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{
"significant_genes": {
"Variable": [
"STK11IP",
"ENTPD1",
"IL6",
"CD163",
"PSMB10",
"GMIP",
"EIF2B4",
"CCNO",
"VEGFC",
"EZH2",
"MAGEC1",
"CDKN1A",
"EPCAM",
"MET",
"PIK3CA",
"MAGEB2",
"MMP7",
"GOT1",
"API5",
"PVR",
"CCL20",
"GUSB",
"KRAS",
"FANCA",
"IER3",
"SF3A1",
"CDKN1C",
"HLA-DQA2",
"TSLP",
"GNLY",
"MFGE8",
"FSTL3",
"PDK1",
"SNAI1",
"TNF",
"TNFRSF11A",
"IL11",
"ANLN",
"INHBA",
"CHUK",
"P4HA2",
"HDAC11",
"HSD11B1",
"TLR5",
"BIRC3",
"SREBF1",
"HERC6",
"COL11A2",
"RPS6KB1",
"APC",
"CCNA1",
"TMUB2",
"MAGEA12",
"MAGEA1",
"TNFRSF17",
"IDO1",
"FCAR",
"NFKB1",
"MAP3K12",
"REN",
"TNFRSF10C",
"IFT70A",
"BAX",
"WNT2",
"MTOR",
"IKBKG",
"POLR2A",
"EGR1",
"COL11A1",
"SAMD9",
"FAP",
"BRD4",
"LDHA",
"ICAM3",
"CSF1",
"ARG2",
"HIF1A",
"CD209",
"ALDOC",
"BBC3",
"SFRP1",
"IL11RA",
"UBB",
"FADD",
"CDH2",
"MAP3K7",
"THBD",
"TCF3",
"TFRC",
"TNFSF18",
"E2F3",
"EXO1",
"MMP9",
"BRCA2",
"SBNO2",
"MELK",
"MRE11",
"LY96",
"TDO2",
"MGMT",
"FPR1"
],
"Coefficient": [
-0.18603687412174727,
-0.14431215219315224,
-0.14334498663642486,
-0.13561652860628917,
0.11503230016972876,
0.1115663338078496,
0.09895201870414322,
0.08971007896187379,
0.08881090789202091,
-0.08873946800009774,
-0.0851582248362015,
-0.0764195504773394,
0.07317262039450458,
-0.072096113905922,
-0.07077422575959717,
-0.06953316181066406,
0.06934770985624719,
0.06681707863563055,
0.06425619452621212,
0.06162562755680602,
-0.05982382716687378,
0.05682159722120402,
-0.055970773690741715,
0.053979987355380794,
-0.05267275187261544,
0.05219066662437315,
-0.050532134356448134,
0.04999462124340049,
0.048973221289920675,
0.04838345257778419,
-0.04674438138624424,
0.04672530169304708,
-0.046401695412222055,
0.04592093625224841,
0.04250732376381707,
0.04021475663675005,
0.04011483062191559,
0.03969920490336815,
0.03938203371847494,
0.03794972167780975,
0.037714325234957546,
0.03765418433093273,
0.037258570336907985,
-0.03444135973055833,
-0.03312839559463215,
0.02893561419466362,
-0.02886554050761246,
0.028149707485555082,
-0.02775517200606769,
0.026830273685822394,
-0.026732983014271457,
0.025933148803936667,
-0.024586604878078178,
-0.024521022393618856,
-0.024068970787444594,
0.02352851399951039,
0.022050124888744915,
0.02133918871916947,
0.021259232958205188,
-0.021169774288448663,
0.020786748659872453,
-0.018821139484429796,
-0.018279055618616157,
0.017511446758093508,
-0.017102470822116956,
0.01706233003714422,
0.015929605363664442,
0.015288018487140799,
0.014051424101105233,
-0.013106357094818385,
-0.010530393459403587,
0.009423107667321785,
0.009247605661896611,
0.00891292891226824,
0.008849378045429918,
-0.007977266817914571,
-0.006870244154324267,
0.00661445356194726,
-0.0041837755579075,
-0.003981765059471952,
-0.003948778827069372,
0.0037101850385876365,
0.0032047084380150454,
0.002829657587085584,
0.0024647965227510265,
-0.0021463653377757456,
0.0020657817578548657,
0.0018710572769307938,
-0.0017729401444960453,
-0.0015378792771252611,
-0.0011166083766655304,
0.0009834656020843474,
0.0009418126803063116,
0.000829658935888079,
0.0007025525626953957,
0.0006714688799452781,
-0.0005988549381070162,
-0.0004240425464846923,
0.00021875492487352557,
4.427171321125599e-05,
1.0849259641840438e-05
],
"Absolute Coefficient": [
0.18603687412174727,
0.14431215219315224,
0.14334498663642486,
0.13561652860628917,
0.11503230016972876,
0.1115663338078496,
0.09895201870414322,
0.08971007896187379,
0.08881090789202091,
0.08873946800009774,
0.0851582248362015,
0.0764195504773394,
0.07317262039450458,
0.072096113905922,
0.07077422575959717,
0.06953316181066406,
0.06934770985624719,
0.06681707863563055,
0.06425619452621212,
0.06162562755680602,
0.05982382716687378,
0.05682159722120402,
0.055970773690741715,
0.053979987355380794,
0.05267275187261544,
0.05219066662437315,
0.050532134356448134,
0.04999462124340049,
0.048973221289920675,
0.04838345257778419,
0.04674438138624424,
0.04672530169304708,
0.046401695412222055,
0.04592093625224841,
0.04250732376381707,
0.04021475663675005,
0.04011483062191559,
0.03969920490336815,
0.03938203371847494,
0.03794972167780975,
0.037714325234957546,
0.03765418433093273,
0.037258570336907985,
0.03444135973055833,
0.03312839559463215,
0.02893561419466362,
0.02886554050761246,
0.028149707485555082,
0.02775517200606769,
0.026830273685822394,
0.026732983014271457,
0.025933148803936667,
0.024586604878078178,
0.024521022393618856,
0.024068970787444594,
0.02352851399951039,
0.022050124888744915,
0.02133918871916947,
0.021259232958205188,
0.021169774288448663,
0.020786748659872453,
0.018821139484429796,
0.018279055618616157,
0.017511446758093508,
0.017102470822116956,
0.01706233003714422,
0.015929605363664442,
0.015288018487140799,
0.014051424101105233,
0.013106357094818385,
0.010530393459403587,
0.009423107667321785,
0.009247605661896611,
0.00891292891226824,
0.008849378045429918,
0.007977266817914571,
0.006870244154324267,
0.00661445356194726,
0.0041837755579075,
0.003981765059471952,
0.003948778827069372,
0.0037101850385876365,
0.0032047084380150454,
0.002829657587085584,
0.0024647965227510265,
0.0021463653377757456,
0.0020657817578548657,
0.0018710572769307938,
0.0017729401444960453,
0.0015378792771252611,
0.0011166083766655304,
0.0009834656020843474,
0.0009418126803063116,
0.000829658935888079,
0.0007025525626953957,
0.0006714688799452781,
0.0005988549381070162,
0.0004240425464846923,
0.00021875492487352557,
4.427171321125599e-05,
1.0849259641840438e-05
]
},
"cv_performance": {
"prediction": {
"accuracy": 62.35294117647059,
"precision": 31.5,
"recall": 37.83333333333333,
"f1": 32.9059829059829
},
"selection": {
"precision": 20.222508541975884,
"recall": 13.445378151260504,
"f1": 16.14366910682431,
"jaccard": 8.781443061122307
}
}
} |