{ "significant_genes": { "Variable": [ "MAP2K1", "NRBF2", "FIS1", "NINJ1", "ECI2", "WBP1", "ITGB7", "SZRD1", "EPRS1", "GSDMB", "DDX39A", "TRAPPC11", "SDHAP2", "MEF2D", "NDUFA8", "YWHAG", "ARHGAP45", "COQ10A", "WHR1", "EIF4E3", "APBA3", "MAP3K11", "RSL1D1", "BSCL2", "AHSA2P", "VPS8", "CEACAM1", "XKR8", "PGLS", "RILPL2", "NCOA6", "LMO2", "CD8A", "TRIM56", "LEPROT", "SNN", "MME", "NOP58", "PXN", "PI3", "MOB3C", "NME2", "CHKB", "CCR1", "TXNDC5", "RPL22", "STAG3L3", "CAMP", "DENND10", "SNRPB2", "VWCE", "STAG2", "SIAH1", "EML4", "ZFP36L1", "KPNA1", "ICA1", "CFD", "PNPLA6", "CAVIN2", "RASSF1", "FRMD8", "DEGS1", "GSTM1", "FCRL3", "DHRS1", "ATP5F1C", "RPS26P11", "AKAP13", "TBC1D2B", "PRICKLE4", "DENND2D", "ZNF577", "GSTM2", "RNF20", "SCFD1", "NRROS", "RNASE2", "SULF2", "NIPA2", "LILRA3", "ANAPC13", "DENND6B", "ERH", "OSBP", "CPSF3", "TFG", "CHST7", "SS18", "CXCR4", "HAVCR2", "PHB2", "SHMT2", "PAM", "NUDT1", "ITPR3", "NELL2", "S100P", "ITPKB", "MYO9B", "DNAJA2", "RFXANK", "TMEM181", "LILRB2", "GMPR", "TRIM22", "SLC31A2", "GFOD1", "ZNF483", "H2BC21", "RPS4Y1", "COPS5", "CD3E", "HERC5", "ACAA1", "DEFA1", "SNRNP40", "TMA7", "CISD1", "LSM7", "FAM217B", "HLA-G", "PRAM1", "RPS26", "IRF8", "PPP3R1", "CRISPLD2", "PECAM1", "HBG2", "C1QBP", "CCDC6", "LPP", "IGBP1", "HLA-C", "IL18RAP", "GZMH", "CTSZ", "CYP27A1", "ERICH1", "PPFIA1", "FN3KRP", "BHLHE40", "VTI1B", "UNC45A", "FPR1", "RPL23AP7", "OAZ2", "PPP1CB", "LHPP", "MT1A", "INTS4", "SPI1", "PLIN2", "IFITM3", "NAAA", "CIAO2A", "RAD21", "COLGALT1", "ST13P4", "MBTD1", "IL1RN", "RPL9", "CLEC12A", "UPK3BL1", "PAG1", "PDZK1IP1", "THAP11", "WLS", "RHBDL2", "RNA5S9", "HARS2", "TSSC4", "KLRG1", "MAP7D1", "DUSP18", "POLR2C", "NSMAF", "VASP", "HDAC2", "GPR162", "LACTB", "E2F2", "PTMA", "PI4KAP2", "EPSTI1", "H2AC18", "CD79B", "RIPOR1", "GAS7", "POLR3GL", "LPAR5", "CLINT1", "UBE2J1", "DAP3", "TNFAIP6", "MIS12", "SRP68", "DERL1", "H2AJ", "S100A12", "CD36", "RNASE6", "SIGLEC10" ], "Coefficient": [ 10.883592840889545, -8.936733580726221, -7.694147183932551, 6.864725187066228, 6.729101741933616, 5.761193989624164, 5.2834225409420785, -5.199789973516376, 5.160074013096719, 5.093419187211592, -5.002091939052102, 4.953265253861017, -4.683233374106055, -4.541765144079039, -4.53768001783048, 4.166457441020177, -4.0789946091169975, -4.058622789667228, -4.046183451301992, 4.020499268536343, -3.971633601789772, 3.832674393166203, -3.8047310030868386, -3.793517420008394, -3.755573421564914, 3.7467403549633533, -3.7097581752857365, -3.5633623057636443, 3.5061292451504884, 3.443210291799406, 3.3858520542422657, 3.361845496698553, 3.331968643859415, 3.3093695392517644, 3.263698244406384, 3.2227117967601453, 3.186227517766624, -3.1283035013051523, 3.1124176986789336, -3.1115677664170405, 2.965194502150726, -2.9078738971357994, -2.896086988801087, 2.884583691345542, -2.8102225998641135, 2.7740951985262776, -2.74687031297726, 2.734489273114457, -2.6596106974406535, -2.6355806561313595, 2.6293910313457913, 2.4665906561086737, 2.4592660069761365, 2.362943398824955, -2.3543453633652733, -2.258702041270302, 2.2354624876314086, -2.21654423750187, -2.1518548276537652, 2.1398421830649594, -2.1208847997304656, 2.094853648305744, 2.0350631025114843, -2.020169705305852, -2.0085478869015545, 1.9811516966434788, -1.846398203296892, 1.8163082689308478, -1.8115928725183785, 1.6846494476394207, 1.6756205074103938, 1.65636495394063, -1.6465194374013223, -1.6354655477002675, -1.630942546107426, -1.579183651958341, -1.5195885590850984, 1.5039604092818575, 1.468154678825087, -1.4520962609523218, -1.4454698593885578, 1.4075631055785578, -1.4010877827951391, 1.339379384021666, 1.3332275004676537, 1.327103145551602, -1.2937895868448388, 1.2895840617422414, -1.286537762141845, 1.2579252697859418, -1.228761207893607, 1.228041526120124, -1.204271227865326, -1.1882200300999117, 1.1857824706129747, -1.1704947185990588, 1.1686504403165388, -1.145228905145469, 1.1224085163530968, -1.1168340985844347, -1.1076825827419032, 1.1001583931894965, -1.0932427234616742, -1.082602285197284, -1.0800809158111457, -1.0624338408502148, 1.055509194215335, -1.0537484872456968, -0.9923985443162133, 0.9834994087949479, -0.9719056368102715, 0.966496753683155, -0.9401454067441227, 0.9299568255110998, 0.8877173647347147, -0.854998197864441, 0.8420609586866363, 0.8393473069414255, 0.8393430763174701, 0.8364505465627289, 0.8267417303792678, -0.8229952451102512, 0.820732457916309, 0.8168268502775066, 0.8084899123378602, 0.8062888225008937, 0.7906347835740555, 0.7751240371841388, 0.7612589335212568, -0.7579499948047336, -0.7377196026279196, -0.7142507791273146, 0.6722666881322529, 0.671351483382304, -0.6663463075045001, 0.6611720505465367, 0.6602625731630549, 0.6598403859570123, 0.6427501819053919, 0.6302328747324416, -0.6146079645672372, -0.6127115148769742, -0.609425312047007, -0.6021545933222803, -0.5888372734248346, -0.5756099473638956, 0.5378922661634024, -0.537197109289507, 0.5331454583448267, -0.5298786083124339, 0.5036494557088761, -0.5025540580781568, 0.5008717584474145, -0.4972188360668141, 0.4781771631414021, 0.4768336501671155, 0.4559655174293663, -0.45273686027898963, -0.45262781357206383, -0.4352326628673732, -0.433826492267334, 0.39786958532116956, -0.3710097671349376, 0.357251170733735, -0.3561007311249853, -0.3183966789909341, -0.2926480891555342, 0.2892447380655367, 0.2862030958281014, 0.27803347144755314, 0.2759077899769805, 0.26567055908816517, 0.24329355925372642, 0.23698486316219805, 0.23374671569659924, -0.22153616611519528, -0.21554637447181432, -0.21347797735631288, -0.20787555128496718, 0.20572500622112758, 0.17745209959946592, 0.172360665677786, 0.16763604540031668, 0.16347035664340542, 0.16251274215306957, 0.15799656586556218, -0.1559768408883879, 0.13119645198264096, -0.12701023223627303, -0.12450361635701339, -0.12123169400895653, 0.09024832813751031, 0.08120519887747328, 0.0536249247999665, 0.053253535382634914, 0.03182665329618507, -0.02180222183632957, 0.01816522148836061, 0.011078572441039667, 0.008485564398364308, -0.0020498880570539117, 0.001033307964327087, -2.4797798916178472e-05 ], "Absolute Coefficient": [ 10.883592840889545, 8.936733580726221, 7.694147183932551, 6.864725187066228, 6.729101741933616, 5.761193989624164, 5.2834225409420785, 5.199789973516376, 5.160074013096719, 5.093419187211592, 5.002091939052102, 4.953265253861017, 4.683233374106055, 4.541765144079039, 4.53768001783048, 4.166457441020177, 4.0789946091169975, 4.058622789667228, 4.046183451301992, 4.020499268536343, 3.971633601789772, 3.832674393166203, 3.8047310030868386, 3.793517420008394, 3.755573421564914, 3.7467403549633533, 3.7097581752857365, 3.5633623057636443, 3.5061292451504884, 3.443210291799406, 3.3858520542422657, 3.361845496698553, 3.331968643859415, 3.3093695392517644, 3.263698244406384, 3.2227117967601453, 3.186227517766624, 3.1283035013051523, 3.1124176986789336, 3.1115677664170405, 2.965194502150726, 2.9078738971357994, 2.896086988801087, 2.884583691345542, 2.8102225998641135, 2.7740951985262776, 2.74687031297726, 2.734489273114457, 2.6596106974406535, 2.6355806561313595, 2.6293910313457913, 2.4665906561086737, 2.4592660069761365, 2.362943398824955, 2.3543453633652733, 2.258702041270302, 2.2354624876314086, 2.21654423750187, 2.1518548276537652, 2.1398421830649594, 2.1208847997304656, 2.094853648305744, 2.0350631025114843, 2.020169705305852, 2.0085478869015545, 1.9811516966434788, 1.846398203296892, 1.8163082689308478, 1.8115928725183785, 1.6846494476394207, 1.6756205074103938, 1.65636495394063, 1.6465194374013223, 1.6354655477002675, 1.630942546107426, 1.579183651958341, 1.5195885590850984, 1.5039604092818575, 1.468154678825087, 1.4520962609523218, 1.4454698593885578, 1.4075631055785578, 1.4010877827951391, 1.339379384021666, 1.3332275004676537, 1.327103145551602, 1.2937895868448388, 1.2895840617422414, 1.286537762141845, 1.2579252697859418, 1.228761207893607, 1.228041526120124, 1.204271227865326, 1.1882200300999117, 1.1857824706129747, 1.1704947185990588, 1.1686504403165388, 1.145228905145469, 1.1224085163530968, 1.1168340985844347, 1.1076825827419032, 1.1001583931894965, 1.0932427234616742, 1.082602285197284, 1.0800809158111457, 1.0624338408502148, 1.055509194215335, 1.0537484872456968, 0.9923985443162133, 0.9834994087949479, 0.9719056368102715, 0.966496753683155, 0.9401454067441227, 0.9299568255110998, 0.8877173647347147, 0.854998197864441, 0.8420609586866363, 0.8393473069414255, 0.8393430763174701, 0.8364505465627289, 0.8267417303792678, 0.8229952451102512, 0.820732457916309, 0.8168268502775066, 0.8084899123378602, 0.8062888225008937, 0.7906347835740555, 0.7751240371841388, 0.7612589335212568, 0.7579499948047336, 0.7377196026279196, 0.7142507791273146, 0.6722666881322529, 0.671351483382304, 0.6663463075045001, 0.6611720505465367, 0.6602625731630549, 0.6598403859570123, 0.6427501819053919, 0.6302328747324416, 0.6146079645672372, 0.6127115148769742, 0.609425312047007, 0.6021545933222803, 0.5888372734248346, 0.5756099473638956, 0.5378922661634024, 0.537197109289507, 0.5331454583448267, 0.5298786083124339, 0.5036494557088761, 0.5025540580781568, 0.5008717584474145, 0.4972188360668141, 0.4781771631414021, 0.4768336501671155, 0.4559655174293663, 0.45273686027898963, 0.45262781357206383, 0.4352326628673732, 0.433826492267334, 0.39786958532116956, 0.3710097671349376, 0.357251170733735, 0.3561007311249853, 0.3183966789909341, 0.2926480891555342, 0.2892447380655367, 0.2862030958281014, 0.27803347144755314, 0.2759077899769805, 0.26567055908816517, 0.24329355925372642, 0.23698486316219805, 0.23374671569659924, 0.22153616611519528, 0.21554637447181432, 0.21347797735631288, 0.20787555128496718, 0.20572500622112758, 0.17745209959946592, 0.172360665677786, 0.16763604540031668, 0.16347035664340542, 0.16251274215306957, 0.15799656586556218, 0.1559768408883879, 0.13119645198264096, 0.12701023223627303, 0.12450361635701339, 0.12123169400895653, 0.09024832813751031, 0.08120519887747328, 0.0536249247999665, 0.053253535382634914, 0.03182665329618507, 0.02180222183632957, 0.01816522148836061, 0.011078572441039667, 0.008485564398364308, 0.0020498880570539117, 0.001033307964327087, 2.4797798916178472e-05 ] }, "cv_performance": { "prediction": { "accuracy": 50.793650793650784, "precision": 34.85668276972625, "recall": 46.54723707664884, "f1": 38.51349986688332 }, "selection": { "precision": 0.3384062158864702, "recall": 30.0, "f1": 0.6692616775489703, "jaccard": 0.33650793650793653 } } }