TGFB1", "SNCA", "PTGDS", "EGFR", "BAX", "ITGAM", "FCER1G", "FAS", "GNG11", "GSR", "ICAM1", "DCN", "CST3", "IFIT1", "YAP1", "FCGR3A", "NUCB2", "ITGB1", "WWTR1", "UBE2J1", "SPRY2", "SPCS3", "SPCS2", "SNAI2", "SMAD4", "SFTPD", "ISG20", "SFTPC", "SELENOS", "SEC11C", "RNASE1", "RAMP2", "POSTN", "PDGFRA", "MEG3", "KDR", "SFRP2", "COL15A1", "IL7R", "C1QC", "ACTA2", "CCN2", "CD3E", "CD44", "CD86", "AXIN2", "AIF1", "CCL21" ]
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Venous
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.6538461538461539, 0.5846153846153846, 0.5846153846153846, 0.5153846153846154, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 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, 0.1 ]
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train
aaaafdmo-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" ]
aaaafdmo-1
[ "VIM", "COL1A1", "HLA-DRA", "COL3A1", "CCL18", "COL1A2", "CD68", "RNASE1", "PECAM1", "MS4A7", "SOD2", "ITGAX", "XBP1", "FN1", "SSR3", "FCER1G", "PTPRC", "PDIA3", "CD44", "MRC1", "SELENOS", "LUM", "CD14", "HAVCR2", "POSTN", "CCL2", "IDH1", "PLIN2", "ICAM1", "RHOA", "HSPA5", "FCGR3A", "HIF1A", "EPAS1", "ITGB1", "SNCA", "CD86", "HERPUD1", "COL15A1", "ITGAV", "ITGAM", "YAP1", "NAPSA", "CST3", "PDIA4", "GDF15", "S100A9", "LYZ", "MARCO", "PRDX4", "EGFR", "FGF7", "MEG3", "CPA3", "PPARG", "IL7R", "CCL5", "ATF6", "SPARCL1", "STAT1", "SPCS3", "ATG7", "CD28", "C1QC", "AIF1" ]
[ 9, 7, 3, 6, 603, 134, 263, 136, 71, 135, 102, 469, 431, 383, 526, 305, 619, 225, 541, 211, 456, 426, 100, 379, 494, 353, 80, 253, 446, 72, 276, 442, 275, 468, 272, 214, 258, 193, 306, 524, 109, 254, 133, 304, 303, 620, 394, 147, 427, 232, 481, 357, 362, 450, 182, 221, 366, 142, 448, 294, 75, 47, 530, 542, 532, 48, 90, 66, 23 ]
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Macrophages
VUILD91MF
[ 1, 0.9, 0.8, 0.8, 0.8, 0.7000000000000001, 0.6, 0.5, 0.5, 0.5, 0.5, 0.4, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafbhk-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" ]
aaaafbhk-1
[ "COL3A1", "COL1A1", "VIM", "COL1A2", "FN1", "PTGDS", "MEG3", "SFRP2", "LUM", "SPARCL1", "ACTA2", "CD44", "ITGAV", "HLA-DRA", "FGF7", "SOD2", "PDIA3", "ITGB1", "HSPA5", "COL15A1", "CST3", "ATF4", "XBP1", "MANF", "AIF1", "NUCB2", "TOP1", "PDGFRB", "HIF1A", "BMPR2", "DCN", "FKBP11", "PDGFRA", "TGFB1", "ICAM1", "HYOU1", "STAT6", "DNAJB9", "HIST1H1C", "SNAI2", "SLC25A4", "PDIA6", "RNASE1", "NFKB1", "RHOA", "PRDX4", "POSTN", "PLVAP", "ELN", "PLIN2", "PKM", "FCGR3A", "ERLEC1", "FAP", "FAS", "SELENOS", "CD68", "ZEB1", "CCL18", "ASCL1", "ATG7", "AXIN2", "LGALS1", "ITGA3", "HLA-DQA1", "CCL21", "TGFB3", "IDH1", "PDIA4", "SPCS2", "MGST1", "STAT1" ]
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Fibroblasts
VUILD91MF
[ 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, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafbho-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" ]
aaaafbho-1
[ "COL3A1", "COL1A1", "VIM", "FN1", "COL1A2", "LUM", "PTGDS", "HIF1A", "SPARCL1", "ITGB1", "POSTN", "PECAM1", "COL15A1", "SPP1", "EPAS1", "ACTA2", "BMPR2", "SOD2", "LYZ", "CD44", "PDIA4", "PDIA3", "CCN2", "UBE2J1", "ACKR1", "NUTF2", "HLA-DRA", "HYOU1", "SFTPC", "CD34", "PDIA6", "ERLEC1", "RHOA", "SFRP2", "DCN", "PDGFRB", "PDGFRA", "NFKB1", "PRDX4", "FGF7", "NUCB2", "CTNNB1", "RNASE1", "SNAI2", "MYC", "KDR", "STAT1", "IFIT3", "BMP4", "ATF4", "YAP1", "ATF3", "TGFB3", "KRT18", "ITGAV", "HSPA5", "HLA-DQA1", "UQCRHL" ]
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Venous
VUILD91MF
[ 1, 0.9, 0.9, 0.8, 0.7000000000000001, 0.6, 0.6, 0.5, 0.5, 0.5, 0.5, 0.4, 0.4, 0.4, 0.4, 0.4, 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 ]
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train
aaaafbhl-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" ]
aaaafbhl-1
[ "VIM", "COL1A1", "COL3A1", "PTGDS", "FN1", "COL1A2", "SPP1", "LUM", "SFRP2", "PECAM1", "ITGAX", "HLA-DRA", "EPAS1", "CD68", "CCL18", "ITGB1", "SLC1A3", "FCER1G", "ITGAV", "UGDH", "LYZ", "UBE2J1", "HSPA5", "STAT6", "ACKR1", "ATF4", "ITGAM", "DCN", "MRC1", "CD86", "SNAI2", "FABP4", "CD44", "MS4A7", "HERPUD1", "CTHRC1", "NFKB1", "ERLEC1", "PDIA4", "PDIA3", "PDGFRB", "PKM", "PLIN2", "SELENOS", "POSTN", "RHOA", "RNASE1", "CTNNB1", "CD4", "CST3", "NHSL2", "PTPRC", "SOD2", "HEY1", "PDIA6", "IRF1", "HYOU1", "AKR1C1", "TREM2", "HMGA1", "AIF1", "HLA-DQB1", "SPCS2", "SPARCL1", "HLA-DQA1", "ACTA2" ]
[ 9, 7, 3, 6, 603, 134, 136, 454, 225, 135, 536, 353, 502, 431, 305, 263, 193, 102, 71, 306, 513, 211, 304, 597, 357, 594, 272, 544, 13, 46, 303, 169, 379, 109, 523, 202, 100, 383, 254, 149, 400, 197, 427, 426, 425, 438, 442, 494, 446, 468, 469, 151, 97, 147, 401, 456, 526, 257, 428, 296, 273, 26, 586, 264, 23, 262, 531, 530, 261, 14 ]
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Macrophages
VUILD91MF
[ 1, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.4461538461538461, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafbhd-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" ]
aaaafbhd-1
[ "COL1A1", "COL3A1", "VIM", "PTGDS", "COL1A2", "LUM", "MEG3", "FN1", "HLA-DRA", "CD44", "SPARCL1", "DCN", "SOD2", "XBP1", "ICAM1", "YAP1", "HIF1A", "POSTN", "ITGB1", "FKBP11", "MS4A7", "STAT1", "LYZ", "GNG11", "MGST1", "FGF7", "BMPR2", "CD34", "CD4", "FAP", "RHOA", "CTNNB1", "NUTF2", "HERPUD1", "HLA-DQA1", "CTHRC1", "CST3", "NFKB1", "CSPG4", "HAS2", "AIF1", "SNAI2", "ATF4", "ATF6", "PDIA6", "PDIA4", "LGALS1", "AXL", "UBE2J1", "PDIA3", "DNAJB9", "LPAR1", "PRDX4", "PTPRC", "GCLM", "SFRP2", "MAL", "HSPA5", "NUCB2" ]
[ 9, 7, 3, 6, 134, 136, 603, 454, 135, 353, 366, 225, 263, 100, 530, 169, 526, 619, 275, 620, 258, 446, 306, 224, 383, 542, 357, 238, 369, 221, 61, 92, 97, 205, 468, 151, 409, 254, 261, 149, 147, 400, 146, 252, 23, 523, 46, 47, 428, 427, 336, 52, 594, 426, 178, 348, 450, 456, 231, 502, 358, 272, 408 ]
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Fibroblasts
VUILD91MF
[ 1, 0.9307692307692308, 0.9307692307692308, 0.8615384615384616, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 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 ]
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train
aaaafbhg-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" ]
aaaafbhg-1
[ "COL3A1", "FN1", "VIM", "COL1A2", "COL1A1", "PTGDS", "LUM", "SPARCL1", "POSTN", "SFRP2", "MEG3", "HLA-DRA", "DCN", "AIF1", "LYZ", "CD44", "ITGAX", "HIF1A", "PECAM1", "SSR3", "CD14", "HES1", "PLIN2", "PTPRC", "PDIA6", "COL15A1", "PDIA3", "TGFB1", "CST3", "RHOA", "CD34", "SOD2", "ITGB1", "UBE2J1", "ATF4", "UCHL3", "CCL18", "LGALS1", "ICAM1", "EHMT1", "HSPA5", "LMAN1" ]
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Fibroblasts
VUILD91MF
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train
aaaafcej-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" ]
aaaafcej-1
[ "VIM", "HLA-DRA", "CD68", "LYZ", "CCL18", "SPP1", "RHOA", "PECAM1", "HAVCR2", "CST3", "IL7R", "PKM", "COL3A1", "CD44", "ZEB1", "ATF6", "PIM2", "PDIA3", "FCER1G", "FCGR3A", "COL15A1", "SPCS2", "POSTN", "MANF", "HMGA1", "HSPA5", "ICAM1", "IDH1", "CCN2", "EHMT1", "UQCRHL", "AXL", "BAX", "XBP1" ]
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SPP1+ Macrophages
VUILD91MF
[ 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdnc-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" ]
aaaafdnc-1
[ "VIM", "FABP4", "FN1", "COL3A1", "COL1A1", "MMP7", "SPP1", "CD68", "FCER1G", "CCL22", "LYZ", "CD52", "ITGAX", "COL1A2", "RHOA", "LUM", "CD44", "XBP1", "ITGB1", "POSTN", "IDH1", "TREM2", "PKM", "UBE2J1", "CCL18", "EPAS1", "HAVCR2", "DCN", "SOD2", "SFRP2", "HMGA1", "HSPA5", "HLA-DRA", "MS4A7", "PDIA3", "LGALS1", "PECAM1", "AIF1", "PGC", "ITGAM", "ERLEC1", "SFRP4", "SPCS2", "SPCS3", "PTPRC", "SSR3", "ATF4", "PDIA4", "TGFB1", "HIF1A", "GPR183", "GSR", "ITGA3", "C1QC", "STAT6", "PDIA6", "SLC1A3", "HMOX1", "NUCB2", "PPARG", "DNAJB9", "CSPG4", "CTHRC1", "HLA-DQA1", "CTNNB1", "SCGB3A2", "HERPUD1", "RNASE1", "PLIN2", "DMBT1", "KRT8", "CCL21", "ANKRD28", "JCHAIN", "STAT1", "ATP2A3", "SPRY2", "AXIN2", "ATF6", "CD4", "UGDH", "CD86", "CD8A", "SOX4", "UCHL3", "IFIT3", "ACTA2", "CD79A", "LMAN1" ]
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DCs
VUILD91MF
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train
aaaafcfb-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" ]
aaaafcfb-1
[ "COL1A1", "LUM", "COL3A1", "VIM", "COL1A2", "FN1", "PTGDS", "CCL18", "DCN", "POSTN", "PTPRC", "CD52", "SFRP2", "PDGFRB", "CTHRC1", "ACTA2", "PDIA3", "MGST1", "PDIA6", "PKM", "FABP4", "ITGB1", "PLIN2", "SPP1", "LYZ", "SPARCL1", "HERPUD1", "HAS2", "EPAS1", "FAS", "NUTF2", "MMP7", "SELENOS", "FKBP11", "FGF7", "S100A9", "COL15A1", "PDGFRA", "SSR3", "PRDX4", "HLA-DQA1", "ITGA3", "LGALS1", "TREM2", "CCL2", "TGFB1", "KRT8", "ITGAV", "STAT1", "HLA-DRA", "XBP1", "ITGAM" ]
[ 9, 7, 3, 6, 134, 353, 136, 603, 135, 225, 454, 71, 169, 446, 456, 101, 502, 425, 149, 14, 426, 369, 428, 438, 202, 306, 442, 536, 357, 530, 254, 252, 193, 206, 409, 374, 494, 224, 221, 481, 133, 424, 541, 450, 261, 301, 336, 586, 72, 556, 328, 304, 542, 263, 619, 303 ]
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Fibroblasts
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.42727272727272725, 0.42727272727272725, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafbhp-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" ]
aaaafbhp-1
[ "VIM", "HLA-DRA", "LYZ", "MS4A7", "COL3A1", "COL1A2", "COL1A1", "CD44", "FN1", "CCL18", "GPR183", "CD68", "HIF1A", "PTPRC", "LUM", "SLC1A3", "FCN1", "HAVCR2", "FCGR3A", "PDIA6", "FCER1G", "PLIN2", "CTNNB1", "PECAM1", "AIF1", "RHOA", "HLA-DQB1", "ITGAX", "CRELD2", "IDH1", "MRC1", "FKBP11", "DCN", "ATG7", "ACTA2", "PDIA4", "PTGDS", "PDGFRB", "PKM", "IRF1", "PDGFRA", "FAS", "CST3", "NUCB2", "PDIA3", "FGF7", "COL15A1", "SFTPD", "BCL2L1", "SLC25A37", "MSLN", "LGALS1", "ATF6", "KRT8", "NUTF2", "YAP1", "ITGAM", "UGDH", "TGFB1", "STAT1", "SSR3", "UBE2J1", "CCL2", "CD14", "IL4R", "HLA-DQA1", "SOX4" ]
[ 9, 7, 3, 6, 603, 263, 357, 383, 136, 135, 134, 100, 225, 71, 242, 102, 258, 456, 353, 513, 216, 253, 214, 428, 211, 442, 151, 431, 23, 468, 262, 305, 144, 276, 379, 224, 169, 48, 14, 427, 454, 425, 438, 296, 424, 206, 147, 408, 426, 221, 133, 507, 58, 514, 384, 336, 47, 328, 409, 620, 303, 597, 556, 542, 541, 594, 72, 80, 293, 261, 528 ]
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Macrophages
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.5909090909090909, 0.509090909090909, 0.509090909090909, 0.509090909090909, 0.42727272727272725, 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, 0.18181818181818182, 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 ]
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train
aaaafcfg-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" ]
aaaafcfg-1
[ "COL3A1", "COL1A1", "LUM", "VIM", "COL1A2", "FN1", "LYZ", "POSTN", "DCN", "SPARCL1", "PDIA3", "MEG3", "CD44", "CTHRC1", "FGF7", "WNT2", "PTGDS", "RHOA", "HAS2", "GPR183", "SOD2", "HSPA5", "TGFB1", "SFRP2", "KLRB1", "CTNNB1", "PLIN2", "ACTA2", "AIF1", "ATF4", "MCEMP1", "MGST1", "DDIT3", "NUTF2", "NFKB1", "ERLEC1", "CST3", "SNAI2", "S100A9", "SLC25A37", "SPCS3", "CHGB", "HLA-DQA1", "CD4", "LGALS1", "IL4R", "HLA-DRA", "ITGAV", "LMAN1", "LPAR1", "WWTR1", "CCL21", "ITGB1", "CCN2", "HMGA1", "STAT6", "HYOU1", "CD14" ]
[ 9, 7, 3, 6, 136, 134, 353, 603, 135, 225, 357, 446, 169, 530, 426, 366, 100, 149, 221, 612, 454, 468, 252, 242, 526, 272, 556, 502, 316, 151, 442, 14, 23, 46, 363, 369, 171, 409, 400, 197, 147, 523, 481, 514, 532, 123, 261, 97, 336, 293, 263, 304, 346, 348, 618, 73, 306, 76, 264, 544, 273, 80 ]
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Fibroblasts
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafcfi-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" ]
aaaafcfi-1
[ "COL3A1", "COL1A1", "LUM", "VIM", "FN1", "COL1A2", "SPARCL1", "POSTN", "DCN", "SFRP4", "WNT2", "TGFB1", "TOP1", "NUTF2", "HLA-DQA1", "PTGDS", "SPP1", "SFRP2", "LYZ", "CCN2", "CD52", "CD68", "HAS2", "HMGA1", "SOD2", "FKBP11", "CD44", "SPCS3", "HIF1A", "HSPA5", "ATF4", "HYOU1", "ERLEC1", "PDGFRB", "FAP", "YAP1", "EPAS1", "FAS", "CST3", "CTHRC1", "IL4R" ]
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not available
VUILD91MF
[ 1, 0.8875, 0.775, 0.775, 0.6625, 0.55, 0.4375, 0.4375, 0.325, 0.325, 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 ]
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train
aaaafbie-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" ]
aaaafbie-1
[ "VIM", "ITGAX", "FN1", "CD68", "HLA-DRA", "COL3A1", "COL1A1", "PLIN2", "MARCO", "POSTN", "MS4A7", "COL1A2", "CD44", "CD52", "RNASE1", "SPARCL1", "LUM", "HIF1A", "ITGAM", "NHSL2", "LMAN1", "PCNA", "EPAS1", "CTHRC1", "PDIA3", "CTNNB1", "PDIA6", "SLC25A37", "NUTF2", "PKM", "TREM2", "HMGA1", "XBP1", "AIF1" ]
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SPP1+ Macrophages
VUILD91MF
[ 1, 0.85, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafcfh-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" ]
aaaafcfh-1
[ "LYZ", "VIM", "COL3A1", "COL1A1", "S100A8", "COL1A2", "CD44", "CD68", "FN1", "FCER1G", "LUM", "PECAM1", "SPARCL1", "S100A9", "ITGAX", "HLA-DRA", "PTPRC", "RHOA", "S100A12", "CD14", "MCEMP1", "POSTN", "PKM", "CD86", "HIF1A", "PDIA3", "ATF4", "AIF1", "CD4", "DCN", "UCHL3", "FCN1", "MGST1", "SPCS3", "SPCS2", "SFRP2", "HERPUD1", "SMAD4", "GSR", "GPR183", "MYDGF", "EHMT1", "CXCR4", "PTGDS", "PRDX4", "SOD2", "HIST1H1C", "PDIA4", "LPAR2", "UQCRHL", "ITGAV", "BMPR2", "LGALS1", "CCL21", "VEGFA", "TGFB1", "AXIN2", "LAMP3", "XBP1", "ACTA2" ]
[ 9, 7, 3, 6, 357, 603, 136, 134, 480, 135, 100, 102, 225, 211, 353, 431, 530, 481, 305, 263, 456, 468, 477, 80, 363, 446, 438, 109, 258, 426, 46, 23, 97, 169, 596, 216, 369, 532, 531, 502, 254, 519, 247, 242, 390, 184, 163, 454, 450, 526, 260, 427, 349, 600, 304, 61, 336, 73, 602, 556, 51, 332, 619, 14 ]
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Interstitial Macrophages
VUILD91MF
[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.475, 0.475, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 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, 0, 109.89010620117188, 0, 0, 219.78021240234375, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1098.901123046875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 0, 219.78021240234375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2637.362548828125, 219.78021240234375, 109.89010620117188, 0, 0, 0, 0, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 439.5604248046875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 439.5604248046875, 0, 0, 219.78021240234375, 109.89010620117188, 109.89010620117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 659.3406372070312, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 219.78021240234375, 219.78021240234375, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 219.78021240234375, 0, 0, 0, 219.78021240234375, 439.5604248046875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 219.78021240234375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 0, 0, 0, 0, 0, 109.89010620117188, 0, 109.89010620117188, 0, 0, 0, 109.89010620117188, 0, 219.78021240234375, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ]
train
aaaafbli-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" ]
aaaafbli-1
[ "COL1A1", "CCL18", "MS4A7", "FN1", "RNASE1", "HLA-DRA", "CD68", "HSPA5", "COL1A2", "RHOA", "VIM", "PTPRC", "PDGFRB", "PDIA3", "AIF1", "SFRP4", "HERPUD1", "ICAM1", "STAT6", "FCER1G", "LYZ", "CD4", "HYOU1", "MRC1", "LUM", "COL3A1", "ITGB1", "TNFRSF9", "PDIA6", "TREM2", "ACTA2", "UBE2J1", "CST3", "UQCRHL", "ATF4" ]
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not available
VUILD91MF
[ 1, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafblm-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" ]
aaaafblm-1
[ "LYZ", "S100A8", "VIM", "HLA-DRA", "PLIN2", "S100A12", "CD44", "S100A9", "FCER1G", "SOD2", "FN1", "COL3A1", "COL1A1", "CTNNB1", "RHOA", "CST3", "XBP1", "AIF1", "CXCR4", "HMGA1", "CD14", "HIST1H1C", "PKM", "FCGR3A", "MS4A7", "POSTN", "PTPRC", "PRDX4", "UBE2J1", "KRT8", "FCN1", "HSPA5", "VEGFA", "MGST1", "HERPUD1", "KLRB1", "PDIA6", "GCLM", "CD3E", "SPARCL1", "SPCS2", "COL1A2", "PPARG", "SLC25A37", "MCEMP1", "IL7R", "STAT6", "TRAC", "CCL18", "UQCRHL", "ATG7", "UCHL3", "ATF4", "ITGB1", "BAX", "IRF1", "BCL2L1", "WWTR1", "ICAM1" ]
[ 9, 7, 3, 6, 357, 480, 603, 263, 442, 477, 100, 481, 211, 526, 225, 136, 134, 151, 468, 147, 619, 23, 163, 264, 80, 260, 438, 214, 383, 446, 456, 450, 594, 328, 216, 272, 602, 369, 254, 316, 428, 231, 95, 530, 531, 135, 448, 514, 363, 294, 544, 585, 71, 600, 48, 596, 46, 306, 55, 296, 58, 618, 275 ]
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Interstitial Macrophages
VUILD91MF
[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.5499999999999999, 0.475, 0.4, 0.4, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 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 ]
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train
aaaafddk-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" ]
aaaafddk-1
[ "COL3A1", "VIM", "FN1", "COL1A1", "COL1A2", "SOD2", "LUM", "PDIA3", "PTGDS", "RHOA", "ITGB1", "ICAM1", "NUCB2", "CST3", "DCN", "SFRP4", "XBP1", "HLA-DRA", "CCL18", "SCGB1A1", "AXIN2", "ATF4", "PDGFRB", "SEC11C", "SFRP2", "CD68", "SMAD4", "ZEB1", "POSTN", "PKM", "EPAS1", "FGF7", "MS4A7", "GNG11", "GPR183", "MEG3", "LPAR1", "HSPA5", "KRT8", "YAP1", "ITGAV", "ITGAX", "PRDX4", "SPARCL1", "PTPRC", "WWTR1", "ATG7", "TGFB3", "BMPR2", "TOP1", "UGDH", "UCHL3", "TGFB1" ]
[ 9, 7, 3, 6, 136, 603, 225, 134, 135, 526, 353, 426, 454, 468, 306, 275, 408, 147, 169, 503, 619, 263, 71, 488, 51, 46, 425, 490, 502, 102, 519, 621, 446, 438, 193, 221, 383, 238, 242, 366, 348, 272, 328, 620, 304, 305, 450, 530, 456, 618, 48, 558, 61, 580, 597, 596, 556 ]
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Fibroblasts
VUILD91MF
[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.625, 0.5499999999999999, 0.475, 0.475, 0.4, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafddl-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" ]
aaaafddl-1
[ "VIM", "COL3A1", "COL1A1", "FN1", "LUM", "SOD2", "COL1A2", "PTGDS", "HLA-DRA", "FGF7", "STAT1", "NUTF2", "CCL18", "SPCS2", "FCGR3A", "LYZ", "LGALS1", "GSR", "HIF1A", "SFRP2", "HMOX1", "LEF1", "CD68", "BAX", "XBP1", "POSTN", "ISG20", "PDIA4", "EPAS1", "CTNNB1", "ATF4", "CXCR4", "CST3", "TRAC", "RHOA" ]
[ 9, 7, 3, 6, 603, 136, 134, 225, 353, 526, 135, 454, 263, 221, 542, 409, 71, 531, 214, 357, 336, 247, 258, 502, 266, 335, 102, 55, 619, 446, 300, 427, 193, 151, 46, 163, 147, 585, 468 ]
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not available
VUILD91MF
[ 1, 1, 0.8875, 0.775, 0.775, 0.6625, 0.55, 0.4375, 0.325, 0.325, 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
aaaafdge-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" ]
aaaafdge-1
[ "COL3A1", "VIM", "LUM", "PTGDS", "COL1A2", "FN1", "CCL18", "SOD2", "CD44", "HLA-DRA", "COL1A1", "CD3E", "SFRP2", "PTPRC", "CD68", "ATF4", "POSTN", "XBP1", "DCN", "FGF7", "ACTA2", "FAS", "TRAC", "SMAD4", "IL7R", "LEF1", "LYZ", "NUCB2", "HMGA1", "CD52", "SELENOS", "CD69", "CD86", "CD8A", "PKM", "NUTF2", "WT1", "CST3", "CTNNB1", "ERLEC1", "HMOX1", "NFKB1", "FCER1G", "FGF2", "MS4A7", "SCGB3A2", "GPR183", "GZMA", "HERPUD1", "HIF1A", "HLA-DQA1", "EPAS1", "STAT1", "ZEB1", "CD3G", "ATP2A3", "CD28", "CD2" ]
[ 9, 7, 3, 6, 136, 603, 353, 454, 135, 225, 71, 526, 100, 263, 134, 95, 502, 456, 102, 46, 446, 619, 169, 221, 14, 206, 585, 519, 294, 335, 357, 408, 264, 101, 494, 103, 109, 110, 438, 409, 617, 147, 151, 197, 266, 400, 211, 220, 383, 489, 242, 248, 254, 258, 261, 193, 542, 621, 96, 50, 90, 85 ]
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T-cells
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 0.34545454545454546, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdjj-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" ]
aaaafdjj-1
[ "HLA-DRA", "LYZ", "COL3A1", "COL1A1", "COL1A2", "HLA-DQA1", "VIM", "PTPRC", "PECAM1", "SFRP2", "CD44", "MRC1", "PDIA3", "CD68", "MS4A7", "PDGFRA", "HMGA1", "CD4", "ITGAX", "FN1", "SPCS3", "ITGB1", "HIF1A", "GPR183", "HLA-DQB1", "GNG11", "FCER1G", "CST3", "CD52", "ICAM1", "GZMK", "IL7R", "LPAR1", "XBP1", "TTC19", "TPSAB1", "TOP1", "TGFB2", "SOD2", "SLC7A11", "LEF1", "RHOA", "POSTN", "PDIA4", "PDGFRB", "OAS3", "NUTF2", "MYDGF", "LUM", "PTGDS", "MEG3", "ZEB1", "CCL21", "AXIN2", "AIF1", "CCL5", "ACTA2" ]
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Macrophages
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.7545454545454545, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.42727272727272725, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdhf-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" ]
aaaafdhf-1
[ "VIM", "IL7R", "COL3A1", "HLA-DRA", "HLA-DQA1", "LYZ", "CCL21", "FN1", "SFRP2", "PTPRC", "CD44", "ATF4", "LAMP3", "CXCR4", "COL1A2", "COL1A1", "JCHAIN", "LUM", "NFKB1", "ITGB1", "CD3E", "RHOA", "POSTN", "TRAC", "SSR3", "FAS", "ERLEC1", "DDIT3", "SPARCL1", "CST3", "UBE2J1", "CD8B", "CD8A", "CD69", "VEGFA", "SOD2", "GNG11", "PDIA6", "HAVCR2", "HERPUD1", "HIF1A", "PLPP5", "HMGA1", "HSPA5", "ICAM1", "CD4", "ITM2C", "PLIN2", "KLRC1", "PKM", "PECAM1", "PCNA", "GZMK", "ZEB1", "CCL22", "ATG7" ]
[ 9, 7, 3, 6, 603, 294, 136, 263, 261, 357, 73, 225, 502, 456, 100, 46, 332, 163, 135, 134, 310, 353, 400, 306, 95, 468, 446, 585, 541, 206, 197, 171, 530, 147, 594, 111, 110, 103, 602, 526, 238, 428, 253, 254, 258, 444, 264, 272, 275, 97, 309, 442, 317, 438, 431, 420, 250, 621, 74, 48 ]
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T-cells
VUILD91MF
[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 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 ]
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train
aaaafdhi-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" ]
aaaafdhi-1
[ "COL3A1", "COL1A2", "LUM", "SFRP2", "JCHAIN", "VIM", "MEG3", "COL1A1", "PTGDS", "POSTN", "PTPRC", "CD3E", "SPARCL1", "SOD2", "HERPUD1", "ITGB1", "HLA-DRA", "XBP1", "ACTA2", "CCN2", "SPCS2", "HLA-DQA1", "SEC11C", "CD44", "TRAC", "FN1", "LYZ", "SMAD4", "HSPA5", "DCN", "CD4", "CD69", "CTNNB1", "SELENOS", "IL7R", "DNAJB9", "EHMT1", "PKM", "FAS", "PCNA", "FGF2", "NUCB2", "GSR", "GZMA", "GZMK", "MGST1", "LPAR1", "LAMP3", "KRT18", "CXCR4", "PDGFRB", "KLRB1", "BCL2L11", "CCL18", "SSR3", "STAT1", "UCHL3", "TGFB1", "CCL21", "SOX4", "ATF4" ]
[ 9, 7, 3, 6, 136, 135, 353, 502, 310, 603, 366, 134, 454, 446, 456, 95, 530, 526, 254, 306, 263, 619, 14, 76, 531, 261, 490, 100, 585, 225, 357, 519, 272, 169, 97, 103, 151, 494, 294, 178, 184, 438, 206, 420, 220, 408, 247, 248, 250, 369, 348, 332, 324, 163, 425, 316, 59, 71, 541, 542, 596, 556, 73, 528, 46 ]
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T-cells
VUILD91MF
[ 1, 0.9099999999999999, 0.82, 0.82, 0.73, 0.64, 0.5499999999999999, 0.45999999999999996, 0.37, 0.37, 0.37, 0.28, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 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 ]
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train
aaaafdhg-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" ]
aaaafdhg-1
[ "VIM", "S100A8", "COL3A1", "CCN2", "SPARCL1", "CD3E", "CTNNB1", "UBE2J1", "S100A12", "HMGA1", "CD44", "PECAM1", "CD8A", "COL1A2", "NKG7", "KLRB1", "LCK", "FCGR3A", "TRAC", "PTPRC", "HIST1H1C", "MANF", "GZMB", "COL1A1", "CXCL13", "STAT1", "CD2", "S100A9", "HLA-DRA", "HIF1A", "CD34", "SPCS2", "SMAD4", "CD8B", "CD3G", "NHSL2", "GCLM", "GNG11", "NUCB2", "FN1", "COL15A1", "EPAS1", "JCHAIN", "ATF4", "TGFB1", "KRT8", "PLVAP", "KDR", "ISG20", "PDIA3", "BCL2L1", "BMPR2", "AIF1", "WWTR1", "XBP1", "ACTA2", "RHOA", "FGFBP2", "ACKR1", "PKM" ]
[ 9, 7, 3, 6, 603, 480, 136, 76, 530, 95, 151, 594, 477, 264, 100, 431, 110, 135, 403, 316, 334, 214, 585, 456, 260, 360, 249, 134, 157, 542, 85, 481, 263, 258, 92, 531, 519, 111, 96, 401, 231, 238, 408, 225, 133, 193, 310, 46, 556, 328, 445, 312, 300, 426, 58, 61, 23, 618, 619, 14, 468, 222, 13, 438 ]
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T-cells
VUILD91MF
[ 1, 0.85, 0.7, 0.7, 0.7, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 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, 0.1, 0.1, 0.1, 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
aaaafdke-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" ]
aaaafdke-1
[ "COL1A1", "COL3A1", "COL1A2", "FN1", "VIM", "SFRP2", "LUM", "PTGDS", "DCN", "CCL18", "HLA-DRA", "CCN2", "HLA-DQA1", "ICAM1", "MEG3", "CD68", "SPCS3", "NFKB1", "STAT6", "SOX4", "SOD2", "CD3G", "CD4", "SFRP4", "S100A9", "GNG11", "LMAN1", "ZEB1", "HSPA5", "AXL", "ITGB1", "PDIA3", "PDIA4", "FAP", "DIRAS3", "ATF4", "YAP1", "TPSAB1", "XBP1", "BMPR2" ]
[ 9, 7, 3, 6, 134, 136, 135, 225, 603, 502, 353, 454, 169, 71, 263, 76, 261, 275, 366, 102, 532, 400, 544, 528, 526, 96, 97, 503, 481, 238, 346, 621, 272, 52, 306, 426, 427, 205, 176, 46, 620, 584, 619, 61 ]
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Fibroblasts
VUILD91MF
[ 1, 0.8875, 0.775, 0.6625, 0.6625, 0.55, 0.4375, 0.4375, 0.325, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.21250000000000002, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafdkm-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" ]
aaaafdkm-1
[ "ACTA2", "VIM", "SPARCL1", "MEG3", "COL3A1", "COL1A2", "COL15A1", "FN1", "ITGB1", "COL1A1", "PTGDS", "EPAS1", "CPA3", "CCN2", "HSPA5", "CTNNB1", "PECAM1", "PKM", "PRDX4", "BMPR2", "SPP1", "SNAI2", "MYC", "RNASE1", "SFRP2", "CST3", "SOD2", "CD34", "CD28", "ZEB1", "POSTN", "PLIN2", "PDIA6", "PDIA3", "PDGFRB", "PCNA", "HIF1A", "HMGA1", "LMAN1", "ITGAM", "ITGAV", "KDR", "DCN", "PLVAP", "RHOA", "ATF4", "UQCRHL", "STAT1", "STAT6", "TGFB3", "APLNR", "TTC19", "UBE2J1" ]
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Fibroblasts
VUILD91MF
[ 1, 1, 1, 0.8875, 0.775, 0.6625, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafdid-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" ]
aaaafdid-1
[ "IL7R", "JCHAIN", "VIM", "COL3A1", "SFRP2", "UBE2J1", "SOD2", "COL1A1", "COL1A2", "FCER1G", "PTPRC", "CD3E", "CD44", "NUTF2", "FCGR3A", "CD2", "HSPA5", "HLA-DRA", "FN1", "LGALS1", "LMAN1", "HYOU1", "CD68", "SELENOS", "HMGA1", "HLA-DQB1", "CST3", "MS4A7", "ITGB1", "PKM", "PDIA4", "EPAS1", "PDIA3", "PDGFRB", "SPCS2", "LUM", "LYZ", "HERPUD1", "MGST1", "DCN", "OAS2", "WWTR1", "TRAC", "CCL18", "SSR3", "STAT1", "BCL2L1", "AIF1" ]
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Macrophages
VUILD91MF
[ 1, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 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 ]
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train
aaaafbgo-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" ]
aaaafbgo-1
[ "COL3A1", "COL1A1", "PTGDS", "LUM", "COL1A2", "FN1", "VIM", "SFRP2", "POSTN", "HLA-DRA", "CCL18", "CD44", "MEG3", "DCN", "PDIA3", "FGF7", "PCNA", "SPCS3", "HSPA5", "CD19", "FAS", "MS4A7", "LYZ", "XBP1", "CST3", "CTHRC1", "RHOA", "ATF4", "SOD2", "PTPRC", "PECAM1", "AKR1C1", "MRC1", "ITM2C" ]
[ 9, 7, 3, 6, 136, 134, 454, 353, 135, 225, 603, 502, 446, 263, 71, 100, 366, 169, 426, 221, 420, 532, 272, 82, 206, 383, 357, 619, 147, 149, 468, 46, 526, 456, 431, 26, 379, 309 ]
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Activated FBs
VUILD91MF
[ 1, 0.9, 0.8, 0.7000000000000001, 0.7000000000000001, 0.6, 0.6, 0.5, 0.5, 0.4, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.2, 0.2, 0.2, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafbhi-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" ]
aaaafbhi-1
[ "COL3A1", "LUM", "COL1A1", "VIM", "COL1A2", "FN1", "SFRP2", "SPARCL1", "PTGDS", "ATF4", "RHOA", "HLA-DRA", "POSTN", "DCN", "HSPA5", "EMG1", "FCN3", "ITGB1", "CD44", "CD4", "STAT1", "TGFB1", "EPAS1", "PKM", "IRF1", "ACTA2" ]
[ 9, 7, 3, 6, 136, 353, 134, 603, 135, 225, 502, 530, 454, 46, 468, 263, 446, 169, 272, 191, 217, 306, 100, 97, 542, 556, 193, 438, 296, 14 ]
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not available
VUILD91MF
[ 1, 0.8714285714285716, 0.8714285714285716, 0.7428571428571429, 0.7428571428571429, 0.6142857142857143, 0.6142857142857143, 0.48571428571428577, 0.48571428571428577, 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 ]
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train
aaaafccj-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" ]
aaaafccj-1
[ "VIM", "COL1A1", "HLA-DRA", "PTGDS", "COL3A1", "SPARCL1", "CD44", "JCHAIN", "COL1A2", "YAP1", "WWTR1", "SFRP2", "LUM", "PTPRC", "HMGA1", "CD79A", "HLA-DQB1", "HIF1A", "HERPUD1", "GPR183", "CST3", "FGF7", "FGF2", "FGF10", "ITGB1", "EPAS1", "DNAJB9", "DERL3", "GNG11", "FN1", "IL7R", "KRT18", "XBP1", "TNFRSF13C", "TCL1A", "STAT6", "SSR3", "SPCS2", "SLC2A1", "S100A12", "PLIN2", "KLRG1", "PIM2", "PDIA3", "NUCB2", "MS4A1", "MRC1", "MANF", "MAL", "LYZ", "CD52", "LCK", "PDIA4", "LEF1", "ZEB1", "CD3E", "ACKR1", "BCL2", "ATF4" ]
[ 9, 7, 3, 6, 603, 134, 263, 454, 136, 530, 100, 310, 135, 620, 618, 502, 353, 456, 264, 105, 262, 258, 254, 242, 147, 221, 220, 219, 306, 193, 178, 173, 238, 225, 294, 324, 619, 574, 553, 544, 541, 531, 516, 477, 442, 319, 437, 426, 408, 380, 379, 360, 358, 357, 101, 334, 427, 335, 621, 95, 13, 57, 46 ]
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B cells
VUILD91MF
[ 1, 0.85, 0.7, 0.5499999999999999, 0.5499999999999999, 0.4, 0.4, 0.4, 0.4, 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, 0.1, 0.1 ]
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train
aaaafccl-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" ]
aaaafccl-1
[ "VIM", "CCL21", "COL1A1", "JCHAIN", "SEC11C", "HERPUD1", "ITM2C", "PTGDS", "COL1A2", "RHOA", "COL3A1", "LUM", "HSPA5", "LMAN1", "ATP2A3", "PECAM1", "CD79A", "HLA-DQA1", "HIF1A", "ISG20", "LYZ", "OAS2", "MANF", "MEG3", "HLA-DRA", "PDIA6", "CD44", "AIF1", "GCLM", "MS4A7", "SLC1A3", "MYDGF", "FKBP11", "SOD2", "ERLEC1", "RNASE1", "SFRP2", "ACTA2", "PDGFRA", "PLIN2", "PDIA4", "TOP1", "HYOU1", "KRT18", "TNFRSF13C", "PRDX4", "PIM2", "CCL18", "DNAJB9", "UBE2J1", "LEF1" ]
[ 9, 7, 3, 6, 603, 73, 134, 310, 490, 254, 309, 454, 135, 468, 136, 353, 272, 346, 50, 431, 105, 261, 258, 300, 357, 410, 360, 366, 263, 428, 100, 23, 231, 383, 513, 390, 224, 526, 197, 469, 502, 14, 424, 442, 427, 580, 273, 324, 574, 450, 437, 71, 178, 594, 335 ]
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Plasma
VUILD91MF
[ 1, 0.85, 0.7, 0.5499999999999999, 0.5499999999999999, 0.5499999999999999, 0.4, 0.4, 0.4, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 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 ]
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train
aaaafccp-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" ]
aaaafccp-1
[ "COL3A1", "IL7R", "COL1A1", "HLA-DRA", "VIM", "PTGDS", "GPR183", "CD44", "FN1", "POSTN", "LAMP3", "LUM", "COL1A2", "HMGA1", "RHOA", "PTPRC", "SFRP2", "EPAS1", "LYZ", "SMAD4", "SLC1A3", "KLRB1", "SPARCL1", "SPCS3", "SLC7A11", "SOD2", "CD4", "GZMA", "MEG3", "HLA-DQA1", "CCR7", "DCN", "DDIT3", "PECAM1", "FAP", "SELENOS", "STAT1", "ITGB1", "STAT6", "TGFB1", "CCL18" ]
[ 9, 7, 3, 6, 136, 294, 134, 263, 603, 454, 242, 100, 225, 446, 332, 353, 135, 264, 468, 456, 502, 193, 357, 519, 513, 316, 530, 532, 517, 526, 97, 248, 366, 261, 79, 169, 171, 431, 205, 494, 542, 306, 544, 556, 71 ]
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DCs
VUILD91MF
[ 1, 0.8714285714285716, 0.8714285714285716, 0.7428571428571429, 0.6142857142857143, 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafbhn-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" ]
aaaafbhn-1
[ "COL3A1", "VIM", "COL1A1", "CD44", "LUM", "FN1", "ITGB1", "COL1A2", "ACTA2", "RHOA", "HLA-DRA", "SOD2", "STAT1", "SPARCL1", "POSTN", "SFRP2", "HYOU1", "CTNNB1", "FGF10", "FGF7", "HSPA5", "ACKR1", "UQCRHL", "HLA-DQA1", "STAT6", "EPAS1", "SPCS3", "SPCS2", "HIF1A", "SMAD4", "COL15A1", "SCG2", "MMP7", "GNG11", "LYZ", "NAPSA", "CCL21", "TGFB3", "PDIA6", "PECAM1", "VEGFA", "FGF2", "UGDH", "NUTF2", "IL32", "DCN", "ATF4", "SELENOS", "IDH1", "BMPR2", "PTGDS" ]
[ 9, 7, 3, 6, 136, 603, 134, 100, 353, 225, 306, 135, 14, 468, 263, 526, 542, 530, 446, 502, 273, 151, 219, 221, 272, 13, 600, 261, 544, 193, 532, 531, 258, 519, 133, 487, 374, 238, 357, 394, 73, 558, 428, 431, 602, 220, 597, 409, 291, 169, 46, 494, 276, 61, 454 ]
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0, 0, 0, 0 ] ]
SMCs
VUILD91MF
[ 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, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafbge-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" ]
aaaafbge-1
[ "VIM", "FN1", "PECAM1", "SPARCL1", "CCN2", "PDIA3", "SFRP2", "MYC", "POSTN", "XBP1", "PLVAP", "ITGB1", "EPAS1", "ACTA2", "CD34", "DCN", "COL1A1", "ITGAV", "HYOU1", "TGFB1", "CD14", "NHSL2", "HIF1A", "COL15A1", "HERPUD1", "CST3", "SMAD4", "COL1A2", "IFIT3", "CTNNB1", "RNASE1", "ACKR1", "PLIN2", "APLNR", "ATF4", "IRF1", "UQCRHL", "YAP1", "PTGDS", "BAX", "UBE2J1", "BCL2L1", "RHOA" ]
[ 9, 7, 3, 6, 603, 225, 431, 530, 76, 426, 502, 389, 446, 619, 445, 306, 193, 14, 92, 169, 134, 304, 273, 556, 80, 401, 258, 133, 254, 147, 519, 135, 280, 151, 469, 13, 442, 35, 46, 296, 600, 620, 454, 55, 594, 58, 468 ]
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Venous
VUILD91MF
[ 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 ]
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train
aaaafcdl-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" ]
aaaafcdl-1
[ "CCL18", "COL3A1", "COL1A1", "MS4A7", "SFRP2", "LUM", "VIM", "LYZ", "CD44", "RNASE1", "PTGDS", "IL7R", "GPR183", "HLA-DRA", "CD68", "SOD2", "CD14", "FN1", "PTPRC", "HLA-DQA1", "COL1A2", "ITGAX", "ITGB1", "CD28", "PDIA4", "FAS", "DCN", "VEGFA", "PLIN2", "CD86", "CD8B", "SLC25A4", "HMGA1", "SLC1A3", "AIF1", "PDGFRB", "AXL", "HIF1A", "SEC11C", "UBE2J1", "HERPUD1", "CST3", "CTNNB1", "RHOA", "ATF4", "EGFR", "FGF7", "EPAS1", "PECAM1", "SNAI2", "CD4", "PDIA3", "IL2RA", "CCL2", "SPCS3", "WWTR1", "ITGAV", "SPCS2" ]
[ 9, 7, 3, 6, 71, 136, 134, 383, 502, 353, 603, 357, 100, 469, 454, 294, 242, 263, 102, 526, 80, 225, 456, 261, 135, 305, 306, 90, 427, 206, 169, 602, 442, 109, 111, 515, 264, 513, 23, 425, 52, 258, 490, 594, 254, 147, 151, 468, 46, 182, 221, 193, 431, 523, 97, 426, 290, 72, 532, 618, 304, 531 ]
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Macrophages
VUILD91MF
[ 1, 0.9099999999999999, 0.82, 0.73, 0.64, 0.5499999999999999, 0.5499999999999999, 0.45999999999999996, 0.37, 0.37, 0.37, 0.37, 0.28, 0.28, 0.28, 0.28, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.19, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1 ]
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train
aaaafcfj-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" ]
aaaafcfj-1
[ "JCHAIN", "XBP1", "COL1A2", "VIM", "SFRP2", "LUM", "COL3A1", "COL1A1", "HSPA5", "PIM2", "HERPUD1", "FKBP11", "LYZ", "SEC11C", "CD44", "HIST1H1C", "HLA-DRA", "HLA-DQA1", "PTGDS", "LMAN1", "CCL18", "SPCS2", "SPARCL1", "FN1", "POSTN", "PECAM1", "ERLEC1", "SELENOS", "HMGA1", "ATF4", "HIF1A", "ITM2C", "HYOU1", "PRDX4", "MAL", "PDIA4", "PLIN2", "PDGFRB", "EPAS1", "CD68", "MYDGF", "CD79A", "CRELD2", "GZMB", "RHOA", "GPR183", "NUCB2", "COL15A1", "DCN", "CST3", "SOD2", "SNAI2", "CD52", "SPCS3", "IL4R", "ITGB1", "TRAC", "BCL2L1", "CCL5", "BCL2", "ATP2A3", "MEG3", "IDH1", "ACTA2", "CD27", "KLRB1", "TNFRSF17" ]
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Plasma
VUILD91MF
[ 1, 0.9249999999999999, 0.85, 0.7749999999999999, 0.7, 0.7, 0.625, 0.5499999999999999, 0.5499999999999999, 0.475, 0.475, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.32499999999999996, 0.32499999999999996, 0.32499999999999996, 0.25, 0.25, 0.25, 0.25, 0.25, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.175, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 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
aaaafbgl-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" ]
aaaafbgl-1
[ "COL1A1", "VIM", "COL1A2", "LUM", "COL3A1", "FN1", "PTGDS", "SOD2", "POSTN", "CCL18", "SFRP2", "FGF7", "HLA-DRA", "ITGB1", "MEG3", "ITGAV", "HLA-DQA1", "PDIA3", "RHOA", "PLIN2", "SSR3", "CHAC1", "NHSL2", "TGFB1", "LYZ", "HERPUD1", "MS4A7", "COL15A1", "CCL2", "HSPA5", "CD3E", "MYDGF", "PDIA4", "ACTA2", "PKM", "WNT2", "PPARG", "MRC1", "UGDH", "ATF4", "PCNA", "FAP", "RNASE1", "CD68", "SNAI2", "DCN", "CTHRC1" ]
[ 9, 7, 3, 6, 134, 603, 135, 353, 136, 225, 454, 526, 446, 71, 502, 221, 263, 306, 366, 304, 261, 426, 468, 442, 541, 122, 401, 556, 357, 254, 383, 133, 72, 272, 95, 390, 427, 14, 438, 612, 448, 379, 597, 46, 420, 205, 469, 102, 523, 169, 149 ]
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Activated FBs
VUILD91MF
[ 1, 0.9181818181818181, 0.8363636363636363, 0.8363636363636363, 0.7545454545454545, 0.6727272727272727, 0.5909090909090909, 0.509090909090909, 0.509090909090909, 0.42727272727272725, 0.34545454545454546, 0.34545454545454546, 0.26363636363636367, 0.26363636363636367, 0.26363636363636367, 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, 34.24657440185547, 0, 0, 0, 171.23287963867188, 0, 0, 0, 0, 0, 0, 0, 0, 34.24657440185547, 0, 136.98629760742188, 0, 0, 34.24657440185547, 0, 34.24657440185547, 0, 34.24657440185547, 0, 0, 0, 0, 102.7397232055664, 0, 0, 0, 753.4246215820312, 34.24657440185547, 0, 0, 0, 68.49314880371094, 0, 0, 0, 68.49314880371094, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.24657440185547, 239.72601318359375, 0, 171.23287963867188, 0, 0, 0, 0, 0, 0, 0, 34.24657440185547, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.24657440185547, 342.46575927734375, 308.21917724609375, 308.21917724609375, 0, 0, 0, 34.24657440185547, 0, 0, 0, 0, 34.24657440185547, 0, 0, 0, 0, 0, 34.24657440185547, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.24657440185547, 0, 0, 0, 34.24657440185547, 0, 0, 0, 0, 0, 0, 0, 0, 0, 239.72601318359375, 0, 68.49314880371094, 0, 0, 0, 0, 0, 0, 0, 410.9588928222656, 0, 0, 0, 0, 0, 0, 0, 0, 0, 68.49314880371094, 34.24657440185547, 0, 0, 0, 0, 0, 0, 34.24657440185547, 0, 0, 205.4794464111328, 0, 102.7397232055664, 0, 753.4246215820312, 0, 0, 68.49314880371094, 34.24657440185547, 34.24657440185547, 68.49314880371094, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34.24657440185547, 0, 34.24657440185547, 0, 0, 0, 0, 0, 0, 68.49314880371094, 445.2054748535156, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 68.49314880371094, 0, 0, 0, 0, 0, 0, 0, 0, 136.98629760742188, 0, 239.72601318359375, 0, 0, 34.24657440185547, 0, 34.24657440185547, 0, 0, 0, 0, 0, 0, 68.49314880371094, 0, 136.98629760742188, 0, 0, 0, 0, 0, 0, 34.24657440185547, 0, 0, 0, 0, 0, 34.24657440185547, 0, 0, 0, 0, 0, 0, 0, 102.7397232055664, 0, 0, 102.7397232055664, 0, 0, 0, 68.49314880371094, 68.49314880371094, 0, 0, 68.49314880371094, 0, 0, 136.98629760742188, 68.49314880371094, 0, 0, 0, 34.24657440185547, 136.98629760742188, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 102.7397232055664, 0, 0, 0, 0, 102.7397232055664, 0, 0, 0, 0, 34.24657440185547, 0, 0, 0, 34.24657440185547, 0, 0, 0, 34.24657440185547, 0, 0, 0, 273.97259521484375, 0, 34.24657440185547, 0, 0, 0, 0, 0, 102.7397232055664, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 136.98629760742188, 0, 34.24657440185547, 0, 0, 0, 0, 0, 1643.8355712890625, 0, 0, 0, 0, 0, 0, 0, 0, 34.24657440185547, 0, 0 ] ]
train
aaaafbhj-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" ]
aaaafbhj-1
[ "VIM", "HLA-DRA", "CCL18", "ITGB1", "FN1", "COL1A1", "COL1A2", "COL3A1", "SPP1", "FCER1G", "LYZ", "CD44", "HIF1A", "CD68", "AIF1", "PTGDS", "ATG7", "RNASE1", "MS4A7", "LUM", "TREM2", "PDIA3", "PECAM1", "HLA-DQA1", "TGFB1", "SLC1A3", "C1QC", "SFRP2", "CD14", "PTPRC", "FCGR3A", "IDH1", "PKM", "MRC1", "ITGAX", "HSPA5", "CCN2", "LGALS1", "POSTN", "GPR183", "PLIN2", "HERPUD1", "EPAS1", "NFKB1", "RHOA", "GSR", "SOD2", "EHMT1", "CDK1", "NUTF2", "SMAD4", "DCN", "CTNNB1", "COL15A1", "CRELD2", "SPARCL1", "HYOU1", "ACKR1", "XBP1", "ATF4", "AXL", "BAX", "CD4", "BCL2L1", "IRF1", "CCL2", "IL4R", "MARCO", "UBE2J1", "ICAM1", "SSR3", "MEG3" ]
[ 9, 7, 3, 6, 603, 263, 71, 306, 225, 134, 135, 136, 536, 211, 357, 100, 258, 102, 23, 454, 48, 469, 383, 353, 586, 426, 431, 261, 556, 513, 66, 502, 80, 456, 214, 276, 438, 379, 305, 272, 76, 336, 446, 242, 442, 254, 193, 400, 468, 247, 526, 184, 114, 409, 519, 169, 151, 133, 144, 530, 273, 13, 619, 46, 52, 55, 97, 58, 296, 72, 293, 362, 594, 275, 541, 366 ]
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SPP1+ Macrophages
VUILD91MF
[ 1, 0.9307692307692308, 0.9307692307692308, 0.8615384615384616, 0.7923076923076923, 0.7230769230769231, 0.6538461538461539, 0.6538461538461539, 0.5846153846153846, 0.5153846153846154, 0.5153846153846154, 0.5153846153846154, 0.4461538461538461, 0.3769230769230769, 0.3769230769230769, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.3076923076923077, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.23846153846153847, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 0.16923076923076924, 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 ]