{ | |
"significant_genes": { | |
"Variable": [ | |
"ABCB7", | |
"ABCA11P", | |
"ABCA5", | |
"AGFG1", | |
"ABCD4", | |
"BACH2", | |
"ACTC1", | |
"AGA", | |
"ABCA7", | |
"ABCA12", | |
"ACTN3", | |
"ANKRD36BP2", | |
"DNASE1L2", | |
"ACAA2", | |
"AGBL3", | |
"AEN", | |
"ABCA6", | |
"ARL4C", | |
"ABCC6", | |
"ADRB1", | |
"ACD", | |
"ADGRL2", | |
"ANXA4", | |
"AKT3", | |
"ABCA1", | |
"ADORA3", | |
"CTRB1", | |
"KLHL4", | |
"ADNP2", | |
"ANGPT1", | |
"DESI2", | |
"ACTN2", | |
"FOLR3", | |
"GPR87", | |
"ALAS1", | |
"EEF1AKMT3", | |
"ACADL", | |
"ALOX5", | |
"CPS1", | |
"EBLN2", | |
"CD52", | |
"COL15A1", | |
"ANXA8", | |
"BGLAP", | |
"DIO1", | |
"ACAN", | |
"ADA", | |
"C9", | |
"KIZ", | |
"ABCG5", | |
"ASB1", | |
"AGPAT2", | |
"ATP1B4", | |
"C3orf36", | |
"DFFB", | |
"AADAC", | |
"ABCB11", | |
"AIM2", | |
"SLFN12", | |
"ABHD3", | |
"H4C8", | |
"ABL1", | |
"ACR", | |
"DDIT4", | |
"LAMB2", | |
"ADAM17", | |
"ASGR2", | |
"BAIAP2L2", | |
"BARX1", | |
"ACAD10", | |
"ABR", | |
"ABI3BP", | |
"CCT3", | |
"AGFG2", | |
"FAM120C", | |
"A4GALT", | |
"CHD5", | |
"ART3", | |
"AR", | |
"AVPR1A", | |
"CNTN5", | |
"ACACA", | |
"C3", | |
"GLT8D2", | |
"ADCY6", | |
"CLCN6", | |
"ATXN7L3B", | |
"CYP27A1", | |
"ADGRD2", | |
"INSM1", | |
"TEX12", | |
"ANKH", | |
"PCDH11X", | |
"CDKL5", | |
"RND3", | |
"ACBD3", | |
"ACTL6A", | |
"ADAM29", | |
"ALS2CL", | |
"ABCC5", | |
"ADGRL4", | |
"CTNNAL1", | |
"BAG4", | |
"AFF3", | |
"APCS", | |
"ATP2B4", | |
"ATG2B", | |
"CCN4", | |
"BBS4", | |
"NUBP2", | |
"APBB1IP", | |
"CPT1A", | |
"BTN2A2", | |
"ADAM11", | |
"EDA2R", | |
"ACSL1", | |
"EPCAM", | |
"DOK5", | |
"ARPC5L", | |
"ACSS3", | |
"CLUAP1", | |
"ASAP2", | |
"PLEK", | |
"COQ9", | |
"RPE65", | |
"FABP4", | |
"ALDH5A1", | |
"CA10", | |
"CCL8", | |
"ABO", | |
"CHN1", | |
"DNAL4", | |
"GPATCH2L", | |
"DRAM1", | |
"IK", | |
"PHLDA3", | |
"ADCY10", | |
"ATG16L1", | |
"DNAAF1", | |
"CDS1", | |
"SREK1", | |
"AMBP", | |
"CLCNKB", | |
"ACTR1A", | |
"KIF5C", | |
"FDXR", | |
"ACSM3", | |
"PCDHB12", | |
"AVEN", | |
"APOL3", | |
"ADAM21", | |
"CAP1", | |
"DDX6", | |
"SYCE1L", | |
"CDC42EP3", | |
"TECTA", | |
"B4GALNT1", | |
"HSPA6", | |
"ZNF266", | |
"GPR88", | |
"EMP2", | |
"FCAR", | |
"CISD1", | |
"GKN1", | |
"CHFR", | |
"CPNE6", | |
"MAP7", | |
"KRT18P50", | |
"HEXA-AS1", | |
"MAGEA1", | |
"ASCL3", | |
"ARHGAP44", | |
"MAGEA10", | |
"CA5A", | |
"B3GALT4", | |
"TRPM1", | |
"PDE4DIP", | |
"KCTD7", | |
"ANTXR1", | |
"DVL1", | |
"ANKEF1", | |
"HTR3A", | |
"DNAAF11", | |
"COX20", | |
"ARHGAP45", | |
"ANKRD40", | |
"ADCY8", | |
"DKK2", | |
"EIF2B2", | |
"CASD1", | |
"ACAP2", | |
"HTR2C", | |
"ARL14", | |
"CMA1", | |
"APPL1", | |
"CCR7", | |
"CARD9", | |
"BTN3A2", | |
"FRRS1L", | |
"ACSM5", | |
"FCGR2B", | |
"ARNT2", | |
"TMEM43", | |
"AKIP1", | |
"EDC4", | |
"SPDYE2", | |
"LRRC49", | |
"CPNE1", | |
"CD68", | |
"HIRA", | |
"TADA2A", | |
"ATRNL1", | |
"ARHGAP8", | |
"SPATA20", | |
"GCDH", | |
"UNC45A", | |
"KIFC1", | |
"ANKRD1", | |
"NELL2", | |
"IKZF3", | |
"CD8B", | |
"TNNT2", | |
"TAS2R13", | |
"LRRC14", | |
"ADGRF5", | |
"TSKS", | |
"LILRA3", | |
"ANKRD34C", | |
"GPATCH2", | |
"SPECC1L", | |
"ALPK1", | |
"IGHV5-78", | |
"IAPP", | |
"SOAT2", | |
"UNG", | |
"HIVEP2", | |
"BRCA1", | |
"FBXL7", | |
"IPO8", | |
"GAGE2A", | |
"ITIH1", | |
"AOC3", | |
"SHC1P1", | |
"CLEC4M", | |
"CH25H", | |
"TCF7", | |
"BCL2L10", | |
"RBBP5", | |
"VPS37C", | |
"AKAP5", | |
"RAB11FIP5", | |
"SAR1A", | |
"DAPK3", | |
"AKTIP", | |
"TBX10", | |
"LRP2BP", | |
"TP53I3", | |
"CPA1", | |
"ALKBH1", | |
"NOLC1", | |
"ZFHX3", | |
"CLEC4E", | |
"WSCD2", | |
"BABAM2", | |
"CGRRF1", | |
"FAM182B", | |
"ANXA8L1" | |
], | |
"Coefficient": [ | |
0.10738477035462797, | |
0.06165023770808879, | |
0.06036379388326002, | |
-0.060150287331899976, | |
0.043759834803324, | |
-0.03683531808462079, | |
-0.036212183760849906, | |
0.03324557743803376, | |
-0.03247009244985193, | |
-0.029282083080967043, | |
0.028176847355439738, | |
-0.027809476344772075, | |
-0.026969035194631563, | |
0.02678611983512934, | |
-0.026271346604544703, | |
-0.025730381501500522, | |
0.025708699007743707, | |
0.02561178371723132, | |
0.02514099297654618, | |
0.025010616327633364, | |
-0.024943892087783515, | |
-0.024745299847445862, | |
-0.024719110798352224, | |
-0.024666893991461422, | |
0.02354728897463406, | |
0.02336274097563237, | |
0.022982393145753656, | |
0.0220665964966452, | |
-0.021423912083525863, | |
0.02064193029304321, | |
-0.02044156806276752, | |
0.02029257854549526, | |
0.02020507460954734, | |
-0.01919614021764296, | |
-0.019128150356407803, | |
-0.018749233048314207, | |
0.01788353963582786, | |
-0.01779792254748301, | |
0.017773189640319317, | |
0.017644923763087735, | |
-0.0172587698051937, | |
0.017180455634493046, | |
-0.017088377865563387, | |
-0.017061943421282443, | |
-0.016851858273597715, | |
0.016810321695958787, | |
0.016091776153947364, | |
-0.015346537814042433, | |
0.015078572113949456, | |
0.014969289473221084, | |
-0.014611443883350344, | |
-0.014492752240427226, | |
-0.01408600613605387, | |
-0.013950886654730965, | |
0.013644100466251197, | |
0.013494862288126871, | |
0.013227326238861853, | |
0.013018120361510297, | |
-0.012842220209198799, | |
-0.01259130547418561, | |
0.012572749413654565, | |
-0.012332606503006051, | |
0.012239044298813735, | |
0.012197806895992197, | |
0.011923296362822697, | |
-0.011914096843891503, | |
0.011844998617240372, | |
-0.011816236244227058, | |
-0.011772142249911181, | |
-0.011728428840586027, | |
-0.011416216729246472, | |
0.011349514248483709, | |
-0.011038858831401713, | |
-0.01039515728868046, | |
-0.010188582821966687, | |
-0.009684489017944458, | |
-0.009530929993360015, | |
-0.009475744280138167, | |
-0.009423274630418643, | |
0.009213710800109307, | |
-0.009181668528758836, | |
0.009052184879762153, | |
-0.00848965681881009, | |
0.008482199905497536, | |
0.008407745847681902, | |
0.008395691152176438, | |
-0.0077401139676546, | |
-0.007727483927984507, | |
-0.007492240924757712, | |
-0.0070171751230005365, | |
-0.0069050270656558724, | |
-0.006688990497955497, | |
-0.0065696574912608, | |
-0.006387972250521843, | |
0.006334037477471184, | |
-0.006233239783669982, | |
-0.005909071371595663, | |
0.005807939026390501, | |
-0.005765396197514757, | |
0.005746675911683652, | |
0.0056911840829332715, | |
-0.005529365629999617, | |
-0.005521683816901047, | |
0.0055131483980958166, | |
-0.005346952902669613, | |
-0.00512653891053721, | |
-0.0050956176039292376, | |
0.004974523786477969, | |
-0.004798772518745666, | |
0.004656291380793411, | |
0.00464763308132505, | |
0.0046281697851458786, | |
-0.004582192392218747, | |
0.004471284492034459, | |
0.004418412931592468, | |
-0.004374509517950847, | |
-0.00434258370374598, | |
0.004276543892664819, | |
-0.004189716190687115, | |
0.004121980049412574, | |
0.004098232210243557, | |
0.003939681322511895, | |
-0.003627814288781567, | |
0.0035838297760688886, | |
0.0035711886264485474, | |
-0.003485571189203057, | |
-0.003356070741916272, | |
-0.003279807957704941, | |
-0.003140594970588561, | |
-0.0029478033416892105, | |
-0.0028772945443344983, | |
-0.002842793463417791, | |
0.0028093155731050905, | |
-0.002792823998894054, | |
-0.0027719766473464588, | |
0.002766017759700516, | |
-0.002759172659961363, | |
-0.002665587990458092, | |
-0.002560439646147334, | |
-0.0024755317270035, | |
0.0024326551160160767, | |
0.0024150171367857826, | |
-0.002370114825426563, | |
-0.00230799191190783, | |
0.002300801595430275, | |
0.002278668962631546, | |
0.002199886012201742, | |
0.002185291445052105, | |
-0.0021571307123324545, | |
0.002138973092319313, | |
0.002135243677970848, | |
0.0019458844395396392, | |
0.0019246709827516807, | |
-0.0018492048546912602, | |
-0.0018376598586084855, | |
-0.0018326667815561364, | |
-0.0018140399503836248, | |
0.0018050405473544686, | |
-0.0018004377271566892, | |
-0.0017724079420366305, | |
-0.0017494376731199436, | |
-0.001743651596034022, | |
0.0017309942012188578, | |
0.001723862366740554, | |
-0.0017086820669388017, | |
-0.0016852971265568684, | |
0.0016717319108458827, | |
-0.0016388401873173475, | |
-0.0016301374986543164, | |
-0.0016111544010510841, | |
-0.001594640463583482, | |
-0.0015913608821235034, | |
0.0015757508738816612, | |
-0.001575667279583456, | |
0.0015505672779200681, | |
0.0015488228927527988, | |
-0.0015406561613825677, | |
-0.001484950912281361, | |
-0.0014816909478462788, | |
-0.0014480789133884283, | |
-0.0013758619413576775, | |
0.001368615821197406, | |
-0.001293287312725128, | |
-0.001274273373046896, | |
0.001267733180404483, | |
-0.0012615032653449727, | |
0.0012468511496572375, | |
0.001178038665858107, | |
0.0011780325165481498, | |
-0.001119526939420697, | |
-0.0011050591682789223, | |
0.0010879267486123187, | |
-0.001045429692548937, | |
-0.0010124911671655352, | |
-0.0009028144921288832, | |
-0.0008662352417307985, | |
0.0008373341765529077, | |
0.000828190402791543, | |
-0.0008042086761056919, | |
0.000774198701659125, | |
0.0007706339132456094, | |
-0.0007646878159888029, | |
-0.0007034561744267717, | |
0.0006989234735878995, | |
-0.0006928431424523844, | |
-0.0006534071203698678, | |
-0.0006376579893708659, | |
-0.000601479437846436, | |
-0.0005974260259572148, | |
-0.0005820513248703279, | |
-0.00047582439074306086, | |
-0.00045053722692479925, | |
-0.0004130087747792785, | |
-0.00040803686519883756, | |
-0.0003947507827972191, | |
-0.0003901652437579389, | |
-0.0003866073730398715, | |
-0.00037378660245026207, | |
-0.0003627176751587408, | |
0.0003193217198420608, | |
-0.00031830109670674217, | |
-0.00029603573499403416, | |
0.00027925695087677746, | |
0.0002740207882021494, | |
0.00027325208743756585, | |
-0.00026975006406736683, | |
-0.0002687674857687524, | |
-0.0002571684195121206, | |
0.00023858526856176268, | |
-0.00023332334172337766, | |
-0.00022069742012302313, | |
0.00018933853552817367, | |
0.00017170033248625413, | |
-0.00016796007258615896, | |
-0.0001635379481824282, | |
-0.00013301163071136705, | |
-0.00012066399038581881, | |
0.00012001051746050482, | |
-0.00010663580425385173, | |
9.984166340906105e-05, | |
-8.936803975271544e-05, | |
8.633871561749976e-05, | |
-7.366057731769091e-05, | |
-6.776531463661293e-05, | |
6.0497175474618174e-05, | |
-5.3524831895166304e-05, | |
-4.7185048294230075e-05, | |
-4.6975441002792074e-05, | |
4.231162776324911e-05, | |
4.221358375024997e-05, | |
-4.1995555126558884e-05, | |
-3.9540159416822886e-05, | |
-2.9635668712864017e-05, | |
-2.595774262911998e-05, | |
-1.9046492272124845e-05, | |
-1.7421086078756466e-05, | |
-1.6249039672076296e-05, | |
-1.0112754386125456e-05, | |
8.705537623780236e-06, | |
-8.16119630821428e-06, | |
6.62832697151763e-06, | |
5.110026468437218e-06, | |
-2.733650672095619e-06, | |
1.2284604517703902e-06, | |
-9.544376065020489e-07, | |
-1.330362541259074e-07, | |
-3.642919299551295e-18 | |
], | |
"Absolute Coefficient": [ | |
0.10738477035462797, | |
0.06165023770808879, | |
0.06036379388326002, | |
0.060150287331899976, | |
0.043759834803324, | |
0.03683531808462079, | |
0.036212183760849906, | |
0.03324557743803376, | |
0.03247009244985193, | |
0.029282083080967043, | |
0.028176847355439738, | |
0.027809476344772075, | |
0.026969035194631563, | |
0.02678611983512934, | |
0.026271346604544703, | |
0.025730381501500522, | |
0.025708699007743707, | |
0.02561178371723132, | |
0.02514099297654618, | |
0.025010616327633364, | |
0.024943892087783515, | |
0.024745299847445862, | |
0.024719110798352224, | |
0.024666893991461422, | |
0.02354728897463406, | |
0.02336274097563237, | |
0.022982393145753656, | |
0.0220665964966452, | |
0.021423912083525863, | |
0.02064193029304321, | |
0.02044156806276752, | |
0.02029257854549526, | |
0.02020507460954734, | |
0.01919614021764296, | |
0.019128150356407803, | |
0.018749233048314207, | |
0.01788353963582786, | |
0.01779792254748301, | |
0.017773189640319317, | |
0.017644923763087735, | |
0.0172587698051937, | |
0.017180455634493046, | |
0.017088377865563387, | |
0.017061943421282443, | |
0.016851858273597715, | |
0.016810321695958787, | |
0.016091776153947364, | |
0.015346537814042433, | |
0.015078572113949456, | |
0.014969289473221084, | |
0.014611443883350344, | |
0.014492752240427226, | |
0.01408600613605387, | |
0.013950886654730965, | |
0.013644100466251197, | |
0.013494862288126871, | |
0.013227326238861853, | |
0.013018120361510297, | |
0.012842220209198799, | |
0.01259130547418561, | |
0.012572749413654565, | |
0.012332606503006051, | |
0.012239044298813735, | |
0.012197806895992197, | |
0.011923296362822697, | |
0.011914096843891503, | |
0.011844998617240372, | |
0.011816236244227058, | |
0.011772142249911181, | |
0.011728428840586027, | |
0.011416216729246472, | |
0.011349514248483709, | |
0.011038858831401713, | |
0.01039515728868046, | |
0.010188582821966687, | |
0.009684489017944458, | |
0.009530929993360015, | |
0.009475744280138167, | |
0.009423274630418643, | |
0.009213710800109307, | |
0.009181668528758836, | |
0.009052184879762153, | |
0.00848965681881009, | |
0.008482199905497536, | |
0.008407745847681902, | |
0.008395691152176438, | |
0.0077401139676546, | |
0.007727483927984507, | |
0.007492240924757712, | |
0.0070171751230005365, | |
0.0069050270656558724, | |
0.006688990497955497, | |
0.0065696574912608, | |
0.006387972250521843, | |
0.006334037477471184, | |
0.006233239783669982, | |
0.005909071371595663, | |
0.005807939026390501, | |
0.005765396197514757, | |
0.005746675911683652, | |
0.0056911840829332715, | |
0.005529365629999617, | |
0.005521683816901047, | |
0.0055131483980958166, | |
0.005346952902669613, | |
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}, | |
"cv_performance": { | |
"prediction": { | |
"accuracy": 70.0, | |
"precision": 67.65584415584415, | |
"recall": 75.01515151515152, | |
"f1": 70.1886446886447 | |
}, | |
"selection": { | |
"precision": 0.43890977443609025, | |
"recall": 1.6666666666666667, | |
"f1": 0.694548774126239, | |
"jaccard": 0.3489354195403438 | |
} | |
} | |
} |