| { | |
| "significant_genes": { | |
| "Variable": [ | |
| "ATG5", | |
| "BATF3", | |
| "BCL2L11", | |
| "BCAP31", | |
| "BTK", | |
| "C4BPA", | |
| "C1R", | |
| "DEFB4A", | |
| "IRAK2", | |
| "CD40LG", | |
| "APP", | |
| "C1QB", | |
| "CCL8", | |
| "CXCR3", | |
| "B3GAT1", | |
| "ADGRE2", | |
| "LILRB5", | |
| "HLA-DQA1", | |
| "CCL15", | |
| "MAPK14", | |
| "EBI3", | |
| "FADD", | |
| "BCL2", | |
| "TP53", | |
| "CD59", | |
| "TLR3", | |
| "CIITA", | |
| "C3", | |
| "LTB4R", | |
| "HRAS", | |
| "HFE", | |
| "EGR2", | |
| "CCL20", | |
| "DEFB103A", | |
| "PTGS2", | |
| "CD9", | |
| "FYN", | |
| "PSMB5", | |
| "CR2", | |
| "CD86", | |
| "IL1R1", | |
| "DEFB103B", | |
| "FKBP5", | |
| "BST2", | |
| "CXCR2", | |
| "BATF", | |
| "CTNNB1", | |
| "CRADD", | |
| "S1PR1", | |
| "PTAFR", | |
| "IKZF1", | |
| "CCR8", | |
| "IL4R", | |
| "CARD9", | |
| "NFATC2", | |
| "CCND3", | |
| "CD14", | |
| "IL7", | |
| "CD53", | |
| "MAPKAPK2", | |
| "SLC2A1", | |
| "MALT1", | |
| "MBP", | |
| "NT5E", | |
| "CCL5", | |
| "ATG16L1", | |
| "CCL3", | |
| "IL6", | |
| "KLRC3", | |
| "FCAR", | |
| "FOXP3", | |
| "ATG12", | |
| "ABL1", | |
| "FAS", | |
| "CD79B", | |
| "IRF7", | |
| "CCL13", | |
| "POLR1G", | |
| "CD19", | |
| "IL17A", | |
| "IGF2R", | |
| "CD46", | |
| "LTB4R2", | |
| "BCL3", | |
| "FN1", | |
| "CD80", | |
| "ATG10", | |
| "IRGM", | |
| "TNFSF11", | |
| "LCP2", | |
| "CFI", | |
| "CXCL11", | |
| "SELE", | |
| "LIF", | |
| "CFD", | |
| "AIRE", | |
| "CCL2", | |
| "NOTCH2", | |
| "PSMC2", | |
| "MAP4K4", | |
| "SPP1", | |
| "FCER1A", | |
| "ITGA5", | |
| "CCL19", | |
| "IL13RA1", | |
| "MUC1", | |
| "KLRA1P", | |
| "CFH", | |
| "SELPLG", | |
| "PDCD1", | |
| "CCL22", | |
| "CCRL2", | |
| "MX1", | |
| "RAG2", | |
| "HLA-DRB3", | |
| "ZBTB16", | |
| "CD160", | |
| "CD36", | |
| "EDNRB", | |
| "DEFB1", | |
| "NOD2", | |
| "AICDA", | |
| "IL1RN", | |
| "FCGR2B", | |
| "IL32", | |
| "ATG7", | |
| "IL10", | |
| "ACKR4", | |
| "IL26", | |
| "NLRP3", | |
| "POU2F2", | |
| "BCL10", | |
| "EGR1", | |
| "GZMK", | |
| "IL1RAP", | |
| "CFB", | |
| "IFI16", | |
| "MAPK11", | |
| "IL22", | |
| "CLU", | |
| "BLNK", | |
| "ITGA2B", | |
| "IL4", | |
| "CCL4", | |
| "IL21R", | |
| "TNFSF15", | |
| "SLAMF1", | |
| "IL16", | |
| "TLR4", | |
| "TOLLIP", | |
| "RAG1", | |
| "IRAK4", | |
| "ITLN2", | |
| "CCL16", | |
| "CXCL8", | |
| "CD1D", | |
| "CD4", | |
| "CASP8", | |
| "STAT4", | |
| "PDCD2", | |
| "MSR1", | |
| "TNFSF13B", | |
| "CD1A", | |
| "CUL9", | |
| "SLAMF6", | |
| "IL3", | |
| "IFI35", | |
| "TCF7", | |
| "BTLA", | |
| "TNFSF8", | |
| "B2M", | |
| "GP1BB", | |
| "IL1B", | |
| "CD7", | |
| "BAX", | |
| "CLEC6A", | |
| "IL15", | |
| "HLA-C", | |
| "IL21", | |
| "CXCL1", | |
| "TIRAP", | |
| "C1QA", | |
| "NCAM1", | |
| "IL7R", | |
| "KLRG1", | |
| "TGFBI", | |
| "IL6R", | |
| "IRF4", | |
| "CD274", | |
| "MME", | |
| "KCNJ2", | |
| "CD163", | |
| "CLEC4E", | |
| "IRF3", | |
| "IRAK1", | |
| "HLA-DMB", | |
| "ENTPD1", | |
| "PDCD1LG2", | |
| "TNFRSF17", | |
| "CX3CR1", | |
| "CCR10", | |
| "PLAU", | |
| "CD70", | |
| "PSMB7", | |
| "CD48", | |
| "TAPBP", | |
| "IL10RA", | |
| "CCR1", | |
| "PRKCD", | |
| "CSF2", | |
| "TLR1", | |
| "IRF5", | |
| "CCL23", | |
| "CCR6", | |
| "CCR2", | |
| "CD8B", | |
| "PTPN2", | |
| "TCF4", | |
| "PAX5", | |
| "CD58", | |
| "ITGA4", | |
| "CLEC5A", | |
| "TRAF1", | |
| "TAGAP", | |
| "TNFRSF9", | |
| "TLR9", | |
| "IFNB1", | |
| "CXCR6", | |
| "IL2RA", | |
| "KLRG2", | |
| "UBE2L3", | |
| "PDGFB", | |
| "ITGB1", | |
| "BST1", | |
| "LCK", | |
| "MS4A1", | |
| "HAVCR2", | |
| "IKBKE", | |
| "HLA-DPA1", | |
| "STAT3", | |
| "TNFRSF10C", | |
| "IFNL1", | |
| "CTSC", | |
| "CD164", | |
| "IFNA2", | |
| "CD8A", | |
| "ICAM1", | |
| "IL27", | |
| "IL12B", | |
| "TRAF4", | |
| "ITGB2", | |
| "CSF1", | |
| "PLA2G2E", | |
| "CDKN1A", | |
| "ICAM3", | |
| "MYD88", | |
| "PML", | |
| "IL6ST", | |
| "CD96", | |
| "IL2RG", | |
| "STAT1", | |
| "CSF2RB", | |
| "TNFSF12", | |
| "TLR2", | |
| "STAT5A", | |
| "C5", | |
| "CEACAM6", | |
| "MIF", | |
| "IL20", | |
| "C1QBP", | |
| "C7", | |
| "ARHGDIB", | |
| "NFATC1", | |
| "BID", | |
| "ELP1", | |
| "C6", | |
| "KIT", | |
| "IFNAR1", | |
| "IL17F", | |
| "ADA", | |
| "ARG2", | |
| "IL23R", | |
| "CD28", | |
| "CXCL13", | |
| "CD276", | |
| "CXCL12", | |
| "RELB", | |
| "ITGAL", | |
| "KLRC1", | |
| "IL11RA", | |
| "XCL1", | |
| "CD40", | |
| "IFIH1", | |
| "IL1RL2", | |
| "SMAD5", | |
| "PTGER4", | |
| "HAMP", | |
| "TGFBR1", | |
| "ITGAM", | |
| "CCL7", | |
| "PRDM1", | |
| "CCL26", | |
| "VCAM1", | |
| "ABCB1", | |
| "CD55", | |
| "CD3D", | |
| "CD81", | |
| "CD74", | |
| "CASP10", | |
| "LILRB2", | |
| "NOTCH1", | |
| "CX3CL1", | |
| "MRC1", | |
| "MR1", | |
| "TLR5", | |
| "SYK", | |
| "GBP5", | |
| "IL2RB", | |
| "TLR8", | |
| "CEBPB", | |
| "S100A8", | |
| "LAG3", | |
| "LITAF", | |
| "LTA", | |
| "HLA-A", | |
| "JAK3", | |
| "TNFRSF1B", | |
| "CXCL2", | |
| "KLRB1", | |
| "CD2", | |
| "TNFRSF11A", | |
| "PRF1", | |
| "CD99", | |
| "NFKBIZ", | |
| "CR1", | |
| "C1S", | |
| "HLA-DPB1", | |
| "FCGR2A", | |
| "LAIR1", | |
| "PLAUR", | |
| "KIR3DL1", | |
| "CCL11", | |
| "FCGRT", | |
| "TFRC", | |
| "IKBKB", | |
| "XCR1", | |
| "IRAK3", | |
| "LILRA6", | |
| "ARG1", | |
| "BCL6", | |
| "CD34", | |
| "IFNL2", | |
| "CCL24", | |
| "THY1", | |
| "CCR5", | |
| "CEACAM8", | |
| "PSMD7", | |
| "LILRA1", | |
| "NOD1", | |
| "CD247", | |
| "ICOS", | |
| "CASP2", | |
| "SERPING1", | |
| "CD79A", | |
| "TBK1", | |
| "SOCS3", | |
| "NFKB2", | |
| "STAT6", | |
| "LY96", | |
| "TGFBR2", | |
| "CDH5", | |
| "ILF3", | |
| "NCF4", | |
| "IFIT2", | |
| "PSMB9", | |
| "CD83", | |
| "KLRF1", | |
| "IL5", | |
| "HLA-DOB", | |
| "KIR3DL3", | |
| "MAPK1", | |
| "HLA-DMA", | |
| "TNFSF4", | |
| "MAF", | |
| "PDGFRB", | |
| "TRAF6", | |
| "CSF3R", | |
| "TYK2", | |
| "RTRAF", | |
| "CD27", | |
| "GPI", | |
| "HLA-B", | |
| "TIGIT", | |
| "NCR1", | |
| "IL1A", | |
| "ICOSLG", | |
| "MASP2", | |
| "LILRB1", | |
| "HLA-DRB1", | |
| "CD44", | |
| "CCL18", | |
| "ICAM4", | |
| "CMKLR1", | |
| "IL12A", | |
| "TNFRSF13B", | |
| "GATA3", | |
| "ICAM5", | |
| "GBP1", | |
| "PTPN22", | |
| "IL18RAP", | |
| "CFP", | |
| "CD5", | |
| "TNFSF10", | |
| "IL1R2", | |
| "IRF8", | |
| "ITGA6", | |
| "IFNGR1", | |
| "CD24", | |
| "IL13", | |
| "C8B", | |
| "TNFRSF14", | |
| "ITGAE", | |
| "CXCL9", | |
| "STAT5B", | |
| "TNFRSF8", | |
| "IKZF3", | |
| "LTBR", | |
| "LTF", | |
| "CLEC7A", | |
| "IL9", | |
| "C8G", | |
| "CYBB", | |
| "ITGAX", | |
| "LILRA3", | |
| "IDO1", | |
| "LAMP3", | |
| "PTK2", | |
| "NOS2", | |
| "ITLN1", | |
| "DPP4", | |
| "PLAAT4", | |
| "TNF", | |
| "ICAM2", | |
| "RORC", | |
| "GZMB", | |
| "CD82", | |
| "SELL", | |
| "CLEC4A", | |
| "CD6", | |
| "HLA-DQB1", | |
| "TRAF2", | |
| "LILRA2", | |
| "C9", | |
| "RAF1", | |
| "CXCL10", | |
| "KLRD1", | |
| "LEF1", | |
| "RUNX1", | |
| "TRAF3", | |
| "CXCR4", | |
| "SLAMF7", | |
| "SOCS1", | |
| "LILRB3", | |
| "IRF1", | |
| "KLRC4", | |
| "JAK1", | |
| "CHUK", | |
| "IL18", | |
| "VTN", | |
| "TAL1", | |
| "LGALS3", | |
| "CSF1R", | |
| "CTSG", | |
| "XBP1", | |
| "TAP2", | |
| "IKZF2", | |
| "KLRF2", | |
| "HLA-DRA", | |
| "SH2D1A", | |
| "IL17B", | |
| "PPARG", | |
| "PTPN6", | |
| "CAMP", | |
| "IL19", | |
| "TAP1", | |
| "IL18R1", | |
| "ATM", | |
| "GNLY", | |
| "CASP3", | |
| "GZMA", | |
| "PIGR", | |
| "PPBP", | |
| "NFKBIA", | |
| "LILRA4", | |
| "MCL1", | |
| "TICAM1", | |
| "PSMB10", | |
| "JAK2", | |
| "KLRK1", | |
| "MBL2", | |
| "AHR", | |
| "NFATC3", | |
| "GFI1", | |
| "KLRC2", | |
| "MAP4K2", | |
| "FCER1G", | |
| "NFIL3", | |
| "TNFAIP6", | |
| "LILRA5", | |
| "GPR183", | |
| "IL22RA2", | |
| "CCR7", | |
| "ZEB1", | |
| "TRAF5", | |
| "IL23A", | |
| "DUSP4", | |
| "CD244", | |
| "IKBKG", | |
| "C2", | |
| "MAP4K1", | |
| "IFITM1", | |
| "STAT2", | |
| "S100A9", | |
| "SRC", | |
| "PSMB8", | |
| "CD3E", | |
| "IFNG", | |
| "CXCR1", | |
| "CTSS", | |
| "ETS1", | |
| "KIR3DL2", | |
| "TNFAIP3", | |
| "LILRB4", | |
| "MARCO", | |
| "MASP1", | |
| "TLR7", | |
| "C8A", | |
| "ZAP70", | |
| "CEACAM1", | |
| "STING1", | |
| "CISH", | |
| "PLA2G2A", | |
| "IL12RB1", | |
| "SKI", | |
| "NFKB1", | |
| "CD209", | |
| "EOMES", | |
| "PECAM1", | |
| "IFNAR2", | |
| "TGFB1", | |
| "SIGIRR", | |
| "SMAD3", | |
| "IL2", | |
| "PYCARD", | |
| "RELA", | |
| "TNFRSF13C", | |
| "IL1RL1", | |
| "TNFRSF4", | |
| "CASP1" | |
| ], | |
| "Coefficient": [ | |
| 0.1217208095584659, | |
| -0.08729757049253396, | |
| 0.08018261420045987, | |
| 0.07955721358933669, | |
| -0.07693790602523792, | |
| -0.07277532717480907, | |
| 0.07215477008513582, | |
| -0.06926420600258924, | |
| -0.06923783062665645, | |
| 0.06868808921438976, | |
| 0.06801177430132682, | |
| 0.06625137225487182, | |
| -0.06512528814738529, | |
| 0.06391651538626793, | |
| 0.0638555466584569, | |
| -0.06322766836015462, | |
| -0.0626443693356834, | |
| 0.061960755669361545, | |
| 0.06189110144045331, | |
| -0.0616543209989285, | |
| 0.06119047399882435, | |
| -0.05872334824158377, | |
| 0.058640611013699676, | |
| -0.057975270455217706, | |
| -0.055459082839986976, | |
| 0.05530438608777182, | |
| 0.05393617426183428, | |
| 0.053915063201075066, | |
| 0.053533994389867834, | |
| 0.05331637274150385, | |
| -0.05305935708980993, | |
| -0.0525699258100021, | |
| -0.05201631248656165, | |
| 0.05153639146684544, | |
| 0.050861292991885014, | |
| -0.05044683705027886, | |
| 0.050389495300721926, | |
| 0.050003662874561615, | |
| 0.0499192730515808, | |
| -0.04945743166322103, | |
| 0.04943613921226821, | |
| 0.048323277162806114, | |
| -0.04752492754104108, | |
| 0.04746841657218986, | |
| 0.04746453943364488, | |
| 0.04738006085656431, | |
| -0.047331060035712635, | |
| -0.046735997051380616, | |
| -0.046166583856505676, | |
| 0.04595503497352006, | |
| -0.045108452276407786, | |
| 0.04509177120598333, | |
| 0.04475733992059876, | |
| -0.04430676692767666, | |
| -0.04425061638121146, | |
| 0.043860132650780106, | |
| 0.04364742088477962, | |
| -0.043275190480863375, | |
| 0.04316038389143184, | |
| 0.04308175882022861, | |
| 0.04305534377844253, | |
| -0.04229488424734663, | |
| -0.042187529006924136, | |
| 0.04185203971203995, | |
| 0.04181342616977386, | |
| -0.04167248912920106, | |
| -0.04163160751281466, | |
| 0.04159852010543871, | |
| 0.04126541200217658, | |
| -0.04071499618228703, | |
| -0.04019179177966141, | |
| 0.04006008891172135, | |
| -0.039963547493513295, | |
| 0.03960901879531568, | |
| -0.03933875785666663, | |
| 0.03914226713830771, | |
| -0.03872699865213287, | |
| 0.038612621756492924, | |
| 0.03853113389690566, | |
| -0.03850703383372398, | |
| -0.038328743706311626, | |
| -0.03800501042724266, | |
| 0.03797763504051663, | |
| -0.03700253062175539, | |
| 0.036206240521758096, | |
| -0.036027694437541044, | |
| 0.03589492137079164, | |
| 0.03578072887530838, | |
| -0.03531312497858144, | |
| -0.03518465137180694, | |
| 0.03465507915965, | |
| -0.0346517099252106, | |
| -0.034557483232593555, | |
| 0.034290688394570314, | |
| 0.03413788419765408, | |
| -0.033823959460256715, | |
| 0.03382320202571057, | |
| 0.033564863382734476, | |
| -0.03343523227329256, | |
| 0.03338202325552999, | |
| 0.03333698293517807, | |
| -0.033236752611619444, | |
| 0.033142781959532505, | |
| 0.03304469820155834, | |
| 0.03279149480596944, | |
| -0.032678888589177196, | |
| 0.03255231896293983, | |
| 0.03231444521805544, | |
| 0.03211687744078256, | |
| 0.031907581012432545, | |
| 0.03183359643216974, | |
| 0.031530161975746346, | |
| 0.031525130575062996, | |
| -0.03129241082844362, | |
| -0.03099779179685633, | |
| -0.030953398791640722, | |
| 0.030864044179633426, | |
| -0.030775981108783598, | |
| 0.030371733718124825, | |
| -0.03028018359764752, | |
| -0.030053572169468207, | |
| -0.030014602415285436, | |
| 0.02998185124319837, | |
| -0.029977205086393423, | |
| 0.029911917366750473, | |
| 0.0298334532726482, | |
| -0.029810980745186923, | |
| 0.02945793514388486, | |
| -0.029384499979445748, | |
| -0.029276365227183777, | |
| -0.028844751846673195, | |
| -0.028529792257921096, | |
| 0.02812841714728873, | |
| -0.02811250337680461, | |
| -0.028110228811372904, | |
| -0.027525989249373328, | |
| 0.027324689970401647, | |
| 0.027251097747320856, | |
| 0.02714303324873207, | |
| -0.027104170700030624, | |
| 0.026824515915101817, | |
| 0.026807830191506822, | |
| 0.026764392869250652, | |
| -0.02671834220299505, | |
| 0.026666263076081016, | |
| 0.026558683477882525, | |
| 0.026481873650711685, | |
| 0.02646268929118365, | |
| -0.026285209224663795, | |
| 0.0262408353032999, | |
| 0.02608279409634596, | |
| -0.026022477870981713, | |
| -0.026003338207050874, | |
| -0.02590400200478795, | |
| 0.025847486688703233, | |
| 0.02578361518296197, | |
| -0.02578147789294312, | |
| 0.025541165468622593, | |
| -0.025518320313710353, | |
| -0.025452007835537093, | |
| -0.025443036917098958, | |
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| 8.386073916615671e-05, | |
| -4.6733666298767714e-05 | |
| ], | |
| "Absolute Coefficient": [ | |
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| ] | |
| }, | |
| "cv_performance": { | |
| "prediction": { | |
| "accuracy": 62.60869565217392, | |
| "precision": 37.27272727272727, | |
| "recall": 52.0, | |
| "f1": 42.30065359477125 | |
| }, | |
| "selection": { | |
| "precision": 9.44741532976827, | |
| "recall": 100.0, | |
| "f1": 17.263843648208468, | |
| "jaccard": 9.44741532976827 | |
| } | |
| } | |
| } |