{ | |
"significant_genes": { | |
"Variable": [ | |
"PSMB1", | |
"OR51M1", | |
"CT47A11", | |
"TRIM51", | |
"NAAA", | |
"GNPDA2", | |
"CALML5", | |
"IRF8", | |
"TBC1D21", | |
"TRRAP", | |
"SMCO1", | |
"MYH2", | |
"LCNL1", | |
"TKTL2", | |
"KCNK7", | |
"TMEM114", | |
"DUSP5P1", | |
"LHFPL3", | |
"FAM238A", | |
"NMBR", | |
"SNAR-C4", | |
"PRM2", | |
"S100Z", | |
"DHX40P1", | |
"B4GALNT2", | |
"RAG1", | |
"STARD6", | |
"KRT38", | |
"CATSPER4", | |
"SYS1-DBNDD2", | |
"APOL4", | |
"OR2C3", | |
"DPEP3", | |
"ZNF253", | |
"FGF16", | |
"RBMY1A3P", | |
"LGR6", | |
"DLL3", | |
"ZNF19", | |
"PCDHA4", | |
"DAZ4", | |
"METTL2B", | |
"ASTL", | |
"CENPW", | |
"MB21D2", | |
"NTN5", | |
"SNAR-F", | |
"ARHGAP44", | |
"HS6ST2", | |
"ZNF14", | |
"SLC38A7", | |
"GPR19", | |
"SNORA79", | |
"TTTY4C", | |
"WFDC9", | |
"LINC01600", | |
"UTS2B", | |
"EN1", | |
"FREY1", | |
"TSNAX-DISC1", | |
"RAB11FIP1", | |
"REN", | |
"ERC2-IT1", | |
"MORN1", | |
"PRR25", | |
"CHIT1", | |
"FAM157B", | |
"CCDC42", | |
"AKR1C8", | |
"IL3", | |
"NPY5R", | |
"UST", | |
"PPBP", | |
"HLA-J", | |
"NUTM2A", | |
"C3orf38", | |
"OR2T35", | |
"CLEC12B", | |
"SNORA65", | |
"FAM25G", | |
"FAM185A", | |
"YWHAG", | |
"SEC31A", | |
"SPATS1", | |
"KRT72", | |
"BPGM", | |
"SPATA31J1", | |
"NT5C3B", | |
"CPB1", | |
"SPDYE6", | |
"PRR4", | |
"UNCX", | |
"C9orf72", | |
"PLAC1", | |
"PNPLA4", | |
"BARHL1", | |
"RSU1", | |
"TRIM58", | |
"IL1RAPL1", | |
"NEK10", | |
"SCGB2B2", | |
"CLEC4F", | |
"HAR1B", | |
"NPSR1", | |
"SPATA22", | |
"VWA3A", | |
"ECHDC3", | |
"VPS35", | |
"PXYLP1", | |
"MSL1", | |
"OR2A12", | |
"RAB9BP1", | |
"RP1", | |
"FAM27E5", | |
"DMC1", | |
"PABPC1L2A", | |
"IFNW1", | |
"OR2T33", | |
"IAPP", | |
"SLPI", | |
"RFPL3", | |
"ACSS1", | |
"PITX2", | |
"GMPR2", | |
"TAAR9", | |
"LIMS3-LOC440895", | |
"FOXI3", | |
"NPC1", | |
"GALT", | |
"TMEM31", | |
"CDK11A", | |
"CHRNA1", | |
"NUDT9P1", | |
"MMAA", | |
"IL23R", | |
"MTMR9", | |
"TMEM143", | |
"SLC14A1", | |
"KRT81", | |
"ZNF114", | |
"KLKB1", | |
"INSYN2A", | |
"PRLHR", | |
"SNORA36C", | |
"LINC00652", | |
"ABRA", | |
"NPFFR2", | |
"LPO", | |
"MYBPH", | |
"IGFBP1", | |
"CRYAA", | |
"ATP13A5", | |
"FGF7P6", | |
"AIRE", | |
"DNAAF6", | |
"RPL23AP7", | |
"OR12D2", | |
"AADACL4", | |
"GUSBP1", | |
"PCOTH", | |
"ZNF833P", | |
"SPATA18", | |
"SLC44A1", | |
"RGS8", | |
"POM121L10P", | |
"H2BC10", | |
"CLLU1", | |
"WT1", | |
"PTPN18", | |
"CDK6", | |
"ZFP37", | |
"TRHR", | |
"CRISP2", | |
"DCAF10", | |
"CLC", | |
"KCNJ3", | |
"KRT86", | |
"LOC389705", | |
"MGC27382", | |
"CFHR1", | |
"VRTN", | |
"CSNK1G2-AS1", | |
"ADGRA1", | |
"CARD17P", | |
"CTRB2", | |
"SPATA32", | |
"TATDN2", | |
"ACR", | |
"BSDC1", | |
"DNAH17", | |
"KRTAP4-4", | |
"UBE2U", | |
"PICSAR", | |
"MAGED4", | |
"GJC3", | |
"SLC7A3", | |
"SLC6A3", | |
"TBX20", | |
"GSTM1", | |
"CIMAP1C", | |
"CETN4P", | |
"DEFB134", | |
"ZNF330", | |
"ZNF613", | |
"HOXC5", | |
"HDAC1", | |
"CMA1", | |
"CDH8", | |
"FAM151B", | |
"PF4", | |
"GGT6", | |
"PGM2", | |
"GPR37L1", | |
"RLN3", | |
"PFKP", | |
"C3P1", | |
"FAM227B", | |
"PPP1R27", | |
"DUSP4", | |
"NMNAT2", | |
"ARSH", | |
"SULT4A1", | |
"RPL36A", | |
"MFSD2A", | |
"KHDRBS2", | |
"FOXI1", | |
"NXF2", | |
"ANKK1", | |
"INSL4", | |
"FBXO10", | |
"C6orf58", | |
"POU4F3", | |
"HMG20B", | |
"OTOP1", | |
"DEFB109A", | |
"TP53TG5", | |
"CX3CR1", | |
"SEC1P", | |
"PAQR9", | |
"LOC391322", | |
"GBP3", | |
"KLHL33", | |
"SLC28A2", | |
"PIGL", | |
"CFAP210", | |
"MAST1", | |
"SNAR-I", | |
"PEG3-AS1", | |
"RASAL1", | |
"PRR20B", | |
"LHX9", | |
"LOC100192426", | |
"TTC17", | |
"COLEC11", | |
"CPN2", | |
"SETD3", | |
"TLCD4", | |
"FAM136BP", | |
"FEV", | |
"MICA", | |
"PPP4R1L", | |
"KRT77", | |
"SNORD115-20", | |
"OR2T29", | |
"TSSK2", | |
"SNORA35", | |
"RBMY1B" | |
], | |
"Coefficient": [ | |
-3.1571578046441746, | |
-3.1145733068813177, | |
-3.075279188034648, | |
2.4103642237698737, | |
-2.311107216071623, | |
-2.269135326312297, | |
2.149820998394197, | |
2.033592721553033, | |
-1.8907240990683067, | |
-1.7839422271101508, | |
-1.7238971174042002, | |
-1.6325964285517094, | |
-1.6011183804091156, | |
-1.5723093445700782, | |
1.5471096776024484, | |
1.4998837270448597, | |
1.4820865992754857, | |
1.4762554064101112, | |
-1.4331945591211, | |
1.4218800390576123, | |
1.3969809431139866, | |
-1.344668764069149, | |
1.3197609168875146, | |
-1.3114220562672718, | |
1.2976602579506076, | |
-1.2780106935167082, | |
1.272091186306003, | |
-1.2583730953778087, | |
-1.2540832364550387, | |
1.229150224217548, | |
1.205798470966161, | |
1.1853811034874713, | |
1.1616876027677734, | |
1.1510549125346727, | |
1.145495276321697, | |
-1.1386178280537, | |
1.120096216404903, | |
1.0755383974589465, | |
-1.0569454797675102, | |
-1.054535468044989, | |
1.02496653514766, | |
1.0235632809141801, | |
1.022373136278155, | |
-1.0205403388084349, | |
1.017055746677211, | |
0.9754319016202019, | |
0.9632634875121159, | |
-0.9514369454054656, | |
0.9493968491304254, | |
0.949389045740009, | |
0.938179697157193, | |
0.9257880718040439, | |
0.8825087569504061, | |
0.8741120995411368, | |
-0.8599941080830613, | |
-0.8505691774243174, | |
0.8469872406073212, | |
-0.8343160188167769, | |
0.8238750869356544, | |
-0.8200333582407309, | |
0.8121978712599365, | |
0.8087487373236458, | |
0.8046028532696586, | |
0.8024048014382544, | |
-0.8015722479626571, | |
-0.7896229040164154, | |
0.7884643315810562, | |
0.7877990137037866, | |
0.784017337467848, | |
0.7698942427636362, | |
-0.765842293003634, | |
0.7632318524732176, | |
0.7583552809591233, | |
-0.7507707886029193, | |
0.7496007748026272, | |
0.7374737618276366, | |
0.7338151374105444, | |
0.731202169404145, | |
-0.7257631550536218, | |
-0.7176488916169782, | |
-0.7135696926157067, | |
-0.7076719768700089, | |
-0.7048848367353658, | |
0.6881153411481469, | |
-0.6863676042932608, | |
0.6685692300570694, | |
0.6615551168364557, | |
-0.6426077705812899, | |
-0.6408225675296926, | |
-0.6395226576818167, | |
-0.6259309353448433, | |
0.6182398976667132, | |
0.608404997253965, | |
0.5990018658033155, | |
-0.593646325758616, | |
-0.5857484772799022, | |
-0.5755768086653484, | |
0.5731320412990261, | |
0.5687109713740923, | |
0.5680806272884402, | |
-0.5599326396883476, | |
0.5586310738022846, | |
-0.5581940186173876, | |
-0.5543666136061862, | |
-0.5524246621136573, | |
0.5451818294968835, | |
0.5424370651644423, | |
0.535825227360791, | |
0.5326829891205337, | |
-0.5242861321302692, | |
-0.521826068472833, | |
-0.5184906552662153, | |
0.5169817944860438, | |
-0.514730411619657, | |
-0.5122666541496664, | |
-0.5045744499901126, | |
-0.4971370849575267, | |
0.4960896050096158, | |
0.4951734074700033, | |
-0.48039248393263584, | |
-0.4707561722640179, | |
0.4536458439661338, | |
-0.4494385677365147, | |
-0.4406461526180874, | |
0.43433334841521104, | |
0.42440927478616697, | |
0.41885658744600535, | |
0.41593840089637385, | |
0.4125234938938308, | |
-0.4090885500339147, | |
0.40052883840885556, | |
-0.39988466399682915, | |
0.3934625090152235, | |
-0.39229428439090364, | |
-0.38884366988199115, | |
0.38871932706403467, | |
-0.38417262197058816, | |
0.37862501829624334, | |
-0.37619669380089554, | |
0.37141786231997637, | |
-0.371291210722158, | |
-0.37126903358136787, | |
-0.367406217550085, | |
-0.3621853707732767, | |
0.3598288590454137, | |
-0.35163836784077346, | |
-0.34977283131492376, | |
-0.33636451244388216, | |
-0.3263483769014838, | |
0.3262536823268592, | |
0.32369326826193456, | |
0.3209288421946569, | |
-0.3170467198909156, | |
0.3158039345491505, | |
-0.31092180639912165, | |
-0.3067014035600737, | |
0.30306808176117644, | |
-0.30137296965023747, | |
0.2964971682114758, | |
-0.2920354098782411, | |
-0.29080235815617067, | |
-0.28892745623092675, | |
0.28284509097589766, | |
-0.27911486130709584, | |
0.2694144737721874, | |
-0.2671634915325748, | |
0.2634758871087076, | |
-0.26041791717507806, | |
-0.2590628493421023, | |
-0.2532966434568238, | |
0.244411806176974, | |
-0.24052157434483515, | |
-0.23611368275962485, | |
0.23557153470417297, | |
-0.23468146464552103, | |
0.2314233752283021, | |
-0.2301980900228273, | |
0.22819932176362612, | |
0.22452104904369238, | |
0.22292771384145882, | |
0.22280325456371555, | |
0.21850178021781208, | |
-0.21619084158345167, | |
-0.21283742760922927, | |
-0.201920681361809, | |
0.2003279283847329, | |
-0.19959320842496509, | |
0.19365674701680413, | |
0.19208061632098614, | |
-0.18814888171469454, | |
-0.18548338899024047, | |
-0.1779227527471462, | |
-0.1757140024655965, | |
-0.1715605338013049, | |
-0.16843277335896253, | |
-0.16646719009069305, | |
-0.16438825106220872, | |
-0.1631255486216729, | |
0.1559518084590952, | |
0.14868998144096185, | |
-0.1486304705915771, | |
0.1439968311315169, | |
-0.13224606614829945, | |
0.13005445339192248, | |
-0.12964361835067184, | |
0.12706805113883463, | |
-0.12579458275019786, | |
0.12297063089545032, | |
-0.1182101948106845, | |
-0.11430772479708977, | |
0.11194070980260762, | |
-0.10947885272982032, | |
0.10844286030127048, | |
-0.10426685021393238, | |
-0.10201985048388461, | |
0.10159244951867337, | |
-0.09779592415392527, | |
-0.09263436937399297, | |
0.09216474303712098, | |
-0.08406739448751925, | |
0.08311238123190208, | |
0.08046947346681642, | |
-0.07918752919366218, | |
0.07877864687127192, | |
0.0785911836254503, | |
-0.07787017289289774, | |
-0.07418017796833037, | |
0.07165485302775745, | |
-0.0674118155062776, | |
0.06694508888953764, | |
-0.0666736057254096, | |
0.06525169241166395, | |
-0.06498786283012598, | |
0.06448911065149024, | |
-0.06125064403618215, | |
-0.05064720728905888, | |
0.04903906188496053, | |
0.03952695810209401, | |
0.037919348445113334, | |
-0.03380318650334753, | |
-0.02984675647932996, | |
0.029809667551955327, | |
0.02812484153973914, | |
0.025620681358146487, | |
0.023376280764866555, | |
-0.019482025603233023, | |
0.018513703337569024, | |
-0.017890306105415858, | |
-0.017390425107627037, | |
-0.01394474710169224, | |
0.012701140727721919, | |
-0.010795561546101031, | |
0.010491548149029091, | |
0.007406927051091203, | |
-0.0071409425389238, | |
-0.0062887766418104445, | |
-0.0062057038271322845, | |
0.004202977358250397, | |
-0.00371944502375653, | |
0.003380799645858548, | |
0.0026150421963344094, | |
0.0007667542867777456, | |
0.0005540872283308122, | |
-0.000281309576735767, | |
-6.122887963936659e-05, | |
4.233897374824804e-05, | |
1.19876865400002e-05 | |
], | |
"Absolute Coefficient": [ | |
3.1571578046441746, | |
3.1145733068813177, | |
3.075279188034648, | |
2.4103642237698737, | |
2.311107216071623, | |
2.269135326312297, | |
2.149820998394197, | |
2.033592721553033, | |
1.8907240990683067, | |
1.7839422271101508, | |
1.7238971174042002, | |
1.6325964285517094, | |
1.6011183804091156, | |
1.5723093445700782, | |
1.5471096776024484, | |
1.4998837270448597, | |
1.4820865992754857, | |
1.4762554064101112, | |
1.4331945591211, | |
1.4218800390576123, | |
1.3969809431139866, | |
1.344668764069149, | |
1.3197609168875146, | |
1.3114220562672718, | |
1.2976602579506076, | |
1.2780106935167082, | |
1.272091186306003, | |
1.2583730953778087, | |
1.2540832364550387, | |
1.229150224217548, | |
1.205798470966161, | |
1.1853811034874713, | |
1.1616876027677734, | |
1.1510549125346727, | |
1.145495276321697, | |
1.1386178280537, | |
1.120096216404903, | |
1.0755383974589465, | |
1.0569454797675102, | |
1.054535468044989, | |
1.02496653514766, | |
1.0235632809141801, | |
1.022373136278155, | |
1.0205403388084349, | |
1.017055746677211, | |
0.9754319016202019, | |
0.9632634875121159, | |
0.9514369454054656, | |
0.9493968491304254, | |
0.949389045740009, | |
0.938179697157193, | |
0.9257880718040439, | |
0.8825087569504061, | |
0.8741120995411368, | |
0.8599941080830613, | |
0.8505691774243174, | |
0.8469872406073212, | |
0.8343160188167769, | |
0.8238750869356544, | |
0.8200333582407309, | |
0.8121978712599365, | |
0.8087487373236458, | |
0.8046028532696586, | |
0.8024048014382544, | |
0.8015722479626571, | |
0.7896229040164154, | |
0.7884643315810562, | |
0.7877990137037866, | |
0.784017337467848, | |
0.7698942427636362, | |
0.765842293003634, | |
0.7632318524732176, | |
0.7583552809591233, | |
0.7507707886029193, | |
0.7496007748026272, | |
0.7374737618276366, | |
0.7338151374105444, | |
0.731202169404145, | |
0.7257631550536218, | |
0.7176488916169782, | |
0.7135696926157067, | |
0.7076719768700089, | |
0.7048848367353658, | |
0.6881153411481469, | |
0.6863676042932608, | |
0.6685692300570694, | |
0.6615551168364557, | |
0.6426077705812899, | |
0.6408225675296926, | |
0.6395226576818167, | |
0.6259309353448433, | |
0.6182398976667132, | |
0.608404997253965, | |
0.5990018658033155, | |
0.593646325758616, | |
0.5857484772799022, | |
0.5755768086653484, | |
0.5731320412990261, | |
0.5687109713740923, | |
0.5680806272884402, | |
0.5599326396883476, | |
0.5586310738022846, | |
0.5581940186173876, | |
0.5543666136061862, | |
0.5524246621136573, | |
0.5451818294968835, | |
0.5424370651644423, | |
0.535825227360791, | |
0.5326829891205337, | |
0.5242861321302692, | |
0.521826068472833, | |
0.5184906552662153, | |
0.5169817944860438, | |
0.514730411619657, | |
0.5122666541496664, | |
0.5045744499901126, | |
0.4971370849575267, | |
0.4960896050096158, | |
0.4951734074700033, | |
0.48039248393263584, | |
0.4707561722640179, | |
0.4536458439661338, | |
0.4494385677365147, | |
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}, | |
"cv_performance": { | |
"prediction": { | |
"accuracy": 92.22222222222221, | |
"precision": 92.22222222222221, | |
"recall": 100.0, | |
"f1": 95.94680356415742 | |
}, | |
"selection": { | |
"precision": 0.16741090972769462, | |
"recall": 1.176470588235294, | |
"f1": 0.2931032168883282, | |
"jaccard": 0.14709063378758383 | |
} | |
} | |
} |