{ "significant_genes": { "Variable": [ "HPN", "A2M", "ABCA6", "ACSM3", "CIB4", "ARHGAP44", "ACSM4", "ARSF", "BTBD19", "CD207", "ANKRD53", "AFP", "ARRDC1-AS1", "DNAH10", "ACE", "ADRA2C", "GGT7", "ADGRF1", "ARMH4", "KCTD9", "BICDL1", "CRYZL1", "ASCL1", "GRM8", "ACER3", "EFNA4", "COA7", "ERG", "GLI1", "BIRC7", "FAM218A", "SLC29A4", "TTTY7", "CADPS", "CAMK1D", "SPMIP7", "ADAMTS2", "AP2B1", "LRTM2", "MIR155HG", "APOA1", "ERCC6L2", "C6orf163", "CPZ", "GAA", "NTNG1", "SLC25A33", "CX3CL1", "IPP", "MAP2K2", "TNNT1", "CHURC1", "TBX1", "ITPA", "ACTC1", "BARHL2", "CHRND", "C11orf98", "PRSS55", "DHCR24", "TRPV3", "ACTRT2", "ARHGEF12", "BPIFA1", "EFEMP1", "CYP2C19", "BTBD3", "AMFR", "ANKRD26P1", "TSSK1B", "ANKRD20A1", "HLA-DPB2", "PRDM12", "DEFB103A", "BRD7P3", "PSD2", "C1QTNF2", "FMOD", "DBH", "ALOX15", "MRAP", "CDCA3", "CAPN11", "OR5H6", "IL2", "BMP7", "ARAP1", "C8orf48", "BSX", "CAMK2N2", "ZXDA", "BIN2", "OTOP3", "LAPTM5", "MARK1", "ADAM6", "BTBD16", "ANKRD63", "KRTAP4-5", "ACO1", "MYOCD", "ALDH1A2", "NTPCR", "COPG2IT1", "ANKIB1", "CCDC34", "NPBWR2", "PTPN20", "FAM3D", "ANXA2", "AP1S3", "CFAP69", "ASB9", "CAMKK2", "TPTE2P3", "FAM118B", "EMP1", "EFNB3", "C6orf58", "ZFP69", "ADGRG7", "ACTN1", "ATP11AUN", "CHD7", "IMMP1L", "ALAD", "NAXD", "DTNBP1", "BMPR2", "OR4E2", "APOBEC4", "ACOXL", "DOCK6", "APOB", "OR4D2", "FREM1", "RPL31P11", "XKRX", "VIPR2", "ALG1L1P", "ORC1", "ART1", "GSDMA", "C15orf32", "KLHL4", "MTRNR2L3", "CHST7", "FBXL21P", "MKX", "GPALPP1", "ANKRD26P3", "CD109", "MRS2P2", "NIPA1", "CFAP68", "FUT2", "ATRNL1", "AP1AR", "CKS2", "RBMX", "AQP8", "RIMKLA", "LIN28B", "CADM2", "SPIDR", "TTC39A", "LRRC72", "CST1", "CENPX", "AHCTF1", "HOXD10", "ARMCX2", "H1-2", "HUS1", "DGKI", "AHCY", "C1orf105", "RFTN1", "SP6", "ICAM4", "ZNF22-AS1", "COL4A5", "ZNF347", "MCPH1", "LHX6", "C12orf60", "CAMK1G", "ZNF28", "TKFC", "POU6F2", "CSKMT", "AS3MT", "SYCE1", "ADAMTS17", "ARID5A", "COL2A1", "C1QTNF3", "DHX57", "TAF7L", "KCNA2", "HLA-DRB4", "TRPA1", "PRDM11", "ANAPC15", "CREM", "OR4S1", "BEGAIN", "ACSBG2", "SND1-IT1", "DCLK1", "PEX12", "CHN2", "CYSLTR2", "DHX40", "ANKRA2", "NEXN-AS1", "RPF1", "EIF4E1B", "CCDC120", "DSPP", "CDON", "SLC30A8", "ADGRF3", "LRRC4B", "EVA1B", "FAM89A", "ZNF804A", "HOXD4", "OR10A2", "IRF5", "MINAR2", "RXFP2", "CNOT9", "FABP5", "HIPK4", "OR4F4", "CTLA4", "GRM1", "NLRP4", "ZNF229", "CHEK1", "RBMX2", "GPX2", "C5orf47", "REG1CP", "IL33", "SNX12", "KRT12", "MOB3B", "MARK2P9", "PAX8", "PTGS2", "PRR19", "OR5AP2", "COL25A1", "MAPK8IP3", "CHI3L1", "AIRE", "ATP6V1E2", "NWD2", "CHRNB4", "KRT17", "LY75", "DISC2", "CENPS-CORT", "ATP6V0A4", "DEFA6", "PNLIPRP3", "FOXC2", "PRR29", "ADGRG4", "CD2AP", "TENM2", "C10orf67" ], "Coefficient": [ 0.04756123834472232, 0.041800499456187475, 0.04032232052859172, 0.036822956389945885, 0.03328446762324389, 0.028308777979698597, -0.027300380126925042, 0.026187278948326814, 0.025240915315524554, 0.024093593270929463, 0.023933386468854716, 0.023752771796275506, 0.02353941019290523, 0.022340069390537756, 0.021681792423047054, 0.01997655555706458, 0.019936110742394365, 0.01989047864827072, 0.01889280831738988, -0.0185691624246601, 0.018481613401279254, -0.017593805917885993, -0.017145569244944814, 0.016744782627934822, 0.016535381485731512, 0.015501338597662083, 0.015010479102879355, 0.01477219417999164, 0.014717883101762754, -0.014071416592622121, 0.013461615647865098, 0.01317131924918549, 0.012428739047066938, 0.012258797141332186, 0.012010837186134767, 0.010981522920610932, 0.010952459276127677, -0.010550215595253784, 0.010408954806819463, 0.010396285049855012, 0.010187785123060868, -0.009802576007249975, 0.009331060012437975, 0.009270625108443401, -0.009094060500154674, 0.009066912993479743, -0.008864645058964627, 0.008710983537650456, -0.008437241087658401, -0.00837352735153379, 0.008298901699771712, 0.008177940167079406, 0.008100372367748462, -0.008060647620510501, 0.007224755749624747, 0.00709396476654083, -0.007021904685851132, 0.007013936051189105, 0.006976859828986775, 0.006930117240515317, -0.0065886931375366085, -0.0065494464007833245, 0.006492301680560512, 0.006447297385561844, 0.006355694735832066, -0.006099770131195891, 0.006028629165093604, 0.0059093467378926925, -0.0058214750817417804, 0.005777890573789832, -0.005489298575781754, 0.005311304429627647, -0.0052781955411493, -0.005244867497163009, 0.005235830124323297, -0.005225643993218984, -0.005199351640940698, 0.005178920093837178, 0.005108123495451921, 0.005049011883436072, 0.004904417958160415, 0.00489136137013394, 0.004873391926051204, -0.0044246608810903, -0.004406577990373468, 0.0043350994992791105, -0.0040555143329839265, 0.003744925166571566, 0.0037057753177896853, 0.0036284384428850545, -0.0036201067282573786, -0.0035478749654414203, 0.0033974189113261223, -0.003356329167503745, 0.0033165938040674073, -0.003252623140548713, -0.002948809647121477, -0.0028802964015490194, -0.0028651070870581094, 0.0028586346120422455, 0.002828104343241824, -0.0027990502844616456, -0.002699165576495013, 0.0026602222253377834, 0.0026184714363056767, 0.0025905298481483565, 0.0025843476623683874, 0.002521372409000772, 0.002460910699653146, 0.002447682572862667, 0.002426072090407902, 0.0022852934165746228, 0.00221381878571965, -0.002158973765461733, -0.002122541157630591, -0.002116889239815768, 0.0021149998483006582, 0.002086719993086556, 0.002079269380658447, -0.0020315828379576903, -0.002027824258010315, -0.0019324899210883015, -0.0019252687260736484, 0.0017991511228205108, -0.0017460442909398373, 0.0017444572749678528, -0.0017258867560869836, -0.0015618233077105944, 0.0015596063825896545, -0.0015453791851452966, 0.00152937917483523, -0.0015225785843764972, -0.001448834795818077, 0.00136102029368864, 0.0013395568371969912, -0.0013166683282931238, 0.0013063978170697796, 0.0012985933717764948, -0.0012753429300727478, 0.0012604893761878956, 0.0012561180761905973, 0.001231519594120597, 0.0012105320655858272, -0.0012104081068360472, -0.001187148241744485, 0.0011302197219899912, -0.0011240856673452545, -0.001082323240559725, -0.0010762462310368842, -0.001047705180126785, -0.0010463248877236129, 0.001008658243749905, -0.0009727717731446641, 0.000929632004383535, 0.0009139964987421984, 0.0009019378110912396, -0.0008962410183407183, 0.0008661783458323335, 0.0008433527258821573, 0.0008392663825979, 0.0008364639246758525, -0.0008351384172685595, 0.0008066649882400705, 0.0007950858270648013, -0.0007790020099068957, 0.0007591477090929062, -0.0006981027010052531, -0.0006980509057521221, 0.0006966900457637816, -0.0006932638206722126, 0.000657340670383276, 0.0006535643790348051, -0.0006528038357736676, 0.0006462694001245816, -0.0006397012793495515, 0.0006324986229613913, 0.0006078568509892714, -0.0005993542937243981, -0.0005905570190973932, -0.0005870135149238288, -0.0005665470592662188, -0.0005569292015176825, -0.0005477972987740737, -0.0005442235993902172, 0.0005248943654286022, 0.0005227387355840537, -0.0005081288831535143, -0.00048672375117097194, -0.00048222344408065007, 0.00043651180590115505, 0.00042664927916874696, -0.00042583025044546735, 0.00042507583917717086, 0.0004227500723113616, -0.00042236822674823125, -0.0004188055119617259, 0.00041812278144089435, 0.000399238095285547, -0.0003787710294335925, 0.0003736234978766176, -0.0003651736189624341, -0.0003529494938824955, 0.00035152081451713323, 0.0003316448493957519, 0.0003280112290952126, -0.00030649510876836394, -0.0002983099616787416, -0.00028652572017740023, -0.0002831276018247324, -0.00025241619529883075, -0.0002423820012066901, 0.00023283121361344876, 0.0002262312798140324, -0.00022595332732228883, -0.00022351292735143776, -0.00022327184558722414, 0.0002139919980452003, -0.00021349167312193962, -0.00020997096180294406, 0.0002080801341492632, 0.00020488331436325943, -0.0002002373024907973, -0.00019542297247528907, -0.00017561773694819052, -0.0001751963653407873, 0.00017094967303928505, 0.0001665139201453241, -0.0001628913499851954, 0.00015617935929701152, -0.00015080882638837678, 0.00015079781056379497, -0.00013145249567332265, 0.00012034592118380605, 0.00010431044824254057, 0.00010121469048170726, -9.327139136300496e-05, 9.098829474378904e-05, -8.503993831996552e-05, 7.717717804871349e-05, -7.246248636740742e-05, 7.241337849249056e-05, -7.031287113660893e-05, 6.691942167439046e-05, 6.339886277464065e-05, 6.226767641796726e-05, -6.105647486023396e-05, 4.4104323942379624e-05, 4.3734937063404267e-05, 4.3472282815505125e-05, -3.828740929029712e-05, -3.805275474583203e-05, 3.15642567510571e-05, 2.8252737457061102e-05, 2.5794063035986642e-05, -2.539635098624159e-05, -2.4691668684136604e-05, -2.2833943283552457e-05, 2.0925640962578566e-05, 1.6821738497293415e-05, 1.537798793752213e-05, -1.1901403533640517e-05, 9.813056799278753e-06, 9.276970783743014e-06, -7.502070704678068e-06, -7.403686916886099e-06, -6.6519644746151014e-06, -5.623935051780304e-06, -2.0571274178000667e-06, -1.8818716751876216e-06, -6.558324239488022e-07, 4.634638597209752e-07, 3.9347850220529296e-07, -3.115462658168014e-07, -1.0317399503240424e-07 ], "Absolute Coefficient": [ 0.04756123834472232, 0.041800499456187475, 0.04032232052859172, 0.036822956389945885, 0.03328446762324389, 0.028308777979698597, 0.027300380126925042, 0.026187278948326814, 0.025240915315524554, 0.024093593270929463, 0.023933386468854716, 0.023752771796275506, 0.02353941019290523, 0.022340069390537756, 0.021681792423047054, 0.01997655555706458, 0.019936110742394365, 0.01989047864827072, 0.01889280831738988, 0.0185691624246601, 0.018481613401279254, 0.017593805917885993, 0.017145569244944814, 0.016744782627934822, 0.016535381485731512, 0.015501338597662083, 0.015010479102879355, 0.01477219417999164, 0.014717883101762754, 0.014071416592622121, 0.013461615647865098, 0.01317131924918549, 0.012428739047066938, 0.012258797141332186, 0.012010837186134767, 0.010981522920610932, 0.010952459276127677, 0.010550215595253784, 0.010408954806819463, 0.010396285049855012, 0.010187785123060868, 0.009802576007249975, 0.009331060012437975, 0.009270625108443401, 0.009094060500154674, 0.009066912993479743, 0.008864645058964627, 0.008710983537650456, 0.008437241087658401, 0.00837352735153379, 0.008298901699771712, 0.008177940167079406, 0.008100372367748462, 0.008060647620510501, 0.007224755749624747, 0.00709396476654083, 0.007021904685851132, 0.007013936051189105, 0.006976859828986775, 0.006930117240515317, 0.0065886931375366085, 0.0065494464007833245, 0.006492301680560512, 0.006447297385561844, 0.006355694735832066, 0.006099770131195891, 0.006028629165093604, 0.0059093467378926925, 0.0058214750817417804, 0.005777890573789832, 0.005489298575781754, 0.005311304429627647, 0.0052781955411493, 0.005244867497163009, 0.005235830124323297, 0.005225643993218984, 0.005199351640940698, 0.005178920093837178, 0.005108123495451921, 0.005049011883436072, 0.004904417958160415, 0.00489136137013394, 0.004873391926051204, 0.0044246608810903, 0.004406577990373468, 0.0043350994992791105, 0.0040555143329839265, 0.003744925166571566, 0.0037057753177896853, 0.0036284384428850545, 0.0036201067282573786, 0.0035478749654414203, 0.0033974189113261223, 0.003356329167503745, 0.0033165938040674073, 0.003252623140548713, 0.002948809647121477, 0.0028802964015490194, 0.0028651070870581094, 0.0028586346120422455, 0.002828104343241824, 0.0027990502844616456, 0.002699165576495013, 0.0026602222253377834, 0.0026184714363056767, 0.0025905298481483565, 0.0025843476623683874, 0.002521372409000772, 0.002460910699653146, 0.002447682572862667, 0.002426072090407902, 0.0022852934165746228, 0.00221381878571965, 0.002158973765461733, 0.002122541157630591, 0.002116889239815768, 0.0021149998483006582, 0.002086719993086556, 0.002079269380658447, 0.0020315828379576903, 0.002027824258010315, 0.0019324899210883015, 0.0019252687260736484, 0.0017991511228205108, 0.0017460442909398373, 0.0017444572749678528, 0.0017258867560869836, 0.0015618233077105944, 0.0015596063825896545, 0.0015453791851452966, 0.00152937917483523, 0.0015225785843764972, 0.001448834795818077, 0.00136102029368864, 0.0013395568371969912, 0.0013166683282931238, 0.0013063978170697796, 0.0012985933717764948, 0.0012753429300727478, 0.0012604893761878956, 0.0012561180761905973, 0.001231519594120597, 0.0012105320655858272, 0.0012104081068360472, 0.001187148241744485, 0.0011302197219899912, 0.0011240856673452545, 0.001082323240559725, 0.0010762462310368842, 0.001047705180126785, 0.0010463248877236129, 0.001008658243749905, 0.0009727717731446641, 0.000929632004383535, 0.0009139964987421984, 0.0009019378110912396, 0.0008962410183407183, 0.0008661783458323335, 0.0008433527258821573, 0.0008392663825979, 0.0008364639246758525, 0.0008351384172685595, 0.0008066649882400705, 0.0007950858270648013, 0.0007790020099068957, 0.0007591477090929062, 0.0006981027010052531, 0.0006980509057521221, 0.0006966900457637816, 0.0006932638206722126, 0.000657340670383276, 0.0006535643790348051, 0.0006528038357736676, 0.0006462694001245816, 0.0006397012793495515, 0.0006324986229613913, 0.0006078568509892714, 0.0005993542937243981, 0.0005905570190973932, 0.0005870135149238288, 0.0005665470592662188, 0.0005569292015176825, 0.0005477972987740737, 0.0005442235993902172, 0.0005248943654286022, 0.0005227387355840537, 0.0005081288831535143, 0.00048672375117097194, 0.00048222344408065007, 0.00043651180590115505, 0.00042664927916874696, 0.00042583025044546735, 0.00042507583917717086, 0.0004227500723113616, 0.00042236822674823125, 0.0004188055119617259, 0.00041812278144089435, 0.000399238095285547, 0.0003787710294335925, 0.0003736234978766176, 0.0003651736189624341, 0.0003529494938824955, 0.00035152081451713323, 0.0003316448493957519, 0.0003280112290952126, 0.00030649510876836394, 0.0002983099616787416, 0.00028652572017740023, 0.0002831276018247324, 0.00025241619529883075, 0.0002423820012066901, 0.00023283121361344876, 0.0002262312798140324, 0.00022595332732228883, 0.00022351292735143776, 0.00022327184558722414, 0.0002139919980452003, 0.00021349167312193962, 0.00020997096180294406, 0.0002080801341492632, 0.00020488331436325943, 0.0002002373024907973, 0.00019542297247528907, 0.00017561773694819052, 0.0001751963653407873, 0.00017094967303928505, 0.0001665139201453241, 0.0001628913499851954, 0.00015617935929701152, 0.00015080882638837678, 0.00015079781056379497, 0.00013145249567332265, 0.00012034592118380605, 0.00010431044824254057, 0.00010121469048170726, 9.327139136300496e-05, 9.098829474378904e-05, 8.503993831996552e-05, 7.717717804871349e-05, 7.246248636740742e-05, 7.241337849249056e-05, 7.031287113660893e-05, 6.691942167439046e-05, 6.339886277464065e-05, 6.226767641796726e-05, 6.105647486023396e-05, 4.4104323942379624e-05, 4.3734937063404267e-05, 4.3472282815505125e-05, 3.828740929029712e-05, 3.805275474583203e-05, 3.15642567510571e-05, 2.8252737457061102e-05, 2.5794063035986642e-05, 2.539635098624159e-05, 2.4691668684136604e-05, 2.2833943283552457e-05, 2.0925640962578566e-05, 1.6821738497293415e-05, 1.537798793752213e-05, 1.1901403533640517e-05, 9.813056799278753e-06, 9.276970783743014e-06, 7.502070704678068e-06, 7.403686916886099e-06, 6.6519644746151014e-06, 5.623935051780304e-06, 2.0571274178000667e-06, 1.8818716751876216e-06, 6.558324239488022e-07, 4.634638597209752e-07, 3.9347850220529296e-07, 3.115462658168014e-07, 1.0317399503240424e-07 ] }, "cv_performance": { "prediction": { "accuracy": 82.6086956521739, "precision": 26.666666666666664, "recall": 19.999999999999996, "f1": 18.88888888888889 }, "selection": { "precision": 2.3207916866051024, "recall": 1.6766467065868262, "f1": 1.943753456328156, "jaccard": 0.9816807188136151 } } }