{ "significant_genes": { "Variable": [ "CT47A1", "COX7A2L", "ZNF410", "OR1Q1", "HYAL6P", "AASS", "GTPBP10", "LNP1", "ZNF578", "MMP7", "TSPY1", "ZNF878", "SPANXA2", "OOSP2", "TCERG1L", "HOXC11", "RPL23AP7", "GOLGA8DP", "CHRNB1", "ANGPTL7", "A4GNT", "C10orf62", "GABRR3", "OR51L1", "FBLN7", "MAGEA12", "WBP2NL", "H1-9P", "FKSG29", "TSPAN10", "PLAGL1", "NFIB", "ALX1", "SAFB", "PRSS45P", "ADGRA1", "TAAR8", "H2AC1", "KLK8", "OARD1", "AVP", "HCN1", "OR1L8", "LCE1C", "MUC7", "GRAPL", "TMCO2", "C4orf50", "HBE1", "GLT6D1", "OPN4", "MTMR7", "CFHR4", "SERPINB10", "OR2T27", "LELP1", "HSP90AB1", "LRIT1", "PRAMEF4", "NETO1", "TRIM51", "CNPY1", "FERD3L", "SLC35G6", "ALLC", "C17orf78", "UNC119B", "GLIPR1L2", "HMGA2", "NPAP1", "IL2", "SPAG11A", "GLRA2", "SLCO6A1", "OR7D2", "CFAP54", "RRH", "GSTT4", "HSD3B1", "HTN3", "RPH3AL", "SLC7A5P1", "FAM106A", "OR2J2", "IRGC", "PDYN", "CRLF2", "OR52K2", "POU3F2", "RPL10", "SPATA8", "FAIM", "CPLX4", "GSTM1", "CD300LD", "NMNAT1", "HIGD2B", "DQX1", "SOHLH1", "SLC35F3", "APEX2", "METTL8", "HYKK", "LIPI", "INGX", "TBC1D3P2", "GTF2A1L", "ANKRD40CL", "OR52A1", "SBDSP1", "CTAG2", "SSX7", "HTR2C", "DEFB113", "PCDHGC5", "GTSE1-DT", "SYCP2", "ATXN3L", "LY6K", "RYBP", "IFNL1", "PTENP1", "SLC10A2", "SLC30A3", "KCNQ1DN", "FGF7P6", "SAP30", "TTTY8", "NIPA2", "HOXA3", "FAM181A", "KIR3DX1", "LOC284009", "TXNIP", "KRTAP10-11", "SART3", "ZNF90", "HEMGN", "TERB1", "CREG2", "H4C6", "CASP12", "FOXD4L3", "UMOD", "KRTAP7-1", "OR51F1", "WDR64", "TLX1", "REG1B", "NSG2", "TOB1", "TICAM2", "GGT8P", "LINC00518", "CYP4F11", "WHAMM", "GSTT2", "PPP1R3B", "MYO3B", "ANKRD34C", "CFAP74", "HK2", "RBM44", "NEUROD2", "IFNA4", "KIF2B", "HAO2", "IFNK", "KLHDC8A", "TMEM88B", "P2RX5", "OR7C2", "MIR9-1HG", "PAGE5", "KRT37", "PDHA2", "SCARNA10", "NCOR1P1", "CEP43", "PLET1", "PPP1R2C", "SNORA79", "SNORA70B", "OR2B11", "KRT38", "BPIFC", "TEX13B", "CHKA", "RETN", "UPP2", "TDRD3", "HTR5A", "DHH", "DLGAP1", "DEFB103B", "IL1RAPL1", "C1QTNF3", "MSX2P1", "KREMEN2", "PLAGL2", "GLT1D1", "LRP2", "SCEL", "IL36B", "OR2M4", "CDH6", "BAGE", "ZCRB1", "TBPL1", "EIF4A2", "PCDHGA3", "TCHHL1", "SPANXB1", "FAM66C", "OR51A4", "SPANXN2", "LRRC4B", "GPR151", "SNORA38B", "CSAG1", "GJB6", "PTPRT", "SYNGR4", "SLC25A23", "PABPC1P2", "KRT33A", "UCP1", "OR13F1", "OPALIN", "CRH", "TDH", "RBMXL3", "PASD1", "RPS28", "FLG2", "PNPLA3", "RIMBP3C", "CST5", "KRTAP10-9", "LCE6A", "BEND2", "CCDC70", "PEBP4", "REDIC1", "C5AR2", "RIT2", "TBC1D28", "NYAP2", "CIAO1", "TCEAL6", "UCA1", "NAP1L6P", "PSORS1C1", "DAD1P1", "ADCYAP1", "PRSS33", "OR51F2", "F8A1", "ROBO2", "TLCD3B", "SSX1", "SLC39A12", "NEUROD4", "LAIR2", "CRBN", "USP17L6P", "LIN28B", "SALL4", "CDK11A", "AP3S2", "OR10T2", "OR2AK2", "TAS2R30", "CELA1", "ADAM20", "SPINK8", "TRIM41", "SPRR2B", "TMPRSS11A", "CRYAA", "COPS3", "SIX3", "SERPINB11", "CPOX", "ZNF764", "ERC2-IT1", "GPATCH1", "CLDN6", "RBM23", "PP2D1", "SPP1", "NCAN", "POLR2J2", "PLAT", "CCDC177", "RAX", "IQCF2", "KRTAP10-10", "ZNF727", "GOLGA8IP", "H3C6", "MIXL1", "CCNE1", "ZSCAN31", "GATA1", "FAM181A-AS1", "H3C4", "ROS1", "GBE1", "SLC5A12", "GNG3", "CHMP1B", "CNGA2", "ARL11", "OR56A5", "CPA4", "TFAMP1", "H3C8", "SUPT20HL1", "ZIC4", "KRTAP4-1", "OXT", "ESPNL", "OR2AG1", "SLC25A51", "KRTAP5-11", "OR6N2", "SEC14L4", "TSSK2", "PRDM14", "S100A5", "ADCYAP1R1", "TREML5P", "OR5B17", "GAGE2E", "SPAG6", "DEFB106A", "KRTAP19-2", "CNGA3", "PRR20A", "FAM27E5", "CCL15", "RBMY1B", "TTTY17A", "RBMY1F", "OR5H15", "KRTAP19-4", "KRTAP20-3", "KRTAP22-1", "TTTY17B", "PRR20B", "TTTY19" ], "Coefficient": [ -3.6030698578437077, 2.6861601605959855, -2.1971532230022235, -2.115906595009369, 2.0952780214433107, -1.9972308950250433, -1.8423514253559885, 1.8162686477911136, 1.7890544019561103, 1.767450804563709, 1.7325440476422367, -1.6770804861345132, -1.6447094584202535, -1.622102685952097, 1.6214719765026704, 1.6001333776603917, 1.5502841099438696, 1.5331104284946158, 1.5268968616246084, -1.5004062614792422, 1.464781635098324, -1.436939729996741, -1.3886015586708518, 1.3597622127345173, -1.2770768501440866, 1.2702468697403964, -1.252127639010323, 1.2508988840568565, -1.2266387341366234, 1.2164411701785616, 1.211032494831873, 1.2071380696815244, 1.199593150275191, 1.197954620525768, -1.1961869850641353, -1.1960041382342268, 1.1881948870716053, 1.1877098419898349, -1.1591927546920497, 1.158948867766446, 1.1518202111495133, -1.1374253514517108, -1.112719779825948, 1.1125171872904485, -1.0796931927585958, 1.0564607253007787, -1.0553552485898583, 1.0510749473323606, 1.0327833010778924, 1.026710724147035, 1.0134293484723462, -1.0075066509030506, 1.0026389452160938, -0.9977961176775596, -0.9671350165098493, -0.9574010040998081, 0.9523083905322739, -0.9514364752240413, -0.9484443095703778, -0.9470490627948566, -0.9396070269692366, -0.9333919492880751, -0.9275408817781504, 0.9268467896778176, -0.9146466143962086, 0.8856732502665299, 0.8796893340364064, 0.8691960496137243, -0.86757254755816, -0.8541005996146354, 0.8432498770462196, 0.8273559022262041, -0.823251263484697, -0.8207102396478063, -0.8195187057724064, 0.8158836773777222, 0.8135573066388505, 0.8089301341805762, -0.8069511100013017, 0.8032800273931504, 0.7979115610886329, 0.7881339026829687, 0.7879929761283564, -0.7869202497088176, -0.7843693240476172, 0.781249315416541, 0.7778363170270953, 0.7742835933298532, -0.7725877690107813, 0.7702751251075466, -0.7674521815031266, 0.7618473170424661, 0.7571580531628928, -0.7521791188042847, -0.7444025277398097, 0.7405493278062988, -0.7298450665572027, -0.7240894818819315, 0.7209284336495189, 0.7194010948918443, 0.6924252160629896, -0.692221568013086, -0.687893606247255, -0.6861348087176584, -0.6817899515927183, 0.6771333874914287, 0.6717463262883691, -0.6617814237532825, 0.6616183132200232, -0.6435876257948472, 0.6355126868508223, -0.6311081336911405, 0.6158704511785547, 0.6139186524352175, -0.6139027835755116, 0.61315630233715, -0.6085569397988462, 0.6072823425174538, 0.6037359633139355, 0.599828895767143, 0.5997343544281704, -0.5881908777691465, -0.5621160336222196, -0.561717897690239, -0.5594804351806821, -0.5550566442045795, 0.5498332117651009, 0.5429430570553343, -0.5376518050792445, 0.5369085265458872, -0.5303396600255702, 0.526168708268537, -0.5178041771756593, 0.5117643087490834, 0.5094664516660442, 0.5018735689575582, -0.4999989713775734, -0.49740468160881274, -0.4943788706969578, -0.4938578828306713, -0.49022680550641057, 0.4873093896506594, -0.4827145604244563, 0.4820376646903877, -0.48168783305477286, 0.48066090592971206, 0.47795499889993254, -0.47643911036547576, -0.4633079422190193, -0.46291637940534175, 0.45906277670925, 0.457033329519607, 0.45438042429744185, 0.4531798046557733, -0.4483181692047406, 0.4328709086775684, -0.4298464930361906, -0.4292473924714853, -0.42887021696681676, -0.4279860314430095, 0.42104910498318154, -0.41868132105024203, 0.40679321290943, -0.4003745481251148, 0.40004575958719013, 0.39470640677908464, -0.39414024758471283, 0.38935167539213567, -0.3834940708634662, -0.3729847708850841, -0.3722377586490658, -0.3649027418811758, -0.3622677079344035, 0.36197877218635804, 0.35679520861334796, 0.3551905902847634, 0.3547983968330934, 0.35315578349835625, 0.3519392197966948, -0.35025412647839355, -0.3475345534531204, -0.3442380473541065, 0.34242765266332786, -0.34003583169446244, 0.33839413968511783, 0.3364097070038635, -0.3349078509118601, 0.3131595283225492, -0.3130609036108383, -0.30770735101016516, -0.3059859900120164, -0.30340311606230247, 0.3032201820727811, 0.2971634089688774, 0.2968259025814989, -0.2946367024830583, -0.2943565438536696, -0.2928000435479334, 0.2846575315018081, -0.28351523035486825, -0.281682881299621, -0.28055214424733727, -0.2730379497044581, 0.2720468674251262, -0.2707192490485401, 0.2706475007241861, 0.2690740514350214, -0.26693025842337464, 0.26488906605392143, 0.26421708602933436, -0.26377439916746676, 0.2611474483230132, -0.2604461053619079, -0.2524221874680126, 0.2500286190031986, 0.24879637231125898, 0.2485614721347051, -0.24618672745396944, 0.24609994254812212, 0.24502841754794455, -0.2418818213178716, 0.23196543415480494, 0.22698656386773833, -0.22147804910188204, 0.21763701746726957, -0.2172711819514126, 0.21706136348987165, 0.2164071426407948, -0.21409953115311953, 0.21282319499517735, -0.20947772897030634, 0.20685442376506713, -0.20651922006119944, 0.20626234708274369, 0.20418215192362088, -0.20377250826889148, 0.20119555041986326, -0.19837839883052713, 0.19424386726178314, 0.19061813681004064, -0.18894529550627798, 0.18198053704584008, -0.1794040883908758, 0.17892788660576395, -0.17835263288763303, 0.17095837078843673, 0.1694796566727104, -0.1690815964247078, -0.1685627835625962, 0.1654418777845917, 0.16528691085063998, 0.16415434503858314, -0.15944854837364664, -0.15882540817730356, 0.15617933203650114, -0.15526806628017692, 0.15500500674474632, 0.15445012507854272, -0.1531464807095624, -0.15254244102037276, 0.1466109220551163, 0.14652263018575987, -0.14425355718084057, -0.1442432980809824, -0.14254382548541017, 0.14038443492603467, -0.1355125079594009, -0.13404062032762543, 0.133311303007026, -0.13182019314665705, -0.13112551761601385, -0.12821619594008313, -0.12678226561250322, -0.12371546139769135, 0.11793312485604747, -0.11241959027919259, 0.11173519660672145, -0.10959924503980417, 0.10865893313247592, 0.10828281728796285, -0.10720896582117381, 0.10623728235769789, -0.10567122699316403, 0.10519265355652052, 0.1045982284534487, -0.09955161231201463, -0.09929487813173112, -0.09913669568815785, 0.09495712113432747, 0.09120655877491914, -0.08678317995653338, -0.08642221454645194, -0.08486086719023034, -0.08439245429124043, -0.07910802862225343, -0.07009125309818232, -0.06829880783872544, -0.06782765886647942, -0.0664620955181224, 0.06548192549125939, 0.0653080575502827, 0.06379008373969097, -0.06196587317194168, -0.06161949375362743, 0.060573635360186825, -0.05831447714315251, 0.05723590452333901, 0.05699963184567679, 0.05203518498966139, -0.05154308899524369, -0.04950581295973215, 0.048440692666269325, 0.04373529336185585, 0.04323591041089957, -0.040780378847752034, -0.04041772115931843, -0.03222179804131194, -0.02943341584697006, -0.02920649026577358, -0.027361997234876624, -0.026101373159961572, -0.025191876019033853, -0.01853762105998983, 0.018215238439339386, 0.016673391513316215, 0.014981419877384494, -0.013840191702367846, 0.011298927421765097, 0.010166688922027642, -0.00869736091583738, -0.008474653344693394, -0.005616636334890183, -0.005486279995801603, -0.005194318513821843, -0.0022414334891363527, 0.0009155069339492733, 0.0009062399751729153, -0.0008562037548383829, -0.0008270202644726063, 0.0006549759214218834, 0.00048161578416646057, 0.00043980045043703886, 0.0003146941697319321, 4.362142238552637e-15, 4.02659283558705e-15, -3.0199446266902874e-15, -1.6777470148279374e-15, -1.34219761186235e-15, 1.34219761186235e-15, 1.0066482088967625e-15, -6.71098805931175e-16, 3.355494029655875e-16 ], "Absolute Coefficient": [ 3.6030698578437077, 2.6861601605959855, 2.1971532230022235, 2.115906595009369, 2.0952780214433107, 1.9972308950250433, 1.8423514253559885, 1.8162686477911136, 1.7890544019561103, 1.767450804563709, 1.7325440476422367, 1.6770804861345132, 1.6447094584202535, 1.622102685952097, 1.6214719765026704, 1.6001333776603917, 1.5502841099438696, 1.5331104284946158, 1.5268968616246084, 1.5004062614792422, 1.464781635098324, 1.436939729996741, 1.3886015586708518, 1.3597622127345173, 1.2770768501440866, 1.2702468697403964, 1.252127639010323, 1.2508988840568565, 1.2266387341366234, 1.2164411701785616, 1.211032494831873, 1.2071380696815244, 1.199593150275191, 1.197954620525768, 1.1961869850641353, 1.1960041382342268, 1.1881948870716053, 1.1877098419898349, 1.1591927546920497, 1.158948867766446, 1.1518202111495133, 1.1374253514517108, 1.112719779825948, 1.1125171872904485, 1.0796931927585958, 1.0564607253007787, 1.0553552485898583, 1.0510749473323606, 1.0327833010778924, 1.026710724147035, 1.0134293484723462, 1.0075066509030506, 1.0026389452160938, 0.9977961176775596, 0.9671350165098493, 0.9574010040998081, 0.9523083905322739, 0.9514364752240413, 0.9484443095703778, 0.9470490627948566, 0.9396070269692366, 0.9333919492880751, 0.9275408817781504, 0.9268467896778176, 0.9146466143962086, 0.8856732502665299, 0.8796893340364064, 0.8691960496137243, 0.86757254755816, 0.8541005996146354, 0.8432498770462196, 0.8273559022262041, 0.823251263484697, 0.8207102396478063, 0.8195187057724064, 0.8158836773777222, 0.8135573066388505, 0.8089301341805762, 0.8069511100013017, 0.8032800273931504, 0.7979115610886329, 0.7881339026829687, 0.7879929761283564, 0.7869202497088176, 0.7843693240476172, 0.781249315416541, 0.7778363170270953, 0.7742835933298532, 0.7725877690107813, 0.7702751251075466, 0.7674521815031266, 0.7618473170424661, 0.7571580531628928, 0.7521791188042847, 0.7444025277398097, 0.7405493278062988, 0.7298450665572027, 0.7240894818819315, 0.7209284336495189, 0.7194010948918443, 0.6924252160629896, 0.692221568013086, 0.687893606247255, 0.6861348087176584, 0.6817899515927183, 0.6771333874914287, 0.6717463262883691, 0.6617814237532825, 0.6616183132200232, 0.6435876257948472, 0.6355126868508223, 0.6311081336911405, 0.6158704511785547, 0.6139186524352175, 0.6139027835755116, 0.61315630233715, 0.6085569397988462, 0.6072823425174538, 0.6037359633139355, 0.599828895767143, 0.5997343544281704, 0.5881908777691465, 0.5621160336222196, 0.561717897690239, 0.5594804351806821, 0.5550566442045795, 0.5498332117651009, 0.5429430570553343, 0.5376518050792445, 0.5369085265458872, 0.5303396600255702, 0.526168708268537, 0.5178041771756593, 0.5117643087490834, 0.5094664516660442, 0.5018735689575582, 0.4999989713775734, 0.49740468160881274, 0.4943788706969578, 0.4938578828306713, 0.49022680550641057, 0.4873093896506594, 0.4827145604244563, 0.4820376646903877, 0.48168783305477286, 0.48066090592971206, 0.47795499889993254, 0.47643911036547576, 0.4633079422190193, 0.46291637940534175, 0.45906277670925, 0.457033329519607, 0.45438042429744185, 0.4531798046557733, 0.4483181692047406, 0.4328709086775684, 0.4298464930361906, 0.4292473924714853, 0.42887021696681676, 0.4279860314430095, 0.42104910498318154, 0.41868132105024203, 0.40679321290943, 0.4003745481251148, 0.40004575958719013, 0.39470640677908464, 0.39414024758471283, 0.38935167539213567, 0.3834940708634662, 0.3729847708850841, 0.3722377586490658, 0.3649027418811758, 0.3622677079344035, 0.36197877218635804, 0.35679520861334796, 0.3551905902847634, 0.3547983968330934, 0.35315578349835625, 0.3519392197966948, 0.35025412647839355, 0.3475345534531204, 0.3442380473541065, 0.34242765266332786, 0.34003583169446244, 0.33839413968511783, 0.3364097070038635, 0.3349078509118601, 0.3131595283225492, 0.3130609036108383, 0.30770735101016516, 0.3059859900120164, 0.30340311606230247, 0.3032201820727811, 0.2971634089688774, 0.2968259025814989, 0.2946367024830583, 0.2943565438536696, 0.2928000435479334, 0.2846575315018081, 0.28351523035486825, 0.281682881299621, 0.28055214424733727, 0.2730379497044581, 0.2720468674251262, 0.2707192490485401, 0.2706475007241861, 0.2690740514350214, 0.26693025842337464, 0.26488906605392143, 0.26421708602933436, 0.26377439916746676, 0.2611474483230132, 0.2604461053619079, 0.2524221874680126, 0.2500286190031986, 0.24879637231125898, 0.2485614721347051, 0.24618672745396944, 0.24609994254812212, 0.24502841754794455, 0.2418818213178716, 0.23196543415480494, 0.22698656386773833, 0.22147804910188204, 0.21763701746726957, 0.2172711819514126, 0.21706136348987165, 0.2164071426407948, 0.21409953115311953, 0.21282319499517735, 0.20947772897030634, 0.20685442376506713, 0.20651922006119944, 0.20626234708274369, 0.20418215192362088, 0.20377250826889148, 0.20119555041986326, 0.19837839883052713, 0.19424386726178314, 0.19061813681004064, 0.18894529550627798, 0.18198053704584008, 0.1794040883908758, 0.17892788660576395, 0.17835263288763303, 0.17095837078843673, 0.1694796566727104, 0.1690815964247078, 0.1685627835625962, 0.1654418777845917, 0.16528691085063998, 0.16415434503858314, 0.15944854837364664, 0.15882540817730356, 0.15617933203650114, 0.15526806628017692, 0.15500500674474632, 0.15445012507854272, 0.1531464807095624, 0.15254244102037276, 0.1466109220551163, 0.14652263018575987, 0.14425355718084057, 0.1442432980809824, 0.14254382548541017, 0.14038443492603467, 0.1355125079594009, 0.13404062032762543, 0.133311303007026, 0.13182019314665705, 0.13112551761601385, 0.12821619594008313, 0.12678226561250322, 0.12371546139769135, 0.11793312485604747, 0.11241959027919259, 0.11173519660672145, 0.10959924503980417, 0.10865893313247592, 0.10828281728796285, 0.10720896582117381, 0.10623728235769789, 0.10567122699316403, 0.10519265355652052, 0.1045982284534487, 0.09955161231201463, 0.09929487813173112, 0.09913669568815785, 0.09495712113432747, 0.09120655877491914, 0.08678317995653338, 0.08642221454645194, 0.08486086719023034, 0.08439245429124043, 0.07910802862225343, 0.07009125309818232, 0.06829880783872544, 0.06782765886647942, 0.0664620955181224, 0.06548192549125939, 0.0653080575502827, 0.06379008373969097, 0.06196587317194168, 0.06161949375362743, 0.060573635360186825, 0.05831447714315251, 0.05723590452333901, 0.05699963184567679, 0.05203518498966139, 0.05154308899524369, 0.04950581295973215, 0.048440692666269325, 0.04373529336185585, 0.04323591041089957, 0.040780378847752034, 0.04041772115931843, 0.03222179804131194, 0.02943341584697006, 0.02920649026577358, 0.027361997234876624, 0.026101373159961572, 0.025191876019033853, 0.01853762105998983, 0.018215238439339386, 0.016673391513316215, 0.014981419877384494, 0.013840191702367846, 0.011298927421765097, 0.010166688922027642, 0.00869736091583738, 0.008474653344693394, 0.005616636334890183, 0.005486279995801603, 0.005194318513821843, 0.0022414334891363527, 0.0009155069339492733, 0.0009062399751729153, 0.0008562037548383829, 0.0008270202644726063, 0.0006549759214218834, 0.00048161578416646057, 0.00043980045043703886, 0.0003146941697319321, 4.362142238552637e-15, 4.02659283558705e-15, 3.0199446266902874e-15, 1.6777470148279374e-15, 1.34219761186235e-15, 1.34219761186235e-15, 1.0066482088967625e-15, 6.71098805931175e-16, 3.355494029655875e-16 ] }, "cv_performance": { "prediction": { "accuracy": 90.54545454545453, "precision": 90.54545454545453, "recall": 100.0, "f1": 95.02796661784835 }, "selection": { "precision": 0.613360635365204, "recall": 1.0778443113772456, "f1": 0.7816948365066994, "jaccard": 0.39304895822284636 } } }