Name PATHOLOGY.M.STAGE PATHOLOGY.M.STAGE PATHOLOGY.M.STAGE PATHOLOGY.M.STAGE ResultType T(pos if higher in 'M1') ttestP Q AUC GARNL3|84253 -6.85 3.696e-10 6.76e-06 0.7406 IL20RB|53833 6.88 4.618e-10 8.44e-06 0.7341 NFE2L3|9603 6.66 1.044e-09 1.91e-05 0.7255 PLEKHA9|51054 6.66 1.124e-09 2.05e-05 0.7367 PPIAL4G|644591 6.47 2.005e-09 3.67e-05 0.7012 INHBE|83729 6.56 2.284e-09 4.17e-05 0.7266 C22ORF9|23313 6.45 2.827e-09 5.17e-05 0.727 BIRC5|332 6.48 3.023e-09 5.52e-05 0.7237 CEP55|55165 6.44 4.094e-09 7.48e-05 0.7221 IGF2BP3|10643 6.44 4.279e-09 7.82e-05 0.7296 CENPA|1058 6.36 5.721e-09 0.000105 0.7226 PITX2|5308 6.3 5.815e-09 0.000106 0.7077 ACVR2A|92 -6.26 7.108e-09 0.00013 0.7122 NCAPG|64151 6.28 7.921e-09 0.000145 0.7213 TRIP13|9319 6.21 8.507e-09 0.000155 0.7116 CCNB2|9133 6.26 8.927e-09 0.000163 0.721 GTSE1|51512 6.24 1.022e-08 0.000187 0.7262 TYMP|1890 6.13 1.069e-08 0.000195 0.6988 OIP5|11339 6.18 1.075e-08 0.000196 0.7168 CTSG|1511 -6.19 1.214e-08 0.000222 0.7031 LMNB1|4001 6.13 1.287e-08 0.000235 0.7014 KIF20A|10112 6.16 1.347e-08 0.000246 0.7222 PTTG1|9232 6.14 1.493e-08 0.000273 0.7153 TFAP2A|7020 6.08 1.591e-08 0.00029 0.7115 SKA3|221150 6.1 1.764e-08 0.000322 0.7057 ASPM|259266 6.06 1.924e-08 0.000351 0.7046 KIF18A|81930 6.03 1.978e-08 0.000361 0.703 SLCO5A1|81796 6.02 2.118e-08 0.000387 0.6934 HJURP|55355 6.07 2.174e-08 0.000397 0.716 TLCD1|116238 5.96 2.464e-08 0.00045 0.6963 TOP2A|7153 6.01 2.571e-08 0.000469 0.7027 KIF18B|146909 6.02 2.6e-08 0.000475 0.7188 UBE2C|11065 6.02 2.853e-08 0.000521 0.7236 KIFC1|3833 5.96 3.225e-08 0.000589 0.7026 CDCA5|113130 5.97 3.353e-08 0.000612 0.7079 SKA1|220134 5.98 3.386e-08 0.000618 0.724 BUB1B|701 5.94 3.396e-08 0.00062 0.7088 KIF11|3832 5.93 3.611e-08 0.000659 0.6933 KIF2C|11004 5.96 3.693e-08 0.000674 0.7129 C1QL1|10882 5.88 3.804e-08 0.000694 0.6924 CDC20|991 5.95 4.047e-08 0.000738 0.7166 KIAA0101|9768 5.88 4.187e-08 0.000764 0.7048 NUDT5|11164 5.88 4.27e-08 0.000779 0.7015 CENPE|1062 5.91 4.466e-08 0.000815 0.707 BUB1|699 5.89 4.803e-08 0.000876 0.704 RRM2|6241 5.87 4.919e-08 0.000897 0.7062 GLB1L3|112937 -5.84 5.023e-08 0.000916 0.6355 AURKB|9212 5.88 5.203e-08 0.000949 0.7179 PKMYT1|9088 5.85 5.284e-08 0.000963 0.7118 C9ORF5|23731 -5.8 5.409e-08 0.000986 0.6935 MYBL2|4605 5.87 5.475e-08 0.000998 0.7072 TCOF1|6949 5.79 5.595e-08 0.00102 0.7003 TPX2|22974 5.86 5.852e-08 0.00107 0.7102 RAD54L|8438 5.81 6.538e-08 0.00119 0.7117 GPR172A|79581 5.72 6.837e-08 0.00125 0.6942 SOCS1|8651 5.73 7.013e-08 0.00128 0.6864 CMA1|1215 -6.08 7.197e-08 0.00131 0.7007 TOR3A|64222 5.76 7.414e-08 0.00135 0.6955 CENPF|1063 5.78 7.607e-08 0.00139 0.6994 RELB|5971 5.68 8.017e-08 0.00146 0.6827 TROAP|10024 5.79 8.059e-08 0.00147 0.7143 CDC25C|995 5.73 8.335e-08 0.00152 0.6914 KIF14|9928 5.78 8.337e-08 0.00152 0.7039 FCHO1|23149 5.69 8.384e-08 0.00153 0.6815 MSC|9242 5.72 8.565e-08 0.00156 0.6957 C19ORF10|56005 5.73 8.783e-08 0.0016 0.6991 PARP12|64761 5.75 8.948e-08 0.00163 0.6943 CDK1|983 5.74 9.63e-08 0.00175 0.7086 MIIP|60672 5.63 1.028e-07 0.00187 0.6933 CENPM|79019 5.68 1.035e-07 0.00189 0.6956 NFKB2|4791 5.65 1.063e-07 0.00194 0.6794 EDA|1896 -5.71 1.07e-07 0.00195 0.7075 CDCA3|83461 5.73 1.093e-07 0.00199 0.7177 CDCA8|55143 5.72 1.132e-07 0.00206 0.7088 TACC3|10460 5.69 1.173e-07 0.00214 0.695 PSMA4|5685 5.66 1.226e-07 0.00223 0.7028 UHRF1|29128 5.64 1.309e-07 0.00238 0.6939 SIX5|147912 5.57 1.418e-07 0.00258 0.6887 NOP2|4839 5.62 1.449e-07 0.00264 0.7063 KDELR3|11015 5.61 1.459e-07 0.00266 0.6868 ZNF668|79759 5.53 1.495e-07 0.00272 0.6829 SNRPA1|6627 5.63 1.505e-07 0.00274 0.6932 NFKBIL2|4796 5.58 1.529e-07 0.00278 0.6908 ASF1B|55723 5.61 1.535e-07 0.00279 0.6944 NEIL3|55247 5.62 1.582e-07 0.00288 0.6959 PMM2|5373 5.56 1.586e-07 0.00289 0.6851 EIF4EBP1|1978 5.52 1.674e-07 0.00305 0.6691 UBE2S|27338 5.6 1.686e-07 0.00307 0.6973 UBE2T|29089 5.61 1.708e-07 0.00311 0.7043 C1ORF69|200205 -5.55 1.751e-07 0.00319 0.6967 GLRX2|51022 5.54 1.856e-07 0.00338 0.6902 MOCOS|55034 5.55 1.891e-07 0.00344 0.6847 DEPDC1B|55789 5.56 1.901e-07 0.00346 0.6941 H2AFX|3014 5.56 1.914e-07 0.00348 0.6935 PYCARD|29108 5.54 1.95e-07 0.00355 0.6786 NUF2|83540 5.58 1.965e-07 0.00357 0.7024 TRIM36|55521 5.5 2.05e-07 0.00373 0.6846 KIF23|9493 5.58 2.111e-07 0.00384 0.7028 IQGAP3|128239 5.54 2.139e-07 0.00389 0.6932 C19ORF52|90580 5.46 2.208e-07 0.00401 0.6921 NDC80|10403 5.54 2.214e-07 0.00403 0.6978 IRF7|3665 5.5 2.278e-07 0.00414 0.6922 TMEM25|84866 -5.54 2.356e-07 0.00428 0.7175 FADS3|3995 5.46 2.399e-07 0.00436 0.676 MBOAT7|79143 5.51 2.437e-07 0.00443 0.7101 SPATA7|55812 -5.48 2.505e-07 0.00455 0.6928 MKI67|4288 5.51 2.518e-07 0.00458 0.6887 SAC3D1|29901 5.45 2.61e-07 0.00474 0.688 HN1|51155 5.49 2.708e-07 0.00492 0.6945 DLGAP5|9787 5.5 2.715e-07 0.00493 0.6844 POLD1|5424 5.42 2.722e-07 0.00495 0.691 DNTTIP1|116092 5.48 2.726e-07 0.00495 0.7162 OASL|8638 5.5 2.821e-07 0.00513 0.7145 DONSON|29980 5.43 3.32e-07 0.00603 0.6813 C7ORF61|402573 5.42 3.381e-07 0.00614 0.6936 ENPP5|59084 -5.48 3.463e-07 0.00629 0.7234 MED8|112950 5.4 3.623e-07 0.00658 0.6839 HNRNPAB|3182 5.39 3.839e-07 0.00697 0.6799 TUBA1C|84790 5.38 4.335e-07 0.00788 0.6885 ESPL1|9700 5.32 4.348e-07 0.0079 0.6763 TNIP2|79155 5.34 4.435e-07 0.00805 0.6786 C7ORF41|222166 -5.35 4.447e-07 0.00808 0.6813 MOV10|4343 5.37 4.649e-07 0.00844 0.6848 PLK1|5347 5.4 4.662e-07 0.00847 0.7006 PUSL1|126789 5.3 4.678e-07 0.00849 0.6797 NUSAP1|51203 5.31 4.821e-07 0.00875 0.6747 USP53|54532 -5.3 4.863e-07 0.00883 0.6768 IRF6|3664 -5.38 4.935e-07 0.00896 0.7025 C1R|715 5.31 4.957e-07 0.009 0.6778 CHEK2|11200 5.32 5.152e-07 0.00935 0.6767 TNNT1|7138 5.39 5.247e-07 0.00952 0.7047 SLC25A22|79751 5.29 5.544e-07 0.0101 0.6776 FKBP11|51303 5.34 5.575e-07 0.0101 0.6929 ARPC3|10094 5.31 5.62e-07 0.0102 0.6829 TSPYL1|7259 -5.3 5.623e-07 0.0102 0.6908 RGS17|26575 5.37 5.768e-07 0.0105 0.6928 DDX39|10212 5.3 5.817e-07 0.0106 0.6871 XCL1|6375 5.29 5.858e-07 0.0106 0.6759 HM13|81502 5.29 5.953e-07 0.0108 0.6906 C16ORF59|80178 5.3 6.123e-07 0.0111 0.6842 DDX11|1663 5.26 6.265e-07 0.0114 0.6589 TAF10|6881 5.26 6.45e-07 0.0117 0.6842 KIF4A|24137 5.31 6.505e-07 0.0118 0.6992 STAC3|246329 5.25 6.527e-07 0.0118 0.6634 PRC1|9055 5.3 6.543e-07 0.0119 0.694 NCAPH|23397 5.31 6.551e-07 0.0119 0.6991 TCF19|6941 5.28 6.597e-07 0.012 0.6913 ADRM1|11047 5.22 6.745e-07 0.0122 0.6828 CCM2|83605 5.27 6.801e-07 0.0123 0.6826 TMEM8B|51754 -5.21 6.826e-07 0.0124 0.6691 TMEM220|388335 -5.3 6.961e-07 0.0126 0.7018 TK1|7083 5.24 7.037e-07 0.0128 0.6731 NUP62|23636 5.2 7.08e-07 0.0128 0.6673 S100A11|6282 5.27 7.113e-07 0.0129 0.6827 RAVER1|125950 5.21 7.15e-07 0.013 0.6728 MELK|9833 5.28 7.174e-07 0.013 0.6893 ALG3|10195 5.24 7.403e-07 0.0134 0.6803 CDC6|990 5.24 7.404e-07 0.0134 0.6774 IFI16|3428 5.21 7.449e-07 0.0135 0.6807 NEK2|4751 5.26 7.548e-07 0.0137 0.6829 FAM64A|54478 5.27 7.837e-07 0.0142 0.6902 SAA1|6288 5.23 7.867e-07 0.0143 0.6835 RGS10|6001 5.21 8.251e-07 0.015 0.6715 B3GAT3|26229 5.17 8.366e-07 0.0152 0.6792 CCNA2|890 5.26 8.377e-07 0.0152 0.6965 C1S|716 5.19 8.46e-07 0.0153 0.6748 SLC6A19|340024 -5.23 8.609e-07 0.0156 0.6758 RAET1K|646024 5.2 8.649e-07 0.0157 0.6673 ITPKA|3706 5.24 8.782e-07 0.0159 0.6848 BCL3|602 5.15 8.829e-07 0.016 0.6607 CCNF|899 5.23 9.013e-07 0.0163 0.6966 LOC100128191|100128191 5.24 9.29e-07 0.0168 0.6919 E2F2|1870 5.18 9.303e-07 0.0168 0.6795 DPP9|91039 5.18 9.405e-07 0.017 0.6749 ADAM8|101 5.2 9.485e-07 0.0172 0.6829 PPPDE2|27351 5.19 9.49e-07 0.0172 0.6845 BAK1|578 5.18 9.699e-07 0.0176 0.6783 ZBTB4|57659 -5.15 9.754e-07 0.0177 0.6799 FOXM1|2305 5.23 9.802e-07 0.0177 0.7073 NUMBL|9253 5.19 9.841e-07 0.0178 0.6863 KIF15|56992 5.21 1.007e-06 0.0182 0.6924 CXCL13|10563 5.2 1.032e-06 0.0187 0.6857 NMI|9111 5.12 1.059e-06 0.0192 0.672 C8ORF30A|51236 5.15 1.086e-06 0.0197 0.676 SH2D2A|9047 5.15 1.096e-06 0.0198 0.667 CAPZA1|829 5.14 1.121e-06 0.0203 0.6804 PBX1|5087 -5.17 1.131e-06 0.0205 0.6811 FAM175A|84142 -5.14 1.136e-06 0.0206 0.6844 GSG2|83903 5.18 1.154e-06 0.0209 0.6762 RAD51|5888 5.16 1.183e-06 0.0214 0.6742 SH3BGRL3|83442 5.13 1.187e-06 0.0215 0.6805 C19ORF40|91442 5.14 1.194e-06 0.0216 0.6807 EZH2|2146 5.16 1.205e-06 0.0218 0.6856 NCRNA00087|644596 -5.07 1.211e-06 0.0219 0.6619 ASTN2|23245 -5.1 1.239e-06 0.0224 0.6739 HMMR|3161 5.15 1.252e-06 0.0227 0.679 FAM109A|144717 5.13 1.262e-06 0.0228 0.6877 GPR84|53831 5.14 1.292e-06 0.0234 0.6851 PSMD13|5719 5.1 1.302e-06 0.0235 0.6851 GPRIN1|114787 5.08 1.312e-06 0.0237 0.6647 BAG1|573 -5.05 1.314e-06 0.0238 0.6623 RYR2|6262 5.12 1.374e-06 0.0248 0.671 NBL1|4681 5.11 1.401e-06 0.0253 0.682 FOXP3|50943 5.1 1.416e-06 0.0256 0.6703 PDCD5|9141 5.1 1.418e-06 0.0256 0.6827 RANGAP1|5905 5.1 1.468e-06 0.0265 0.689 L2HGDH|79944 -5.12 1.475e-06 0.0267 0.6732 PPP1R14B|26472 5.07 1.491e-06 0.027 0.6781 ATP8B3|148229 5.07 1.502e-06 0.0272 0.6818 TCL6|27004 -5.09 1.503e-06 0.0272 0.6636 C1ORF122|127687 5.04 1.511e-06 0.0273 0.6807 LOC399815|399815 5.12 1.514e-06 0.0274 0.6844 ISG20|3669 5.08 1.52e-06 0.0275 0.6687 GFPT2|9945 5.1 1.535e-06 0.0277 0.6733 LRWD1|222229 5.03 1.545e-06 0.0279 0.6642 SAA2|6289 5.09 1.555e-06 0.0281 0.6867 UFSP2|55325 -5.06 1.584e-06 0.0286 0.6773 KIAA1324|57535 5.06 1.601e-06 0.0289 0.6687 BCL2L12|83596 5.05 1.644e-06 0.0297 0.6744 LAGE3|8270 5.05 1.647e-06 0.0298 0.6804 FAM160A1|729830 -5.05 1.655e-06 0.0299 0.678 HCST|10870 5.06 1.656e-06 0.0299 0.6619 ARPC1B|10095 5.07 1.657e-06 0.0299 0.6761 CMTM7|112616 5.05 1.66e-06 0.03 0.6669 TOB1|10140 -5.05 1.671e-06 0.0302 0.6598 NUDT1|4521 5.05 1.73e-06 0.0312 0.6775 ALDH6A1|4329 -5.05 1.734e-06 0.0313 0.6741 IRF5|3663 5.04 1.757e-06 0.0317 0.6648 AMD1|262 -5.01 1.761e-06 0.0318 0.6635 DTYMK|1841 5.02 1.823e-06 0.0329 0.6768 MAN2B1|4125 5.02 1.824e-06 0.0329 0.6658 LTB|4050 5.02 1.848e-06 0.0334 0.652 BATF|10538 5.04 1.852e-06 0.0334 0.6672 C11ORF48|79081 5.03 1.854e-06 0.0335 0.6846 RHBDD3|25807 5.01 1.88e-06 0.0339 0.6801 RIPK2|8767 5.06 1.883e-06 0.034 0.6932 ITGAE|3682 5.05 1.908e-06 0.0344 0.6931 ENAM|10117 -5.06 1.962e-06 0.0354 0.6786 PSENEN|55851 5.01 2.026e-06 0.0366 0.6761 SMC4|10051 5.03 2.04e-06 0.0368 0.6784 STAT2|6773 5.04 2.051e-06 0.037 0.6728 ZBED2|79413 5.01 2.066e-06 0.0373 0.6677 VASH2|79805 4.99 2.074e-06 0.0374 0.6675 LOC100144603|100144603 5.01 2.096e-06 0.0378 0.6812 KCTD17|79734 4.97 2.11e-06 0.0381 0.6551 NR3C2|4306 -5.02 2.153e-06 0.0388 0.6849 LOC100286793|100286793 5.01 2.232e-06 0.0403 0.6772 PSMA5|5686 5 2.253e-06 0.0406 0.6812 RHOB|388 -5 2.268e-06 0.0409 0.6786 RCC2|55920 4.97 2.29e-06 0.0413 0.6699 DEPDC1|55635 5 2.301e-06 0.0415 0.6683 MXD3|83463 4.99 2.306e-06 0.0416 0.6763 TBRG4|9238 4.93 2.319e-06 0.0418 0.658 CDR2|1039 4.97 2.327e-06 0.042 0.67 STX4|6810 4.95 2.382e-06 0.0429 0.6595 SHCBP1|79801 5 2.383e-06 0.043 0.6777 PRDM8|56978 5.01 2.403e-06 0.0433 0.6752 SYNJ2BP|55333 -4.96 2.415e-06 0.0435 0.6914 SERPINF1|5176 4.97 2.421e-06 0.0436 0.6724 NSUN5|55695 4.95 2.444e-06 0.0441 0.6669 FAM54A|113115 4.99 2.445e-06 0.0441 0.6797 PPIAL4C|653598 4.94 2.461e-06 0.0443 0.6583 IL27RA|9466 4.93 2.525e-06 0.0455 0.6542 LOC728875|728875 4.94 2.655e-06 0.0479 0.6666 TRAFD1|10906 4.99 2.661e-06 0.0479 0.6794 POLQ|10721 4.97 2.773e-06 0.05 0.6928