TerminatorJ/xenium_25_lung_dataset_frac10_val

Expression sequencelengths 1 1	Split stringclasses 1 value	Cell_id stringlengths 10 10	Gene sequencelengths 343 343	Cell_Ids stringlengths 10 10	Ranked_Gene_Names sequencelengths 19 144	Full_Tokens sequencelengths 23 148	Gene_Gene_Matrix sequencelengths 19 144	Annotations stringclasses 38 values	Sample_Names stringclasses 25 values	Normalized_Exp sequencelengths 19 144	pct_nucleus sequencelengths 343 343	Transcript_Number sequencelengths 343 343	compound_key stringlengths 18 21	Niche_Annotations stringclasses 12 values
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]	validation	aaabfbek-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaabfbek-1	[ "RTKN2", "RNASE1", "ICAM1", "AGER", "CCN2", "EPAS1", "EPCAM", "ITGA3", "IFIT3", "PDIA3", "PTGDS", "HSPA5", "VEGFA", "HLA-DRA", "SFTPC", "NKX2-1", "SSR3", "CTNNB1", "EGFR", "SFTPD", "CD44", "FN1", "IFIT1", "OAS2", "JCHAIN", "PKM", "NAPSA", "KDR", "KRT18", "VIM", "TOP1", "SOD2", "KRT8", "CD69", "MYC", "COL3A1", "RHOA", "LUM", "FCN3", "ITGB1", "NUTF2", "PCNA", "PGC", "ACTA2", "PECAM1", "PDIA6", "XBP1", "AKR1C2", "SPARCL1", "GNG11", "SPCS2", "BCL2L1", "CD274", "HMGA1", "IFIT2", "HLA-DQB1", "SPCS3", "STAT1" ]	[ 9, 7, 3, 6, 473, 469, 275, 21, 76, 193, 194, 301, 280, 426, 454, 272, 602, 263, 506, 404, 541, 151, 182, 507, 100, 225, 278, 410, 310, 438, 394, 312, 324, 603, 580, 526, 328, 103, 389, 136, 468, 353, 217, 306, 409, 420, 433, 14, 431, 428, 619, 27, 530, 238, 531, 58, 89, 264, 279, 262, 532, 542 ]	[ [ 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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"KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaabako-1	[ "SCGB3A2", "ICAM1", "MGST1", "CEACAM6", "SPARCL1", "DCN", "VEGFA", "VIM", "ITGB1", "RNASE1", "CD44", "KRT8", "FN1", "AGR3", "XBP1", "STAT6", "CEACAM5", "PTGDS", "PDIA3", "SOD2", "EPAS1", "EPCAM", "STAT1", "RHOA", "LUM", "PDIA4", "ATF4", "SFTA2", "CTNNB1", "COL1A2", "ITGA3", "NOX4", "NUTF2", "PRDX4", "UQCRHL", "FGF7", "HYOU1", "CD34", "DUOX1", "BCL2L1", "UGDH", "PKM", "FGF10", "TOP1", "HERPUD1", "NUCB2", "ITGAV", "ITGB6", "YAP1", "NKX2-1", "AKR1C1", "SELENOS", "SEC11C", "AKR1C2", "COL4A3", "CPA3", "PDGFRB", "HIST1H1C", "ERLEC1", "HIF1A", "TGFB1", "UBE2J1", "SSR3", "EHMT1", "OAS3", "IDH1", "SPCS3", "AGER", "UCHL3", "MYDGF", "LPAR1", "AXIN2", "LMAN1" ]	[ 8, 7, 3, 6, 489, 275, 369, 117, 530, 169, 602, 603, 306, 469, 100, 328, 225, 22, 619, 544, 116, 454, 426, 526, 193, 194, 542, 468, 353, 427, 46, 504, 151, 135, 301, 405, 409, 450, 600, 221, 273, 92, 180, 58, 597, 438, 219, 580, 254, 408, 304, 308, 620, 404, 26, 494, 490, 27, 137, 142, 425, 260, 197, 258, 556, 594, 541, 184, 411, 276, 532, 21, 596, 390, 348, 51, 346 ]	[ [ 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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"CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaafljm-1	[ "ICAM1", "SFTPD", "SFTPC", "KRT18", "CEACAM6", "ITGAV", "RNASE1", "DMBT1", "VIM", "ATF4", "PGC", "KRT8", "COL1A1", "XBP1", "ITGA3", "COL3A1", "EPCAM", "MGST1", "VEGFA", "FN1", "NAPSA", "CTNNB1", "ITGB1", "PDIA3", "PDIA4", "AGR3", "NKX2-1", "HERPUD1", "RTKN2", "CD44", "LUM", 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]	VUILD102MF_aaaafljm-1	T3
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65.78947448730469, 65.78947448730469, 65.78947448730469 ] ]	validation	aaaadcnd-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaadcnd-1	[ "VIM", "RHOA", "ICAM1", "RTKN2", "EPCAM", "PGC", "HIST1H1C", "KRT8", "HSPA5", "CD44", "CEACAM5", "CEACAM6", "SFTPC", "MSLN", "NKX2-1", "STAT1", "ATF3", "SFTPD", "AGER", "KRT18", "PDIA3", "BCL2L1", "NAPSA", "HLA-DRA", "LAMP3", "RNASE1", "VEGFA", "CTNNB1", "EPAS1", "SOD2", "PECAM1", "HLA-DQA1", "EGFR", "SPCS3", "DMBT1", "SMAD4", "GSR", "FAS", "GNG11", "NFKB1", "S100A9", "FN1", "MGST1", "COL4A3", "ZEB1", "IRF1", "ANKRD28", "YAP1", "BMPR2", "ITGB6", "IFIT3", "ITGA3", "ITGB1", "LUM", "LMAN1", "AGR3", "CCN2", "CD14", "KDR", "XBP1", "STAT6" ]	[ 9, 7, 3, 6, 603, 468, 275, 473, 194, 433, 260, 328, 272, 100, 116, 117, 506, 384, 404, 542, 45, 507, 21, 324, 426, 58, 394, 263, 332, 469, 602, 151, 193, 526, 431, 261, 182, 532, 177, 519, 247, 206, 238, 400, 481, 225, 369, 137, 621, 296, 31, 620, 61, 308, 280, 301, 306, 353, 346, 22, 76, 80, 312, 619, 544 ]	[ [ 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[ [ 0, 0, 104.71204376220703, 52.356021881103516, 0, 52.356021881103516, 0, 104.71204376220703, 0, 52.356021881103516, 0, 0, 0, 0, 209.42408752441406, 0, 0, 0, 52.356021881103516, 52.356021881103516, 0, 0, 0, 104.71204376220703, 0, 0, 0, 0, 0, 0, 52.356021881103516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.71204376220703, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.356021881103516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.71204376220703, 0, 0, 52.356021881103516, 0, 0, 0, 0, 0, 52.356021881103516, 0, 0, 0, 0, 0, 52.356021881103516, 52.356021881103516, 52.356021881103516, 0, 0, 0, 0, 0, 157.0680694580078, 157.0680694580078, 0, 52.356021881103516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.356021881103516, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104.71204376220703, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.356021881103516, 52.356021881103516, 209.42408752441406, 52.356021881103516, 523.5602416992188, 0, 0, 0, 0, 418.8481750488281, 0, 0, 0, 52.356021881103516, 0, 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52.356021881103516, 0, 0, 0, 0, 366.4921569824219, 104.71204376220703, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 52.356021881103516, 0, 0, 0, 52.356021881103516, 0, 0, 0, 0, 104.71204376220703, 104.71204376220703, 0, 52.356021881103516, 0, 0, 0, 0, 0, 157.0680694580078, 157.0680694580078, 52.356021881103516, 52.356021881103516 ] ]	validation	aaaaalkf-1	[ "ABCC2", "ACKR1", "ACTA2", "AGER", "AGR3", "AIF1", "AKR1B10", "AKR1C1", "AKR1C2", "ANKRD28", "APLN", "APLNR", "ASCL1", "ATF3", "ATF4", "ATF6", "ATG7", "ATP2A3", "AXIN2", "AXL", "BANK1", "BAX", "BCL2", "BCL2L1", "BCL2L11", "BMP4", "BMPR2", "BPIFA1", "C1QC", "C20orf85", "CA4", "CALCA", "CCL18", "CCL2", "CCL21", "CCL22", "CCL5", "CCN2", "CCNA1", "CCNB2", "CCR7", "CD14", "CD19", "CD1A", "CD1C", "CD2", "CD247", "CD27", "CD274", "CD28", "CD34", "CD3D", "CD3E", "CD3G", "CD4", "CD44", "CD52", "CD68", "CD69", "CD79A", "CD79B", "CD86", "CD8A", "CD8B", "CDH26", "CDK1", "CDKN2A", "CEACAM5", "CEACAM6", "CENPF", "CFTR", "CGA", "CHAC1", "CHGB", "CLDN5", "COL15A1", "COL1A1", "COL1A2", "COL3A1", "COL4A3", "CPA3", "CREB3L4", "CRELD2", "CSPG4", "CST3", "CTHRC1", "CTLA4", "CTNNB1", "CXCL13", "CXCL14", "CXCL9", "CXCR4", "CXCR5", "DCN", "DCTPP1", "DDIT3", "DEFB1", "DERL3", "DIRAS3", "DMBT1", "DNAJB9", "DUOX1", "EGFR", "EHMT1", "ELANE", "ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaaalkf-1	[ "SFTPC", "SFTPD", "HLA-DRA", "ICAM1", "STAT1", "SCGB3A2", "KRT18", "RHOA", "PGC", "ATF4", "HLA-DQA1", "PDIA3", "LUM", "MMP7", "MGST1", "PTGDS", "XBP1", "NAPSA", "SELENOS", "WWTR1", "SOD2", "EPAS1", "EPCAM", "KRT8", "CD44", "LAMP3", "NKX2-1", "GSR", "CST3", "BCL2L1", "ACTA2", "RNASE1", "VIM", "RTKN2", "VEGFA", "STAT6", "AKR1C1", "ERLEC1", "DCN", "DMBT1", "DNAJB9", "FN1", "DUOX1", "HIST1H1C", "IFIT3", "HIF1A", "HLA-DQB1", "YAP1", "IL7R", "ITGA3", "WFDC2", "UBE2J1", "TPSAB1", "SPCS3", "SPARCL1", "SFTA2", "PKM", "PDIA6", "PCNA", "NUTF2", "CTNNB1", "MSLN", "MS4A7", "LYZ", "KRT17", "ITGB6", "ITGB1", "IRF1", "MYC", "ZEB1", "CEACAM5", "CA4", "AIF1", "ANKRD28", "AXL", "AXIN2", "AGER" ]	[ 9, 7, 3, 6, 506, 507, 263, 275, 542, 489, 324, 468, 433, 46, 261, 426, 353, 374, 369, 454, 619, 394, 494, 618, 526, 193, 194, 328, 100, 332, 404, 247, 147, 58, 14, 469, 603, 473, 602, 544, 26, 197, 169, 177, 178, 225, 180, 260, 280, 258, 262, 620, 294, 301, 610, 594, 584, 532, 530, 504, 438, 428, 420, 409, 151, 384, 383, 357, 323, 308, 306, 296, 389, 621, 116, 68, 23, 31, 52, 51, 21 ]	[ [ 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 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"ELN", "EMG1", "EPAS1", "EPCAM", "EREG", "ERLEC1", "ERN2", "FABP4", "FAP", "FAS", "FASLG", "FCER1A", "FCER1G", "FCGBP", "FCGR3A", "FCN1", "FCN3", "FGF10", "FGF2", "FGF7", "FGFBP2", "FKBP11", "FN1", "FOXI1", "FOXJ1", "FOXP3", "GCLM", "GDF15", "GKN2", "GLP1R", "GNG11", "GNLY", "GPR183", "GSR", "GZMA", "GZMB", "GZMK", "HAS1", "HAS2", "HAVCR2", "HERPUD1", "HES1", "HEY1", "HIF1A", "HIST1H1C", "HLA-DQA1", "HLA-DQB1", "HLA-DRA", "HMGA1", "HMOX1", "HSPA5", "HYOU1", "ICAM1", "IDH1", "IFIT1", "IFIT2", "IFIT3", "IFNG", "IGLL1", "IL11", "IL1A", "IL1B", "IL2RA", "IL32", "IL37", "IL4R", "IL7R", "IRF1", "IRF7", "ISG20", "ITGA3", "ITGAE", "ITGAM", "ITGAV", "ITGAX", "ITGB1", "ITGB6", "ITM2C", "JCHAIN", "KDR", "KIT", "KLRB1", "KLRC1", "KLRG1", "KRT14", "KRT15", "KRT17", "KRT18", "KRT5", "KRT6A", "KRT8", "LAG3", "LAMP3", "LCK", "LEF1", "LGALS1", "LGR5", "LGR6", "LILRA4", "LMAN1", "LPAR1", "LPAR2", "LTB", "LTF", "LUM", "LY6D", "LYZ", "MAL", "MANF", "MARCO", "MCEMP1", "MEG3", "MFAP5", "MGST1", "MKI67", "MMP10", "MMP12", "MMP7", "MRC1", "MS4A1", "MS4A7", "MSLN", "MUC5AC", "MUC5B", "MYC", "MYDGF", "NAPSA", "NFKB1", "NHSL2", "NKG7", "NKX2-1", "NOX4", "NUCB2", "NUTF2", "OAS2", "OAS3", "PAEP", "PCNA", "PDCD1", "PDGFRA", "PDGFRB", "PDIA3", "PDIA4", "PDIA6", "PECAM1", "PGC", "PI16", "PIM2", "PKM", "PLIN2", "PLPP5", "PLVAP", "POSTN", "PPARG", "PRDX4", "PTGDS", "PTPRC", "RACGAP1", "RAMP2", "RETN", "RHOA", "RNASE1", "RSPO3", "RTKN2", "S100A12", "S100A2", "S100A7", "S100A8", "S100A9", "SAA2", "SCG2", "SCGB1A1", "SCGB3A2", "SEC11C", "SELENOS", "SFRP2", "SFRP4", "SFTA2", "SFTPC", "SFTPD", "SLC1A3", "SLC25A37", "SLC25A4", "SLC2A1", "SLC7A11", "SMAD4", "SNAI1", "SNAI2", "SNCA", "SOD2", "SOX2", "SOX4", "SOX9", "SPARCL1", "SPCS2", "SPCS3", "SPINK1", "SPP1", "SPRY2", "SSR3", "STAT1", "STAT6", "TBXA2R", "TCL1A", "TERT", "TGFB1", "TGFB2", "TGFB3", "TNF", "TNFRSF13C", "TNFRSF17", "TNFRSF9", "TOP1", "TOP2A", "TP63", "TP73", "TPSAB1", "TRAC", "TREM2", "TTC19", "UBE2J1", "UBE2S", "UCHL3", "UGDH", "UQCRHL", "VEGFA", "VIM", "VPREB3", "WFDC2", "WNT2", "WNT3A", "WNT5A", "WNT7B", "WT1", "WWTR1", "XBP1", "YAP1", "ZEB1" ]	aaaagkmb-1	[ "CEACAM6", "RTKN2", "VIM", "VEGFA", "YAP1", "IL7R", "DMBT1", "NKX2-1", "COL4A3", "ICAM1", "ATF4", "PDIA3", "DUOX1", "SFTPC", "SPARCL1", "CD44", "PGC", "ITGB6", "EPCAM", "XBP1", "AGER", "FCN3", "FKBP11", "FN1", "CTNNB1", "KRT18", "NAPSA", "SELENOS", "SFTPD", "LAMP3", "ITGB1", "SOX4", "PECAM1", "HIST1H1C", "HIF1A", "SMAD4", "HERPUD1", "ITGA3", "ISG20", "CEACAM5", "KRT8", "BCL2L1", "S100A12", "BCL2L11", "IRF1", "CST3", "GNG11", "SPCS2", "CD34", "NFKB1", "AXL", "LYZ", "IDH1", "WFDC2", "AXIN2", "TGFB2", "ACTA2", "STAT1", "HSPA5", "CCL2", "EPAS1", "EHMT1" ]	[ 8, 7, 3, 6, 117, 473, 603, 602, 620, 294, 177, 404, 137, 275, 46, 426, 180, 506, 530, 100, 433, 308, 194, 619, 21, 217, 224, 225, 151, 324, 394, 494, 507, 332, 306, 528, 431, 260, 258, 519, 254, 301, 300, 116, 328, 58, 477, 59, 296, 147, 238, 531, 92, 400, 52, 357, 276, 610, 51, 557, 14, 542, 272, 72, 193, 184 ]	[ 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[[0.0,0.0,240.96385192871094,120.48192596435547,0.0,0.0,0.0,0.0,0.0,120.48192596435547,0.0,0.0,0.0,0(...TRUNCATED)	validation	aaaadjco-1	["ABCC2","ACKR1","ACTA2","AGER","AGR3","AIF1","AKR1B10","AKR1C1","AKR1C2","ANKRD28","APLN","APLNR","(...TRUNCATED)	aaaadjco-1	["FN1","RTKN2","EPAS1","ITGB1","ICAM1","ITGA3","KRT8","CEACAM6","SFTA2","CD44","CCN2","KRT18","ATF4"(...TRUNCATED)	[8,7,3,6,225,473,193,306,275,301,328,117,504,100,76,324,46,603,454,194,532,618,14,182,433,92,369,363(...TRUNCATED)	[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.(...TRUNCATED)	AT1	VUHD069	[1.0,0.775,0.55,0.55,0.55,0.55,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.3(...TRUNCATED)	[-1.0,-1.0,0.0,0.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,-1.0,-1.0,-1.0,-1.0,0.0,-1.0,-1.0,-1.0,-1.0,-1.0,-1.(...TRUNCATED)	[0,0,2,1,0,0,0,0,0,1,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,1,0,0,0,0,0,0,0,0(...TRUNCATED)	VUHD069_aaaadjco-1	T4
[[0.0,0.0,0.0,427.3504333496094,0.0,0.0,0.0,0.0,85.47008514404297,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.470(...TRUNCATED)	validation	aaaagdbm-1	["ABCC2","ACKR1","ACTA2","AGER","AGR3","AIF1","AKR1B10","AKR1C1","AKR1C2","ANKRD28","APLN","APLNR","(...TRUNCATED)	aaaagdbm-1	["RHOA","CEACAM6","VIM","AGER","VEGFA","CD44","RTKN2","ICAM1","NKX2-1","NAPSA","ITGA3","FN1","PKM","(...TRUNCATED)	[8,7,3,6,468,117,603,21,602,100,473,275,404,394,301,225,438,194,272,273,206,324,151,135,116,426,294,(...TRUNCATED)	[[0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.(...TRUNCATED)	AT1	THD0008	[1.0,1.0,0.82,0.82,0.82,0.64,0.64,0.64,0.45999999999999996,0.45999999999999996,0.45999999999999996,0(...TRUNCATED)	[-1.0,-1.0,-1.0,0.6,-1.0,-1.0,-1.0,-1.0,1.0,-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,1.0,-1.0,-1.0,-1.0,-1(...TRUNCATED)	[0,0,0,5,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0(...TRUNCATED)	THD0008_aaaagdbm-1	T4
[[0.0,0.0,42.643924713134766,191.8976593017578,0.0,0.0,0.0,0.0,0.0,0.0,42.643924713134766,0.0,0.0,10(...TRUNCATED)	validation	aaaaanlk-1	["ABCC2","ACKR1","ACTA2","AGER","AGR3","AIF1","AKR1B10","AKR1C1","AKR1C2","ANKRD28","APLN","APLNR","(...TRUNCATED)	aaaaanlk-1	["COL1A1","ICAM1","COL1A2","VIM","COL3A1","FN1","KRT8","EPCAM","KRT18","CEACAM6","ITGB1","NAPSA","AG(...TRUNCATED)	[9,7,3,6,134,275,135,603,136,225,328,194,324,117,306,394,21,468,469,193,438,137,426,506,266,238,301,(...TRUNCATED)	[[0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.(...TRUNCATED)	AT1	VUILD102LF	[1.0,0.9500000000000001,0.9,0.85,0.8,0.75,0.7000000000000001,0.7000000000000001,0.65,0.6,0.55,0.5,0.(...TRUNCATED)	[-1.0,-1.0,0.0,0.33,-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,-1.0,-1.0,0.0,0.25,-1.0,-1.0,-1.0,-1.0,1.0,-1.(...TRUNCATED)	[0,0,2,9,0,0,0,0,0,0,2,0,0,5,4,0,0,0,0,1,0,0,0,1,0,0,3,0,0,0,0,0,4,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0(...TRUNCATED)	VUILD102LF_aaaaanlk-1	T3
[[0.0,0.0,124.4813232421875,124.4813232421875,165.97509765625,0.0,0.0,0.0,0.0,82.987548828125,0.0,41(...TRUNCATED)	validation	aaaabhnd-1	["ABCC2","ACKR1","ACTA2","AGER","AGR3","AIF1","AKR1B10","AKR1C1","AKR1C2","ANKRD28","APLN","APLNR","(...TRUNCATED)	aaaabhnd-1	["NAPSA","ICAM1","SFTPC","EPAS1","DMBT1","MSLN","PGC","RTKN2","CEACAM6","SFTPD","VEGFA","RNASE1","NU(...TRUNCATED)	[9,7,3,6,394,275,506,193,177,384,433,473,117,507,602,469,409,137,603,468,194,426,263,22,71,247,620,4(...TRUNCATED)	[[0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.(...TRUNCATED)	AT1	TILD117LF	[1.0,0.9099999999999999,0.82,0.73,0.64,0.5499999999999999,0.5499999999999999,0.45999999999999996,0.4(...TRUNCATED)	[-1.0,-1.0,0.67,0.67,0.25,-1.0,-1.0,-1.0,-1.0,0.0,-1.0,1.0,-1.0,-1.0,0.0,0.0,-1.0,-1.0,1.0,-1.0,0.0,(...TRUNCATED)	[0,0,3,3,4,0,0,0,0,2,0,1,0,0,2,1,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0(...TRUNCATED)	TILD117LF_aaaabhnd-1	T11

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validation

aaabfbek-1

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

aaabfbek-1

[ "RTKN2", "RNASE1", "ICAM1", "AGER", "CCN2", "EPAS1", "EPCAM", "ITGA3", "IFIT3", "PDIA3", "PTGDS", "HSPA5", "VEGFA", "HLA-DRA", "SFTPC", "NKX2-1", "SSR3", "CTNNB1", "EGFR", "SFTPD", "CD44", "FN1", "IFIT1", "OAS2", "JCHAIN", "PKM", "NAPSA", "KDR", "KRT18", "VIM", "TOP1", "SOD2", "KRT8", "CD69", "MYC", "COL3A1", "RHOA", "LUM", "FCN3", "ITGB1", "NUTF2", "PCNA", "PGC", "ACTA2", "PECAM1", "PDIA6", "XBP1", "AKR1C2", "SPARCL1", "GNG11", "SPCS2", "BCL2L1", "CD274", "HMGA1", "IFIT2", "HLA-DQB1", "SPCS3", "STAT1" ]

[ 9, 7, 3, 6, 473, 469, 275, 21, 76, 193, 194, 301, 280, 426, 454, 272, 602, 263, 506, 404, 541, 151, 182, 507, 100, 225, 278, 410, 310, 438, 394, 312, 324, 603, 580, 526, 328, 103, 389, 136, 468, 353, 217, 306, 409, 420, 433, 14, 431, 428, 619, 27, 530, 238, 531, 58, 89, 264, 279, 262, 532, 542 ]

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AT1

VUILD110

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VUILD110_aaabfbek-1

T4

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validation

aaaabako-1

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

aaaabako-1

[ "SCGB3A2", "ICAM1", "MGST1", "CEACAM6", "SPARCL1", "DCN", "VEGFA", "VIM", "ITGB1", "RNASE1", "CD44", "KRT8", "FN1", "AGR3", "XBP1", "STAT6", "CEACAM5", "PTGDS", "PDIA3", "SOD2", "EPAS1", "EPCAM", "STAT1", "RHOA", "LUM", "PDIA4", "ATF4", "SFTA2", "CTNNB1", "COL1A2", "ITGA3", "NOX4", "NUTF2", "PRDX4", "UQCRHL", "FGF7", "HYOU1", "CD34", "DUOX1", "BCL2L1", "UGDH", "PKM", "FGF10", "TOP1", "HERPUD1", "NUCB2", "ITGAV", "ITGB6", "YAP1", "NKX2-1", "AKR1C1", "SELENOS", "SEC11C", "AKR1C2", "COL4A3", "CPA3", "PDGFRB", "HIST1H1C", "ERLEC1", "HIF1A", "TGFB1", "UBE2J1", "SSR3", "EHMT1", "OAS3", "IDH1", "SPCS3", "AGER", "UCHL3", "MYDGF", "LPAR1", "AXIN2", "LMAN1" ]

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AT1

VUHD116A

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VUHD116A_aaaabako-1

T3

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validation

aaaafljm-1

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

aaaafljm-1

[ "ICAM1", "SFTPD", "SFTPC", "KRT18", "CEACAM6", "ITGAV", "RNASE1", "DMBT1", "VIM", "ATF4", "PGC", "KRT8", "COL1A1", "XBP1", "ITGA3", "COL3A1", "EPCAM", "MGST1", "VEGFA", "FN1", "NAPSA", "CTNNB1", "ITGB1", "PDIA3", "PDIA4", "AGR3", "NKX2-1", "HERPUD1", "RTKN2", "CD44", "LUM", "HYOU1", "LAMP3", "COL1A2", "PDIA6", "HSPA5", "EHMT1", "YAP1", "PRDX4", "AGER", "STAT6", "ITGB6", "HIF1A", "TTC19", "UBE2J1", "EPAS1", "DUOX1", "SOX4", "CST3", "CDK1", "CEACAM5", "HLA-DRA", "BCL2L1", "IRF1", "WNT5A", "IDH1", "FKBP11", "FGF7", "PKM", "FAS", "LMAN1", "NUCB2", "SSR3", "STAT1", "HAS2", "ACTA2", "AKR1C2", "PDGFRA", "AIF1", "SEC11C", "AKR1C1", "DNAJB9", "MYDGF", "WWTR1", "PLIN2", "EGFR", "RHOA", "FAP", "HLA-DQB1", "ERLEC1", "GSR", "SNAI2", "BANK1", "MANF", "CCN2", "AXIN2", "CD3D", "SPRY2", "SPCS3", "LYZ", "UQCRHL", "CCL18", "TPSAB1", "CCL2", "BMPR2", "KRT6A", "MS4A7", "SMAD4", "SLC7A11", "IFIT3" ]

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AT1

VUILD102MF

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VUILD102MF_aaaafljm-1

T3

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validation

aaaadcnd-1

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

aaaadcnd-1

[ "VIM", "RHOA", "ICAM1", "RTKN2", "EPCAM", "PGC", "HIST1H1C", "KRT8", "HSPA5", "CD44", "CEACAM5", "CEACAM6", "SFTPC", "MSLN", "NKX2-1", "STAT1", "ATF3", "SFTPD", "AGER", "KRT18", "PDIA3", "BCL2L1", "NAPSA", "HLA-DRA", "LAMP3", "RNASE1", "VEGFA", "CTNNB1", "EPAS1", "SOD2", "PECAM1", "HLA-DQA1", "EGFR", "SPCS3", "DMBT1", "SMAD4", "GSR", "FAS", "GNG11", "NFKB1", "S100A9", "FN1", "MGST1", "COL4A3", "ZEB1", "IRF1", "ANKRD28", "YAP1", "BMPR2", "ITGB6", "IFIT3", "ITGA3", "ITGB1", "LUM", "LMAN1", "AGR3", "CCN2", "CD14", "KDR", "XBP1", "STAT6" ]

[ 9, 7, 3, 6, 603, 468, 275, 473, 194, 433, 260, 328, 272, 100, 116, 117, 506, 384, 404, 542, 45, 507, 21, 324, 426, 58, 394, 263, 332, 469, 602, 151, 193, 526, 431, 261, 182, 532, 177, 519, 247, 206, 238, 400, 481, 225, 369, 137, 621, 296, 31, 620, 61, 308, 280, 301, 306, 353, 346, 22, 76, 80, 312, 619, 544 ]

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AT1

VUILD96LF

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VUILD96LF_aaaadcnd-1

T3

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validation

aaaaalkf-1

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

aaaaalkf-1

[ "SFTPC", "SFTPD", "HLA-DRA", "ICAM1", "STAT1", "SCGB3A2", "KRT18", "RHOA", "PGC", "ATF4", "HLA-DQA1", "PDIA3", "LUM", "MMP7", "MGST1", "PTGDS", "XBP1", "NAPSA", "SELENOS", "WWTR1", "SOD2", "EPAS1", "EPCAM", "KRT8", "CD44", "LAMP3", "NKX2-1", "GSR", "CST3", "BCL2L1", "ACTA2", "RNASE1", "VIM", "RTKN2", "VEGFA", "STAT6", "AKR1C1", "ERLEC1", "DCN", "DMBT1", "DNAJB9", "FN1", "DUOX1", "HIST1H1C", "IFIT3", "HIF1A", "HLA-DQB1", "YAP1", "IL7R", "ITGA3", "WFDC2", "UBE2J1", "TPSAB1", "SPCS3", "SPARCL1", "SFTA2", "PKM", "PDIA6", "PCNA", "NUTF2", "CTNNB1", "MSLN", "MS4A7", "LYZ", "KRT17", "ITGB6", "ITGB1", "IRF1", "MYC", "ZEB1", "CEACAM5", "CA4", "AIF1", "ANKRD28", "AXL", "AXIN2", "AGER" ]

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AT1

VUILD96LF

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

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VUILD96LF_aaaaalkf-1

T11

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validation

aaaagkmb-1

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

aaaagkmb-1

[ "CEACAM6", "RTKN2", "VIM", "VEGFA", "YAP1", "IL7R", "DMBT1", "NKX2-1", "COL4A3", "ICAM1", "ATF4", "PDIA3", "DUOX1", "SFTPC", "SPARCL1", "CD44", "PGC", "ITGB6", "EPCAM", "XBP1", "AGER", "FCN3", "FKBP11", "FN1", "CTNNB1", "KRT18", "NAPSA", "SELENOS", "SFTPD", "LAMP3", "ITGB1", "SOX4", "PECAM1", "HIST1H1C", "HIF1A", "SMAD4", "HERPUD1", "ITGA3", "ISG20", "CEACAM5", "KRT8", "BCL2L1", "S100A12", "BCL2L11", "IRF1", "CST3", "GNG11", "SPCS2", "CD34", "NFKB1", "AXL", "LYZ", "IDH1", "WFDC2", "AXIN2", "TGFB2", "ACTA2", "STAT1", "HSPA5", "CCL2", "EPAS1", "EHMT1" ]

[ 8, 7, 3, 6, 117, 473, 603, 602, 620, 294, 177, 404, 137, 275, 46, 426, 180, 506, 530, 100, 433, 308, 194, 619, 21, 217, 224, 225, 151, 324, 394, 494, 507, 332, 306, 528, 431, 260, 258, 519, 254, 301, 300, 116, 328, 58, 477, 59, 296, 147, 238, 531, 92, 400, 52, 357, 276, 610, 51, 557, 14, 542, 272, 72, 193, 184 ]

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

AT1

THD0008

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

[ -1, -1, 1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0.5, -1, -1, -1, 1, 1, -1, -1, -1, 1, 1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, -1, -1, -1, -1, 0, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, 0.46, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, 1, -1, -1, 0, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0.5, -1, 1, -1, 1, -1, -1, -1, 0, 0.5, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, -1, -1, -1, -1, 1, 1, -1, -1, -1, -1, -1, -1, -1, 0, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, 0, 0, -1, -1, -1, -1, -1, 1, -1, 0.75, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, 1, -1, 1, 1, -1, -1, -1, -1, 0.5, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0, -1, -1, 1, -1, 0.5, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, 1, -1, -1, 0.75, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0.33, -1, -1, 0, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 0.9, 0, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, -1, -1, -1, 0, 0.5, -1, -1, -1, -1, -1, 0, -1, -1, -1, -1, -1, 1, -1, 0, 1, -1, -1, -1, -1, -1, 1, -1, -1, -1, -1, -1, 0, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, 1, 0, -1, 0, -1, -1, -1, -1, -1, -1, 1, 0.4, -1 ]

[ 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 3, 0, 1, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 4, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 1, 0, 1, 1, 0, 0, 0, 0, 2, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 1, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 10, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 3, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 3, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 8, 0, 1, 0, 0, 0, 0, 0, 0, 2, 5, 0 ]

THD0008_aaaagkmb-1

T4

[[0.0,0.0,240.96385192871094,120.48192596435547,0.0,0.0,0.0,0.0,0.0,120.48192596435547,0.0,0.0,0.0,0(...TRUNCATED)

validation

aaaadjco-1

["ABCC2","ACKR1","ACTA2","AGER","AGR3","AIF1","AKR1B10","AKR1C1","AKR1C2","ANKRD28","APLN","APLNR","(...TRUNCATED)

aaaadjco-1

["FN1","RTKN2","EPAS1","ITGB1","ICAM1","ITGA3","KRT8","CEACAM6","SFTA2","CD44","CCN2","KRT18","ATF4"(...TRUNCATED)

[8,7,3,6,225,473,193,306,275,301,328,117,504,100,76,324,46,603,454,194,532,618,14,182,433,92,369,363(...TRUNCATED)

[[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.(...TRUNCATED)

AT1

VUHD069

[1.0,0.775,0.55,0.55,0.55,0.55,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.325,0.3(...TRUNCATED)

[-1.0,-1.0,0.0,0.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,-1.0,-1.0,-1.0,-1.0,0.0,-1.0,-1.0,-1.0,-1.0,-1.0,-1.(...TRUNCATED)

[0,0,2,1,0,0,0,0,0,1,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,1,0,0,0,0,0,0,0,0(...TRUNCATED)

VUHD069_aaaadjco-1

T4

[[0.0,0.0,0.0,427.3504333496094,0.0,0.0,0.0,0.0,85.47008514404297,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.470(...TRUNCATED)

validation

aaaagdbm-1

["ABCC2","ACKR1","ACTA2","AGER","AGR3","AIF1","AKR1B10","AKR1C1","AKR1C2","ANKRD28","APLN","APLNR","(...TRUNCATED)

aaaagdbm-1

["RHOA","CEACAM6","VIM","AGER","VEGFA","CD44","RTKN2","ICAM1","NKX2-1","NAPSA","ITGA3","FN1","PKM","(...TRUNCATED)

[8,7,3,6,468,117,603,21,602,100,473,275,404,394,301,225,438,194,272,273,206,324,151,135,116,426,294,(...TRUNCATED)

[[0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.(...TRUNCATED)

AT1

THD0008

[1.0,1.0,0.82,0.82,0.82,0.64,0.64,0.64,0.45999999999999996,0.45999999999999996,0.45999999999999996,0(...TRUNCATED)

[-1.0,-1.0,-1.0,0.6,-1.0,-1.0,-1.0,-1.0,1.0,-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,1.0,-1.0,-1.0,-1.0,-1(...TRUNCATED)

[0,0,0,5,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0(...TRUNCATED)

THD0008_aaaagdbm-1

T4

[[0.0,0.0,42.643924713134766,191.8976593017578,0.0,0.0,0.0,0.0,0.0,0.0,42.643924713134766,0.0,0.0,10(...TRUNCATED)

validation

aaaaanlk-1

["ABCC2","ACKR1","ACTA2","AGER","AGR3","AIF1","AKR1B10","AKR1C1","AKR1C2","ANKRD28","APLN","APLNR","(...TRUNCATED)

aaaaanlk-1

["COL1A1","ICAM1","COL1A2","VIM","COL3A1","FN1","KRT8","EPCAM","KRT18","CEACAM6","ITGB1","NAPSA","AG(...TRUNCATED)

[9,7,3,6,134,275,135,603,136,225,328,194,324,117,306,394,21,468,469,193,438,137,426,506,266,238,301,(...TRUNCATED)

[[0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.(...TRUNCATED)

AT1

VUILD102LF

[1.0,0.9500000000000001,0.9,0.85,0.8,0.75,0.7000000000000001,0.7000000000000001,0.65,0.6,0.55,0.5,0.(...TRUNCATED)

[-1.0,-1.0,0.0,0.33,-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,-1.0,-1.0,0.0,0.25,-1.0,-1.0,-1.0,-1.0,1.0,-1.(...TRUNCATED)

[0,0,2,9,0,0,0,0,0,0,2,0,0,5,4,0,0,0,0,1,0,0,0,1,0,0,3,0,0,0,0,0,4,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0(...TRUNCATED)

VUILD102LF_aaaaanlk-1

T3

[[0.0,0.0,124.4813232421875,124.4813232421875,165.97509765625,0.0,0.0,0.0,0.0,82.987548828125,0.0,41(...TRUNCATED)

validation

aaaabhnd-1

["ABCC2","ACKR1","ACTA2","AGER","AGR3","AIF1","AKR1B10","AKR1C1","AKR1C2","ANKRD28","APLN","APLNR","(...TRUNCATED)

aaaabhnd-1

["NAPSA","ICAM1","SFTPC","EPAS1","DMBT1","MSLN","PGC","RTKN2","CEACAM6","SFTPD","VEGFA","RNASE1","NU(...TRUNCATED)

[9,7,3,6,394,275,506,193,177,384,433,473,117,507,602,469,409,137,603,468,194,426,263,22,71,247,620,4(...TRUNCATED)

[[0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.(...TRUNCATED)

AT1

TILD117LF

[1.0,0.9099999999999999,0.82,0.73,0.64,0.5499999999999999,0.5499999999999999,0.45999999999999996,0.4(...TRUNCATED)

[-1.0,-1.0,0.67,0.67,0.25,-1.0,-1.0,-1.0,-1.0,0.0,-1.0,1.0,-1.0,-1.0,0.0,0.0,-1.0,-1.0,1.0,-1.0,0.0,(...TRUNCATED)

[0,0,3,3,4,0,0,0,0,2,0,1,0,0,2,1,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0(...TRUNCATED)

TILD117LF_aaaabhnd-1

T11