{ | |
"significant_genes": { | |
"Variable": [ | |
"AKT2", | |
"ARG1", | |
"ADGRD1", | |
"ABCA7", | |
"CDX1", | |
"XIST", | |
"ACE2", | |
"FGFBP2", | |
"CEACAM8", | |
"DSCR8", | |
"EIF1AY", | |
"BCO1", | |
"ALDH1A2", | |
"AP1S3", | |
"BRAP", | |
"C12orf57", | |
"DDX6", | |
"EPS8L1", | |
"BOD1L1", | |
"CXCL9", | |
"MAML2", | |
"ACAT1", | |
"HTN1", | |
"DCDC1", | |
"ADAMTS9", | |
"TNFRSF10D", | |
"CEACAM3", | |
"ANKRD42", | |
"KRTAP10-4", | |
"AK1", | |
"DSG2", | |
"ACTR1B", | |
"EPB42", | |
"CDR1", | |
"AQP8", | |
"GDF6", | |
"ASIP", | |
"BMAL2", | |
"C5orf34", | |
"ADAM28", | |
"ANO6", | |
"ACAP1", | |
"ASB7", | |
"APOBEC3C", | |
"ATP2B4", | |
"C4BPA", | |
"LINC00314", | |
"ACBD4", | |
"PXT1", | |
"CDKAL1", | |
"SHANK1", | |
"ADAM22", | |
"ALPK3", | |
"BCORP1", | |
"ANKS1A", | |
"CNGA3", | |
"ACAP3", | |
"CCN4", | |
"ERICH6", | |
"ADCY6", | |
"ADCY5", | |
"PKP1", | |
"BATF2", | |
"ZNF706", | |
"MAGEA8", | |
"BUD31", | |
"PRKY", | |
"C10orf95", | |
"C8orf44", | |
"DDT", | |
"FLJ33534", | |
"BMX", | |
"CATSPER2P1", | |
"ZNF804B", | |
"A4GALT", | |
"CD163", | |
"OR2A12", | |
"IL15RA", | |
"CDX2", | |
"SNAP29", | |
"DEFA1", | |
"BPIFA2", | |
"HFE", | |
"FYB2", | |
"BMF", | |
"BOLA3", | |
"CACNG1", | |
"RAD51AP2", | |
"CAPN5", | |
"ACKR4", | |
"CCDC190", | |
"IFNA6", | |
"ADARB2", | |
"CD207", | |
"ACOX1", | |
"BLNK", | |
"ANXA11", | |
"AMDHD1", | |
"HNF1A", | |
"ASAP3", | |
"CATSPER3", | |
"AMIGO2", | |
"PCDHGA2", | |
"CYP1B1-AS1", | |
"AKAP8", | |
"CTSG", | |
"PLB1", | |
"OPRM1", | |
"GAGE4", | |
"CTSW", | |
"NLGN4Y", | |
"C11orf98", | |
"ABHD13", | |
"CREB3L3", | |
"AGMAT", | |
"LRRC25", | |
"CCR8", | |
"EWSR1", | |
"ALDH18A1", | |
"SLC22A8", | |
"ARID5A", | |
"CDIPT", | |
"AIP", | |
"PRR11", | |
"DDX3Y", | |
"OR2M5", | |
"PMM1", | |
"OXSR1", | |
"KRTAP4-1", | |
"IL12B", | |
"CCL23", | |
"NKX6-1", | |
"HLA-DQB1", | |
"OR2A14", | |
"ART5", | |
"TYW5", | |
"KLK8", | |
"OR5AC2", | |
"ADAM15", | |
"CRYZ", | |
"SAPCD1", | |
"CYBB", | |
"GTF3C4", | |
"FGF6", | |
"CORT", | |
"EME2", | |
"ADAD2", | |
"TSHB", | |
"HTR4", | |
"AQP7", | |
"CARD14", | |
"RPP14", | |
"PARP3", | |
"HTR1F", | |
"ABCC10", | |
"ACSM4", | |
"RNASE3", | |
"CACNA1C", | |
"TAS1R2", | |
"IRGC", | |
"MRPL52", | |
"CHTF18", | |
"EEFSEC", | |
"IL17REL", | |
"GSDMA", | |
"ZNF516", | |
"CNNM4", | |
"FCGR2B", | |
"MYO15A", | |
"DDI1", | |
"GSTA1", | |
"ARL17A", | |
"TTTY15", | |
"AGBL4", | |
"DAB1", | |
"APEX1", | |
"ARFRP1", | |
"BOP1", | |
"ANXA2P1", | |
"FLVCR2", | |
"OR52I1", | |
"DARS2", | |
"PAX5", | |
"UPK1B", | |
"ZNF818P", | |
"CYP24A1", | |
"DEFB125", | |
"DCANP1", | |
"BSND", | |
"P2RY2", | |
"KRT1", | |
"FAM9A", | |
"DCT", | |
"MSX2P1", | |
"DNAAF3", | |
"KCNK17", | |
"CLEC2B", | |
"CPNE7", | |
"DOK2", | |
"ERI2", | |
"SLC16A13", | |
"DUSP9", | |
"BLM", | |
"TP53I3", | |
"H2AB1", | |
"ARF1", | |
"FGF3", | |
"NUDT4B", | |
"GFI1", | |
"FAM90A8", | |
"BBS9", | |
"ACOT2", | |
"DCAF12L1", | |
"MAGEB10", | |
"COL23A1", | |
"GAGE6", | |
"CENPM", | |
"KDM5D", | |
"ELK1", | |
"NHEJ1", | |
"PDYN", | |
"GFPT2", | |
"ANGPT2", | |
"SLC24A5", | |
"CGB5", | |
"NXPH3", | |
"COL4A1", | |
"SHPK", | |
"HLA-DOB", | |
"CYP3A43", | |
"GAGE12G", | |
"FAM163B", | |
"ZNF382", | |
"ATF6B", | |
"GAGE5", | |
"E2F8", | |
"KRTAP10-7", | |
"LCN1", | |
"CCDC181", | |
"B3GALT6", | |
"CCL26", | |
"KRT2", | |
"FAM117A", | |
"OR5D14", | |
"RMDN2", | |
"ACTRT2", | |
"SLC18A3", | |
"STX18", | |
"AP1G2", | |
"CELA2B", | |
"CX3CR1", | |
"OR10G7", | |
"STPG1", | |
"CAPG", | |
"GPRC5D", | |
"SLFNL1", | |
"ARHGAP26", | |
"MCMBP", | |
"CEMIP2", | |
"DPEP2", | |
"PCDHA11", | |
"CIITA", | |
"LIMD2", | |
"BDKRB2", | |
"CRH", | |
"TBC1D31" | |
], | |
"Coefficient": [ | |
0.034042770794303234, | |
0.030162154984049123, | |
0.02945392592380842, | |
0.02860588653056793, | |
0.0277013474713723, | |
0.02567740780507914, | |
0.02554933511009386, | |
0.02387963516251841, | |
-0.02379019123316222, | |
0.023130125093272356, | |
-0.020068528569729238, | |
0.019391954305317226, | |
0.01897335259499259, | |
-0.01882242303495772, | |
0.018642099651434384, | |
-0.018430459743504102, | |
0.017803111165703947, | |
0.017281140584296747, | |
0.01711831092383753, | |
0.017035166814657093, | |
0.016869897787740437, | |
-0.016542431653037298, | |
0.016050722631641628, | |
0.015850663349565298, | |
0.015645687043496583, | |
-0.015396117306285649, | |
0.015069894353297255, | |
0.014876752925699092, | |
-0.014602823373010412, | |
-0.014555909951147722, | |
0.013845811315959902, | |
0.013762843445511742, | |
0.013472580422696702, | |
0.012977271418804648, | |
0.012867872555202761, | |
-0.012806366382666048, | |
0.012560872974046683, | |
0.012372580185883686, | |
0.011960003419138363, | |
-0.011899615315758595, | |
0.011742058512690787, | |
0.011627085269821024, | |
0.011620234146498438, | |
0.011384732790928003, | |
0.011344495630442201, | |
-0.011230504246497078, | |
0.01113867924748756, | |
0.010949647684408939, | |
-0.010924563414383021, | |
-0.010713755009281607, | |
0.01069128420677227, | |
0.010678362200898607, | |
0.010522486894277665, | |
-0.009798102959914241, | |
-0.009710127216457113, | |
-0.009504061220057747, | |
0.0094088530918986, | |
-0.009169160093179854, | |
0.009036099423702532, | |
0.008886389700590174, | |
0.008592528273646755, | |
0.008489077139430876, | |
0.008444540415300806, | |
0.008214875677760433, | |
-0.008023297488680244, | |
-0.008015590279363532, | |
-0.007886515113589104, | |
-0.007717119569741748, | |
0.007635546545807339, | |
-0.007587941129617914, | |
0.007470942959295427, | |
-0.0074673291664459785, | |
0.007454166887328451, | |
0.007264720903925208, | |
0.007244444900922311, | |
0.007095800911394567, | |
-0.006891903743169351, | |
-0.006889958738788149, | |
-0.006749893223377832, | |
0.006708132573974934, | |
-0.006638323083992899, | |
0.006630489459476473, | |
-0.006549977951311759, | |
0.006382903627302343, | |
-0.006171230309585819, | |
-0.006102931078246695, | |
-0.005938904642183315, | |
0.0058375062384380385, | |
0.005799827825598873, | |
-0.005782704387668628, | |
-0.005644389679172323, | |
-0.005486391634367938, | |
-0.005435561934797961, | |
-0.00542786387553347, | |
0.0050392991135181815, | |
0.004995950971865881, | |
0.004984730110056279, | |
0.004983949519470614, | |
-0.004918744224029545, | |
0.004845184510251568, | |
-0.004789455501294309, | |
0.004558773985128098, | |
-0.004547097234189749, | |
0.004440177550661249, | |
-0.004383938814184886, | |
-0.004381216419239774, | |
-0.004351674987289353, | |
0.0042737026372619835, | |
-0.004184624898476356, | |
-0.004174077609496954, | |
-0.004166684980876528, | |
-0.004076897172929371, | |
-0.004001789195493501, | |
0.003975678492058097, | |
-0.003948172595120576, | |
-0.0038526184275096418, | |
0.0038303988934994724, | |
-0.0036434781128751813, | |
0.003565345691936092, | |
0.0035246320373866487, | |
0.0035079549287504305, | |
0.003492556362020978, | |
-0.0034361252661606586, | |
0.0033553311207400343, | |
-0.003336551195814102, | |
0.003283852549557199, | |
-0.003279761877892621, | |
-0.003254857612671755, | |
-0.0032489092349531038, | |
-0.0032309514708221557, | |
-0.003089066656223162, | |
-0.003057907443707393, | |
0.0030448305646112914, | |
0.003018976622652566, | |
-0.0028665589744253936, | |
0.0028071003672247383, | |
-0.002802547751634576, | |
0.0027940805652478242, | |
0.002775375457183294, | |
0.002736513459636614, | |
-0.00257871591419522, | |
-0.00252531099234476, | |
0.0024896779957446808, | |
0.0024508104812361736, | |
-0.002306784485627917, | |
-0.0022993289408162697, | |
0.0021021245995316335, | |
0.002056227498987568, | |
0.0020513705332319008, | |
0.0020470711759715114, | |
-0.002033938916776682, | |
0.002013842838064008, | |
-0.0020073201355361083, | |
0.0019870443563051047, | |
0.0019709846542413792, | |
-0.0019060955342646015, | |
-0.001886702029689211, | |
0.0018528812409828368, | |
-0.0018200716232619533, | |
-0.001812004437482318, | |
-0.0017957968279689398, | |
0.001762391566189308, | |
-0.001742297345511986, | |
-0.0017293040506166457, | |
0.0015945091163273196, | |
-0.0015716723103797283, | |
0.0015443749796796864, | |
0.0014821260249237777, | |
0.0014687014276417705, | |
-0.001435781961167214, | |
-0.0013910349668506696, | |
0.0012736701682236381, | |
-0.0012706697656042379, | |
0.0012203850181318793, | |
-0.0012172889416325486, | |
-0.00115088978159515, | |
0.001073596032066523, | |
0.0010349671047902317, | |
0.001034277683091731, | |
-0.000989862861480996, | |
-0.00094986509780267, | |
-0.0009164887582397399, | |
-0.0008885497602329208, | |
-0.0008805087419639855, | |
0.0008781193137881349, | |
-0.0008763201499797688, | |
-0.0008478581011599005, | |
-0.0008231228482062736, | |
-0.0008096390874753941, | |
-0.0007593712195509835, | |
0.000720323475778016, | |
0.0007180970962905105, | |
0.0006977262491232271, | |
0.0006961271906143185, | |
0.0006657388200724672, | |
-0.0006328612610024826, | |
0.0006203890003425551, | |
0.0006069380734175074, | |
-0.0006049620189612107, | |
-0.0005648290255925318, | |
0.0005537945321037487, | |
-0.0005485185857880245, | |
-0.000540421053508362, | |
-0.0005362449837364755, | |
0.0005118341667061711, | |
0.0005016250650668814, | |
-0.000499568475412372, | |
-0.00046453069322167993, | |
-0.0004636672819234329, | |
0.00046157656645881914, | |
-0.0004364682367146876, | |
-0.00042699169963238945, | |
-0.00041566898764123865, | |
0.0003932668468350582, | |
0.0003846699138792875, | |
-0.00038328398950458433, | |
0.00038201553128675746, | |
-0.00037589775409230817, | |
0.0003467254954034169, | |
-0.00030317905766298283, | |
0.00030304177061000266, | |
0.000285521068521485, | |
0.0002845200979856936, | |
-0.0002631184270792855, | |
0.00025691837581150775, | |
-0.00022604630904134634, | |
0.00019280738339658786, | |
-0.00018458620964257986, | |
0.00017574741658179933, | |
0.00015590543217192947, | |
-0.00015422267558872169, | |
-0.00014754948248875126, | |
0.00014609728161638422, | |
0.00014455600666595276, | |
-0.00014061624831181166, | |
-0.00013464553916498127, | |
0.00011625456339137582, | |
0.00011263795261034399, | |
-0.00011045331988411268, | |
0.00010551843028293334, | |
-0.00010111415013326028, | |
-9.401957413957073e-05, | |
8.115967222365925e-05, | |
-6.365461955950716e-05, | |
6.006138310500437e-05, | |
-5.5981209190213584e-05, | |
-5.5372499171025455e-05, | |
-5.326227992043785e-05, | |
4.725843538498879e-05, | |
4.2542060228012126e-05, | |
-3.835623068858784e-05, | |
-3.718036394172461e-05, | |
-3.697532075192633e-05, | |
2.7177245365039732e-05, | |
-2.2472335333041423e-05, | |
-2.152791464949939e-05, | |
1.9153954295121614e-05, | |
-1.9058161552191935e-05, | |
1.4572438009717413e-05, | |
-9.126529038447575e-06, | |
8.745469065819378e-06, | |
-8.634744336866525e-06, | |
-5.946058458921534e-06, | |
5.3834042871637035e-06, | |
-5.211178631036165e-06, | |
1.3234312740184082e-06 | |
], | |
"Absolute Coefficient": [ | |
0.034042770794303234, | |
0.030162154984049123, | |
0.02945392592380842, | |
0.02860588653056793, | |
0.0277013474713723, | |
0.02567740780507914, | |
0.02554933511009386, | |
0.02387963516251841, | |
0.02379019123316222, | |
0.023130125093272356, | |
0.020068528569729238, | |
0.019391954305317226, | |
0.01897335259499259, | |
0.01882242303495772, | |
0.018642099651434384, | |
0.018430459743504102, | |
0.017803111165703947, | |
0.017281140584296747, | |
0.01711831092383753, | |
0.017035166814657093, | |
0.016869897787740437, | |
0.016542431653037298, | |
0.016050722631641628, | |
0.015850663349565298, | |
0.015645687043496583, | |
0.015396117306285649, | |
0.015069894353297255, | |
0.014876752925699092, | |
0.014602823373010412, | |
0.014555909951147722, | |
0.013845811315959902, | |
0.013762843445511742, | |
0.013472580422696702, | |
0.012977271418804648, | |
0.012867872555202761, | |
0.012806366382666048, | |
0.012560872974046683, | |
0.012372580185883686, | |
0.011960003419138363, | |
0.011899615315758595, | |
0.011742058512690787, | |
0.011627085269821024, | |
0.011620234146498438, | |
0.011384732790928003, | |
0.011344495630442201, | |
0.011230504246497078, | |
0.01113867924748756, | |
0.010949647684408939, | |
0.010924563414383021, | |
0.010713755009281607, | |
0.01069128420677227, | |
0.010678362200898607, | |
0.010522486894277665, | |
0.009798102959914241, | |
0.009710127216457113, | |
0.009504061220057747, | |
0.0094088530918986, | |
0.009169160093179854, | |
0.009036099423702532, | |
0.008886389700590174, | |
0.008592528273646755, | |
0.008489077139430876, | |
0.008444540415300806, | |
0.008214875677760433, | |
0.008023297488680244, | |
0.008015590279363532, | |
0.007886515113589104, | |
0.007717119569741748, | |
0.007635546545807339, | |
0.007587941129617914, | |
0.007470942959295427, | |
0.0074673291664459785, | |
0.007454166887328451, | |
0.007264720903925208, | |
0.007244444900922311, | |
0.007095800911394567, | |
0.006891903743169351, | |
0.006889958738788149, | |
0.006749893223377832, | |
0.006708132573974934, | |
0.006638323083992899, | |
0.006630489459476473, | |
0.006549977951311759, | |
0.006382903627302343, | |
0.006171230309585819, | |
0.006102931078246695, | |
0.005938904642183315, | |
0.0058375062384380385, | |
0.005799827825598873, | |
0.005782704387668628, | |
0.005644389679172323, | |
0.005486391634367938, | |
0.005435561934797961, | |
0.00542786387553347, | |
0.0050392991135181815, | |
0.004995950971865881, | |
0.004984730110056279, | |
0.004983949519470614, | |
0.004918744224029545, | |
0.004845184510251568, | |
0.004789455501294309, | |
0.004558773985128098, | |
0.004547097234189749, | |
0.004440177550661249, | |
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}, | |
"cv_performance": { | |
"prediction": { | |
"accuracy": 87.82608695652173, | |
"precision": 46.666666666666664, | |
"recall": 33.33333333333333, | |
"f1": 38.09523809523809 | |
}, | |
"selection": { | |
"precision": 0.6130121496925629, | |
"recall": 1.7391304347826086, | |
"f1": 0.9057962387576002, | |
"jaccard": 0.4563343053185993 | |
} | |
} | |
} |