{ "significant_genes": { "Variable": [ "ANGPTL7", "TUBB1", "IDI2-AS1", "MIR1909", "GHRL", "TRIM51", "MDS2", "HRH1", "SMIM12", "UGT2B28", "METTL21EP", "OR8B1P", "FRMD7", "TP53I11", "MRGPRX3", "RFXAP", "PCDHB11", "MIR106A", "OR6Q1", "RAPSN", "CACNA2D4", "SMOC1", "KRTAP13-3", "ANXA10", "RAD21L1", "PLAU", "OR8A1", "LRFN5", "TSBP1", "ALDH8A1", "EP300", "PFN4", "RASL11A", "GLUD2", "HSBP1P2", "XPR1", "MMAB", "OR4A16", "MIR382", "SSX7", "FADS1", "NECAB1", "PRPS1L1", "RNA5SP74", "LRFN1", "OR1N2", "OR11G2", "DKK3", "GNPTG", "PSMB3P2", "RPS6P6", "OR4H12P", "PF4", "FAM149B1", "SSU72P1", "LRIT3", "S100A11P2", "DDX20", "OR1S2", "SP3", "CCDC121", "APLNR", "GPR148", "IKZF4", "INTS15", "CD5L", "SLC25A35", "RNA5SP269", "NHS", "RNF187", "RHBDL1", "SSU72L1", "BOLA1", "HPCAL4", "FBXO15", "ZNF829", "PNLDC1", "REXO1", "GSTM1", "CRELD1", "PAPSS2", "SURF6", "KLHL38", "NANOGNB", "RNA5SP68", "RPS2P2", "MTA1", "COTL1P1", "OR5T3", "CIBAR1P1", "C10orf90", "LYPD5", "CSN3", "SLC9A2", "PGA3", "ZNF233", "PEG10", "ANKRD34C", "RPL13", "ACTR5", "OR51B6", "CHAC1", "CCL7", "MIR146A", "RPL7L1P4", "LINC01602", "OR4C46", "MIR100", "GFRA3", "CARMN", "EPHA7", "AMTN", "HSD3BP4", "MIR153-2", "DGKK", "HCFC1R1", "ARF6", "ALKBH5", "OR56A4", "ZNF619", "OR10U1P", "MKNK2", "OR5G3", "GOT1L1", "OR6K3", "PLEKHG4", "ZNF474", "GSTT2", "DEFB118", "PIN1", "MIR143", "MIR1908", "PLEKHF1", "HMGN1P30", "SPRR2D", "SCGB1D2", "SLC6A1", "RNA5SP183", "NEFL", "C7orf33", "VXN", "RNA5SP340", "SUMO1P1", "HPR", "CASP2", "DIS3L", "YBX1P1", "PPBP", "RNF31", "SNORA36C", "CATSPER3", "RNA5SP512", "NFYC", "LCE1B", "GBP7", "MIR4738", "IBSP", "POFUT1", "OR1J1", "GALNT8", "PRSS27", "DPPA3P2", "CIDECP1", "CANT1", "OR6K4P", "SNORD48", "BOLL", "STX10", "CFL1P3", "HIC2", "GDPD4", "SIGLEC17P", "TPM4", "RNU6-68P", "THAP1", "SNORD68", "IRF9", "IFI6", "RBM4B", "APOL5", "SS18L1", "ASAH1", "STC2", "SSU72P6", "SPESP1", "NPVF", "KCNB1", "RAB40AL", "ALX1", "NOX5", "LINC01551", "SSU72L2", "SSU72L4", "SSU72L5", "SSU72L3", "SSU72L6" ], "Coefficient": [ 0.052838556511565445, -0.05190926563723662, -0.050159336215257186, -0.04801096635552994, -0.04347959622550391, 0.037855984379717274, -0.034722113602887725, 0.032774015235444307, -0.03237316320963124, 0.030450690478782603, -0.030255705615737507, -0.029629670630787246, -0.02883862634717018, 0.028626287116641676, -0.027389396649759198, -0.026814110413641293, 0.026588678464245834, 0.025893422215786065, 0.025608567187380995, 0.024765343823809922, 0.024411268271075183, 0.024090421783869338, 0.024020930590765512, 0.023417988002428693, 0.023274828333216476, 0.02324100324440959, -0.023204669509339165, -0.023110129251212665, -0.022971780564947825, -0.022969584662416834, 0.022963559454130922, 0.022045439951086584, -0.021844026456797463, -0.02178200342289064, -0.021128955142787086, -0.020774177101353875, -0.02040893590631722, 0.01961328978777269, -0.019562108576614057, 0.01953221983770283, -0.018737767033492034, -0.018418859690088857, -0.01821799220382195, -0.017813886582574292, -0.017357628499600795, 0.01734721142907942, -0.017204286317798505, 0.01685165581763187, -0.016654893784123017, 0.016269181847839626, -0.01605218064430669, -0.015468780369701576, -0.014970706065930088, -0.014954804541558214, 0.014637092439721264, -0.01435930091917836, 0.014214685829719815, -0.014207232863241836, -0.013926265637052302, 0.013855431255141442, -0.013129392633063142, 0.013111769481265778, -0.013050259272027612, 0.012957158861543763, -0.012914596507129634, -0.0124732038418716, -0.012413997938961831, -0.012334273673684892, 0.012019163558647588, 0.012016641201166977, -0.011996838121518675, -0.011451180158914527, 0.011402524640972255, -0.011318533670415853, -0.011190518134470294, -0.010783610028423197, -0.01077454430744648, -0.010746121438583908, -0.010722135452641437, 0.01030014976244244, -0.009741025417231949, 0.00969749626471843, 0.009634068546002655, 0.009465550084610311, -0.00945048935388419, 0.009385545290635443, -0.009290337443920438, 0.009239095593241743, 0.009170805351003956, -0.00906857707597644, 0.008762569525848639, 0.00844024801496233, -0.00828522955821721, 0.008247892970309487, -0.008241376066206335, 0.008149060530243208, -0.007833788584665545, -0.007619633117753102, -0.007572992259380997, 0.007444335374347512, -0.007419346818653303, -0.007310437426518343, -0.007157752829405378, -0.006861807212985238, -0.006834538404032071, 0.006810916948143639, -0.0068082667150232, -0.006570210883685182, 0.006475490896394735, 0.006396616824678106, 0.006259205938898113, -0.006246637679432262, 0.006194154497014511, -0.006133257156116345, -0.00585835080809578, 0.005825315836329591, 0.005745312808594643, -0.005422585625926431, -0.005257768455160046, -0.0052079618168649235, -0.005124545714485969, -0.004982448666645471, -0.004875960973129304, 0.004547683924678047, -0.004319169206972002, -0.004263692674960118, 0.004224163193991408, -0.004180451070607948, -0.00394849585044794, 0.00393164280774574, 0.003931033749802744, -0.003671340059238422, 0.003617962725129576, -0.0036097516290030727, 0.003553904591105641, 0.0034844419493738235, 0.0032774054697679595, 0.0032320922677614053, 0.0031831949453782643, 0.003181831238109728, 0.0031342487927068286, -0.003011274126376455, 0.002947096987707029, 0.0028686331554269085, 0.002765853734338157, -0.0027618674971306013, -0.0026824230201109, -0.0026568019023672073, 0.0024928304134170095, 0.0024898728677349704, -0.002390878613607409, -0.002312169055737683, 0.002302184203125056, -0.002238207109342973, 0.0020114436369205032, -0.0019701901787418856, 0.0018683852710163654, 0.0017694728877724036, -0.001742988354692008, 0.001728243340997524, -0.0014611163659129366, -0.0013904860356593488, 0.0013686672716953221, 0.001333531751553567, -0.0012729026565470006, 0.001226304176850906, -0.0011203099234319864, 0.0011051479511946004, 0.0010823262777166006, -0.0010427231110242232, -0.0009889538259652342, 0.0009692041370949649, 0.0009449319404827224, -0.0009189784425928433, -0.0008658940027547045, -0.0008551759982860753, 0.0008154295848848589, 0.0006984546546879201, -0.000680391567654597, 0.0006733823459115001, 0.0006098196195236387, 0.0006061675986641663, -0.0005114446774668407, -0.0004871947911529149, -0.0004672839705950957, 0.00042522784104634804, 0.0003485575271091467, 0.00034788100256131615, 0.00030470791194210075, -0.00011127182181310868, 4.8948963626368525e-05, -1.4560301962297133e-17, -3.640075490574283e-18, -1.8200377452871416e-18, -1.8200377452871416e-18, -1.8200377452871416e-18 ], "Absolute Coefficient": [ 0.052838556511565445, 0.05190926563723662, 0.050159336215257186, 0.04801096635552994, 0.04347959622550391, 0.037855984379717274, 0.034722113602887725, 0.032774015235444307, 0.03237316320963124, 0.030450690478782603, 0.030255705615737507, 0.029629670630787246, 0.02883862634717018, 0.028626287116641676, 0.027389396649759198, 0.026814110413641293, 0.026588678464245834, 0.025893422215786065, 0.025608567187380995, 0.024765343823809922, 0.024411268271075183, 0.024090421783869338, 0.024020930590765512, 0.023417988002428693, 0.023274828333216476, 0.02324100324440959, 0.023204669509339165, 0.023110129251212665, 0.022971780564947825, 0.022969584662416834, 0.022963559454130922, 0.022045439951086584, 0.021844026456797463, 0.02178200342289064, 0.021128955142787086, 0.020774177101353875, 0.02040893590631722, 0.01961328978777269, 0.019562108576614057, 0.01953221983770283, 0.018737767033492034, 0.018418859690088857, 0.01821799220382195, 0.017813886582574292, 0.017357628499600795, 0.01734721142907942, 0.017204286317798505, 0.01685165581763187, 0.016654893784123017, 0.016269181847839626, 0.01605218064430669, 0.015468780369701576, 0.014970706065930088, 0.014954804541558214, 0.014637092439721264, 0.01435930091917836, 0.014214685829719815, 0.014207232863241836, 0.013926265637052302, 0.013855431255141442, 0.013129392633063142, 0.013111769481265778, 0.013050259272027612, 0.012957158861543763, 0.012914596507129634, 0.0124732038418716, 0.012413997938961831, 0.012334273673684892, 0.012019163558647588, 0.012016641201166977, 0.011996838121518675, 0.011451180158914527, 0.011402524640972255, 0.011318533670415853, 0.011190518134470294, 0.010783610028423197, 0.01077454430744648, 0.010746121438583908, 0.010722135452641437, 0.01030014976244244, 0.009741025417231949, 0.00969749626471843, 0.009634068546002655, 0.009465550084610311, 0.00945048935388419, 0.009385545290635443, 0.009290337443920438, 0.009239095593241743, 0.009170805351003956, 0.00906857707597644, 0.008762569525848639, 0.00844024801496233, 0.00828522955821721, 0.008247892970309487, 0.008241376066206335, 0.008149060530243208, 0.007833788584665545, 0.007619633117753102, 0.007572992259380997, 0.007444335374347512, 0.007419346818653303, 0.007310437426518343, 0.007157752829405378, 0.006861807212985238, 0.006834538404032071, 0.006810916948143639, 0.0068082667150232, 0.006570210883685182, 0.006475490896394735, 0.006396616824678106, 0.006259205938898113, 0.006246637679432262, 0.006194154497014511, 0.006133257156116345, 0.00585835080809578, 0.005825315836329591, 0.005745312808594643, 0.005422585625926431, 0.005257768455160046, 0.0052079618168649235, 0.005124545714485969, 0.004982448666645471, 0.004875960973129304, 0.004547683924678047, 0.004319169206972002, 0.004263692674960118, 0.004224163193991408, 0.004180451070607948, 0.00394849585044794, 0.00393164280774574, 0.003931033749802744, 0.003671340059238422, 0.003617962725129576, 0.0036097516290030727, 0.003553904591105641, 0.0034844419493738235, 0.0032774054697679595, 0.0032320922677614053, 0.0031831949453782643, 0.003181831238109728, 0.0031342487927068286, 0.003011274126376455, 0.002947096987707029, 0.0028686331554269085, 0.002765853734338157, 0.0027618674971306013, 0.0026824230201109, 0.0026568019023672073, 0.0024928304134170095, 0.0024898728677349704, 0.002390878613607409, 0.002312169055737683, 0.002302184203125056, 0.002238207109342973, 0.0020114436369205032, 0.0019701901787418856, 0.0018683852710163654, 0.0017694728877724036, 0.001742988354692008, 0.001728243340997524, 0.0014611163659129366, 0.0013904860356593488, 0.0013686672716953221, 0.001333531751553567, 0.0012729026565470006, 0.001226304176850906, 0.0011203099234319864, 0.0011051479511946004, 0.0010823262777166006, 0.0010427231110242232, 0.0009889538259652342, 0.0009692041370949649, 0.0009449319404827224, 0.0009189784425928433, 0.0008658940027547045, 0.0008551759982860753, 0.0008154295848848589, 0.0006984546546879201, 0.000680391567654597, 0.0006733823459115001, 0.0006098196195236387, 0.0006061675986641663, 0.0005114446774668407, 0.0004871947911529149, 0.0004672839705950957, 0.00042522784104634804, 0.0003485575271091467, 0.00034788100256131615, 0.00030470791194210075, 0.00011127182181310868, 4.8948963626368525e-05, 1.4560301962297133e-17, 3.640075490574283e-18, 1.8200377452871416e-18, 1.8200377452871416e-18, 1.8200377452871416e-18 ] }, "cv_performance": { "prediction": { "accuracy": 77.91666666666667, "precision": 82.11835988875836, "recall": 81.17347793818382, "f1": 80.38803832461153 }, "selection": { "precision": 0.9972387696560533, "recall": 2.0779220779220777, "f1": 1.3466595623066318, "jaccard": 0.6783037214051585 } } }