{ "significant_genes": { "Variable": [ "HPN", "A2M", "ACSM3", "ABCA6", "BTBD19", "CIB4", "ARSF", "ACSM4", "ANKRD53", "ARHGAP44", "CD207", "AFP", "ACE", "DNAH10", "ARMH4", "BICDL1", "GRM8", "ARRDC1-AS1", "ADRA2C", "GGT7", "CADPS", "EFNA4", "KCTD9", "BIRC7", "CRYZL1", "ASCL1", "ACER3", "TTTY7", "FAM218A", "MIR155HG", "ADGRF1", "TBX1", "ERG", "SPMIP7", "COA7", "AP2B1", "ART1", "ARAP1", "MAP2K2", "ADAMTS2", "CPZ", "CAMK1D", "CDCA3", "APOA1", "CYP2C19", "TNNT1", "GLI1", "SLC25A33", "NTNG1", "C1QTNF2", "BARHL2", "CHRND", "LRTM2", "CX3CL1", "ANKRD20A1", "BPIFA1", "CAMK2N2", "C11orf98", "GAA", "ANKRD26P1", "AMFR", "DEFB103A", "ACTC1", "MRAP", "TRPV3", "SLC29A4", "BRD7P3", "DHCR24", "ACTRT2", "OR5H6", "DBH", "LAPTM5", "BTBD3", "NTPCR", "IMMP1L", "OR4E2", "PRDM12", "PRSS55", "EFEMP1", "ARHGEF12", "ERCC6L2", "ZXDA", "KRTAP4-5", "CAPN11", "CST1", "ASB9", "IL2", "BIN2", "FMOD", "C6orf163", "BEGAIN", "ANXA2", "PTPN20", "TSSK1B", "ZNF28", "PEX12", "FLT1", "COPG2IT1", "C12orf60", "EVA1B", "ITPA", "FREM1", "ACOXL", "FAM3D", "OTOP3", "NIPA1", "GSDMA", "CFAP69", "BSX", "CCDC34", "NPBWR2", "CHURC1", "LRRC8D", "ANKRA2", "KLHL4", "DEFB104B", "ALOX15", "HLA-DPB2", "FUT2", "BEST1", "ALOX15B", "LMX1B", "IPP", "ATP11AUN", "ALOXE3", "PSD2", "EMP1", "ARMCX2", "ACSBG2", "CCDC120", "FBXL21P", "C10orf120", "VIPR2", "PTGS2", "IL33", "ALDH1A2", "MARK2P9", "ARMC9", "MARK1", "MYOCD", "AP1S3", "MOB3B", "CHD7", "ALAD", "ABT1", "LRRC4B", "ACTL6B", "TRPA1", "TTC39A", "ANKRD63", "BTBD16", "CD109", "OR4F4", "ANKIB1", "CDON", "AP1AR", "CYP1B1-AS1", "OR4D2", "ACVR1C", "SPIDR", "NAXD", "C15orf32", "OR5AP2", "APOB", "DOCK6", "ADGRG7", "APOBEC4", "AGBL1", "DHX57", "CBY3", "NWD2", "GPALPP1", "KRT12", "BGLAP", "CFAP418", "CFL2", "SLC25A29", "ICA1L", "ANAPC15", "CENPX", "SMC2", "PIK3C2G", "EFNB3", "SP6", "ANKDD1B", "ACTN1", "ERAS", "OR10A2", "CHST7", "ZNF761", "C6orf58", "ZNF175", "REG1CP", "CLLU1-AS1", "AGBL5", "FOXC2", "FKBP6", "CAMKK2", "ALPP", "ATRNL1", "AHCY", "CA2", "TBC1D28", "ZNF280D", "AHSG", "CAMK1G", "AS3MT", "KNL1", "FAM85A", "FAM118B", "AHCTF1", "BCL2A1", "ARID5A", "CHAD", "CD180", "MTRNR2L7", "FARP2", "CENPS-CORT", "LRRC72", "ADAMTS17", "H1-2", "HUS1", "CADM2", "AMIGO3", "PNLIPRP3", "EIF4E1B", "TSPY26P", "PRR15", "GPR162", "SND1-IT1", "ATXN1", "TAS1R2", "NANP", "HIGD1C", "CHEK1", "ARL2BPP2", "RBFOX2", "C1orf105", "FBXO40", "DGCR11", "LINC02694", "CHN2", "ACOT4", "CSKMT", "RBMX2", "FNDC11", "BMPR2", "ARFGAP3", "CDC42", "AR", "KCNA2", "ANKEF1", "MOK", "ALG1L1P", "AKIP1", "IRF5", "GALNT5", "CREM", "ATP6V1E2", "GRIK4", "PLA2G4C", "DSPP", "RNPEP", "CHRNA1", "DHX40", "HPSE2", "TFCP2", "GNA13", "PRSS16", "GPX2", "PRDM11", "TSC22D2", "C1orf52", "ANKRD30A" ], "Coefficient": [ 0.04738332189800703, 0.04181975824202654, 0.03630484467563365, 0.03630344348816194, 0.0329727764767152, 0.03183141742654159, 0.028031032018624762, -0.02615114787357242, 0.02513257297020181, 0.024962965206508425, 0.024360740899056092, 0.02367829927289081, 0.023547416697155057, 0.020981501717397957, 0.02071906982427391, 0.020331439014727278, 0.02027641611918526, 0.020194066154513704, 0.01966170411490035, 0.018834791611389796, 0.018276881585663454, 0.017849283145329835, -0.017820903757823213, -0.016478999028167487, -0.015950959085638605, -0.015538412168127177, 0.015427585069939801, 0.014700992429335272, 0.014636071431100859, 0.013779299843413289, 0.013572022603378177, 0.013260258438472812, 0.01305315093041943, 0.012505652844090684, 0.012305999516307408, -0.012090408198405563, 0.012066502149531259, -0.011450812512881717, -0.011140383225841063, 0.011036768209500303, 0.010142573420950382, 0.010053744689091456, 0.008781179706510519, 0.008758821895428101, -0.008746170667813156, 0.008684822488991854, 0.008536254116070653, -0.008279284761474975, 0.00787984077464496, -0.007872261427543749, 0.007735661271692279, -0.007581932009722158, 0.0073885295198741294, 0.007218926508277634, -0.007120528943923948, 0.006983060553991005, 0.0069820630856866845, 0.0068698641615989025, -0.0068670737286413795, -0.0065208901342936835, 0.006388415449054456, -0.006260862105544235, 0.006212331102583473, 0.006088061233920808, -0.006055244053814604, 0.00600073385898419, 0.005782246667193788, 0.005682817589886622, -0.005671086959251593, -0.005464439504232387, 0.005381003678808298, -0.005355761118089948, 0.005306979584095511, -0.005257564893209026, -0.004888540996379987, -0.00487541173365628, -0.004823241438793646, 0.004795922457802458, 0.004661416551222685, 0.004583741247979788, -0.004531890509678633, -0.004485718489158608, -0.0042859823385429435, 0.004192269451867074, -0.004134716770807172, 0.003974572184214241, -0.0038913228796155605, -0.0037408238455826576, 0.0036524345713013773, 0.0036130338424896656, -0.0035432142333056684, 0.003541902965617338, 0.0035357547287537946, 0.003481212336138796, -0.003440079818916602, -0.0033502180587215357, 0.0032797241729341916, 0.0032257372857330993, 0.0030731839744872202, -0.0030294349821465543, -0.0030170899906787805, -0.002915432569625224, -0.002879266403873395, 0.0027536363021446087, 0.00274100217456501, 0.002733923047053148, 0.002665513923156732, 0.0026327570374904247, 0.002607834551919134, 0.0025891398784609995, 0.002563062665029019, 0.0025408925268088894, -0.0025273169147362875, -0.002418750690866004, -0.002416392543719892, -0.0023650956418604196, 0.0023564662269835173, 0.0023109871563908677, 0.0022907352168369107, -0.002212360327736989, -0.002153680916646229, 0.0021209287835550505, -0.002114493262116521, -0.0020219142607047543, -0.0019696179015996837, -0.0019655326031351008, 0.0019428618310345102, 0.0019061967925194682, -0.0019043774859874077, -0.0018984361062203538, -0.0018981091888965033, -0.0018629420011490047, -0.001838810393257502, 0.0017890436093300078, -0.0017542076025119737, -0.0017494698663419442, -0.0016965637749710417, 0.0016676875441136228, 0.0016086755640270657, 0.0014970766259265334, 0.001427552969049692, 0.0014257946464181933, 0.0014250331202489825, 0.0013803216689797174, 0.001352643104097323, -0.0013199239490975278, -0.0011934215222142589, -0.001143375930317943, 0.0011291154364703674, -0.0011253540013637007, -0.0011100761757070969, 0.0010926932459194977, -0.0010859824812100647, 0.001081323791046078, 0.001055195692351707, 0.0010407861672766796, 0.001038859167561074, 0.0010370479556983663, 0.0009693662198442328, -0.0009222947925937341, -0.0008992072507075814, -0.0008649094866129659, 0.0008456842424219037, 0.000842574269218731, -0.0008256132410540691, -0.0007974564219288907, 0.0007747816592076534, -0.0007723645614005199, 0.0007441279709570485, -0.0007279018265337068, 0.0007192766045573946, -0.0007155825502722639, 0.000691661274864842, 0.0006915502743987276, 0.0006734400314751776, -0.0006690494884109005, 0.0006506259494462045, 0.0006326288717744548, 0.0006311925636236674, 0.0006247242024905611, 0.0006229481611044013, -0.0006185856415882847, 0.0006071093929558247, -0.0006034018183473409, -0.0005982688655298466, -0.0005926162501035121, -0.000584897506940783, 0.0005501943238979668, -0.0005138058076650724, -0.0005107256661243542, 0.0005065907354222295, -0.0005064038181030741, 0.0005024196065289465, 0.0004973081909741121, 0.0004903897644305715, -0.0004507614936460297, 0.0004457637120246358, -0.00041534082586012295, -0.00039576661779187026, -0.00039542053282725194, 0.00037621184889100756, 0.0003698600954432695, 0.0003551658547700316, -0.0003529990211157014, -0.0003466706143596776, -0.0003107041671733501, -0.00030173554411711093, 0.0002888152702082032, 0.0002806723421033084, -0.000279016575577802, -0.00027825247056666576, -0.0002749407782505781, -0.0002693346019532979, -0.00026884250095219036, 0.00026451053673454285, 0.00026449615986406125, 0.0002638151807139383, -0.0002621643077232934, -0.00025696211997425504, 0.0002407640015125864, -0.0002267309202165772, 0.000225823148437541, 0.00021006601468431834, 0.0002036580915735733, -0.00020027756159610123, -0.00019230615011197341, -0.000179369589119017, 0.00017298311224799232, -0.00016597564258825074, -0.00016186573963079047, -0.00015651466434404168, -0.0001537397747174938, 0.0001506807988927417, -0.00014675118263875883, 0.0001420613928082194, 0.0001401622852151925, -0.00013118895881602377, 0.00012757948556812367, -0.00012409845690574653, 0.00010752099167121722, 0.0001057848370252673, 0.0001050802644398849, 0.0001030928913527304, 0.00010143667222564515, -9.857355960107345e-05, 7.595346145236029e-05, 7.423288053204934e-05, -7.020332290247954e-05, -6.105586882805494e-05, 5.6929906358084806e-05, 5.542108191290298e-05, 5.2583415770538726e-05, -4.9816348960901013e-05, 4.432972177240609e-05, 4.037820057942812e-05, -3.681350299356601e-05, -2.8303079951560732e-05, 2.693500015412712e-05, 2.688583592579335e-05, 2.5892851098052785e-05, 2.3644136436665167e-05, 1.8177491417613012e-05, 9.461077977992161e-06, -7.475451019741821e-06, -4.061004943507626e-06, -3.8152190494165194e-06, -1.6853247567686004e-06, -1.575889608181047e-06, 7.519906690608981e-07, 6.240566215503666e-07, 5.788205442263871e-07, -4.217970847007903e-07, 3.921214715061569e-07, -1.5412366218167732e-07 ], "Absolute Coefficient": [ 0.04738332189800703, 0.04181975824202654, 0.03630484467563365, 0.03630344348816194, 0.0329727764767152, 0.03183141742654159, 0.028031032018624762, 0.02615114787357242, 0.02513257297020181, 0.024962965206508425, 0.024360740899056092, 0.02367829927289081, 0.023547416697155057, 0.020981501717397957, 0.02071906982427391, 0.020331439014727278, 0.02027641611918526, 0.020194066154513704, 0.01966170411490035, 0.018834791611389796, 0.018276881585663454, 0.017849283145329835, 0.017820903757823213, 0.016478999028167487, 0.015950959085638605, 0.015538412168127177, 0.015427585069939801, 0.014700992429335272, 0.014636071431100859, 0.013779299843413289, 0.013572022603378177, 0.013260258438472812, 0.01305315093041943, 0.012505652844090684, 0.012305999516307408, 0.012090408198405563, 0.012066502149531259, 0.011450812512881717, 0.011140383225841063, 0.011036768209500303, 0.010142573420950382, 0.010053744689091456, 0.008781179706510519, 0.008758821895428101, 0.008746170667813156, 0.008684822488991854, 0.008536254116070653, 0.008279284761474975, 0.00787984077464496, 0.007872261427543749, 0.007735661271692279, 0.007581932009722158, 0.0073885295198741294, 0.007218926508277634, 0.007120528943923948, 0.006983060553991005, 0.0069820630856866845, 0.0068698641615989025, 0.0068670737286413795, 0.0065208901342936835, 0.006388415449054456, 0.006260862105544235, 0.006212331102583473, 0.006088061233920808, 0.006055244053814604, 0.00600073385898419, 0.005782246667193788, 0.005682817589886622, 0.005671086959251593, 0.005464439504232387, 0.005381003678808298, 0.005355761118089948, 0.005306979584095511, 0.005257564893209026, 0.004888540996379987, 0.00487541173365628, 0.004823241438793646, 0.004795922457802458, 0.004661416551222685, 0.004583741247979788, 0.004531890509678633, 0.004485718489158608, 0.0042859823385429435, 0.004192269451867074, 0.004134716770807172, 0.003974572184214241, 0.0038913228796155605, 0.0037408238455826576, 0.0036524345713013773, 0.0036130338424896656, 0.0035432142333056684, 0.003541902965617338, 0.0035357547287537946, 0.003481212336138796, 0.003440079818916602, 0.0033502180587215357, 0.0032797241729341916, 0.0032257372857330993, 0.0030731839744872202, 0.0030294349821465543, 0.0030170899906787805, 0.002915432569625224, 0.002879266403873395, 0.0027536363021446087, 0.00274100217456501, 0.002733923047053148, 0.002665513923156732, 0.0026327570374904247, 0.002607834551919134, 0.0025891398784609995, 0.002563062665029019, 0.0025408925268088894, 0.0025273169147362875, 0.002418750690866004, 0.002416392543719892, 0.0023650956418604196, 0.0023564662269835173, 0.0023109871563908677, 0.0022907352168369107, 0.002212360327736989, 0.002153680916646229, 0.0021209287835550505, 0.002114493262116521, 0.0020219142607047543, 0.0019696179015996837, 0.0019655326031351008, 0.0019428618310345102, 0.0019061967925194682, 0.0019043774859874077, 0.0018984361062203538, 0.0018981091888965033, 0.0018629420011490047, 0.001838810393257502, 0.0017890436093300078, 0.0017542076025119737, 0.0017494698663419442, 0.0016965637749710417, 0.0016676875441136228, 0.0016086755640270657, 0.0014970766259265334, 0.001427552969049692, 0.0014257946464181933, 0.0014250331202489825, 0.0013803216689797174, 0.001352643104097323, 0.0013199239490975278, 0.0011934215222142589, 0.001143375930317943, 0.0011291154364703674, 0.0011253540013637007, 0.0011100761757070969, 0.0010926932459194977, 0.0010859824812100647, 0.001081323791046078, 0.001055195692351707, 0.0010407861672766796, 0.001038859167561074, 0.0010370479556983663, 0.0009693662198442328, 0.0009222947925937341, 0.0008992072507075814, 0.0008649094866129659, 0.0008456842424219037, 0.000842574269218731, 0.0008256132410540691, 0.0007974564219288907, 0.0007747816592076534, 0.0007723645614005199, 0.0007441279709570485, 0.0007279018265337068, 0.0007192766045573946, 0.0007155825502722639, 0.000691661274864842, 0.0006915502743987276, 0.0006734400314751776, 0.0006690494884109005, 0.0006506259494462045, 0.0006326288717744548, 0.0006311925636236674, 0.0006247242024905611, 0.0006229481611044013, 0.0006185856415882847, 0.0006071093929558247, 0.0006034018183473409, 0.0005982688655298466, 0.0005926162501035121, 0.000584897506940783, 0.0005501943238979668, 0.0005138058076650724, 0.0005107256661243542, 0.0005065907354222295, 0.0005064038181030741, 0.0005024196065289465, 0.0004973081909741121, 0.0004903897644305715, 0.0004507614936460297, 0.0004457637120246358, 0.00041534082586012295, 0.00039576661779187026, 0.00039542053282725194, 0.00037621184889100756, 0.0003698600954432695, 0.0003551658547700316, 0.0003529990211157014, 0.0003466706143596776, 0.0003107041671733501, 0.00030173554411711093, 0.0002888152702082032, 0.0002806723421033084, 0.000279016575577802, 0.00027825247056666576, 0.0002749407782505781, 0.0002693346019532979, 0.00026884250095219036, 0.00026451053673454285, 0.00026449615986406125, 0.0002638151807139383, 0.0002621643077232934, 0.00025696211997425504, 0.0002407640015125864, 0.0002267309202165772, 0.000225823148437541, 0.00021006601468431834, 0.0002036580915735733, 0.00020027756159610123, 0.00019230615011197341, 0.000179369589119017, 0.00017298311224799232, 0.00016597564258825074, 0.00016186573963079047, 0.00015651466434404168, 0.0001537397747174938, 0.0001506807988927417, 0.00014675118263875883, 0.0001420613928082194, 0.0001401622852151925, 0.00013118895881602377, 0.00012757948556812367, 0.00012409845690574653, 0.00010752099167121722, 0.0001057848370252673, 0.0001050802644398849, 0.0001030928913527304, 0.00010143667222564515, 9.857355960107345e-05, 7.595346145236029e-05, 7.423288053204934e-05, 7.020332290247954e-05, 6.105586882805494e-05, 5.6929906358084806e-05, 5.542108191290298e-05, 5.2583415770538726e-05, 4.9816348960901013e-05, 4.432972177240609e-05, 4.037820057942812e-05, 3.681350299356601e-05, 2.8303079951560732e-05, 2.693500015412712e-05, 2.688583592579335e-05, 2.5892851098052785e-05, 2.3644136436665167e-05, 1.8177491417613012e-05, 9.461077977992161e-06, 7.475451019741821e-06, 4.061004943507626e-06, 3.8152190494165194e-06, 1.6853247567686004e-06, 1.575889608181047e-06, 7.519906690608981e-07, 6.240566215503666e-07, 5.788205442263871e-07, 4.217970847007903e-07, 3.921214715061569e-07, 1.5412366218167732e-07 ] }, "cv_performance": { "prediction": { "accuracy": 83.47826086956522, "precision": 26.666666666666664, "recall": 26.666666666666664, "f1": 24.88888888888889 }, "selection": { "precision": 2.363971548093029, "recall": 1.7365269461077844, "f1": 1.998401552394909, "jaccard": 1.0097496896505533 } } }