Name PATHOLOGY.T.STAGE PATHOLOGY.T.STAGE PATHOLOGY.T.STAGE PATHOLOGY.T.STAGE ResultType N SpearmanCorr corrP Q EPR1|8475 161 0.5002 1.419e-11 2.56e-07 BUB1|699 163 0.4967 1.539e-11 2.77e-07 UCK2|7371 163 0.492 2.564e-11 4.62e-07 NUF2|83540 163 0.4835 6.274e-11 1.13e-06 GPR19|2842 159 0.4879 6.864e-11 1.24e-06 CDCA2|157313 162 0.4792 1.111e-10 2e-06 TPX2|22974 163 0.4735 1.728e-10 3.11e-06 PROM1|8842 163 -0.4729 1.834e-10 3.31e-06 GTSE1|51512 163 0.4721 1.99e-10 3.59e-06 MAD2L1|4085 163 0.4703 2.381e-10 4.29e-06 EXO1|9156 163 0.4695 2.571e-10 4.63e-06 COL5A3|50509 163 0.4692 2.653e-10 4.78e-06 CCNB1|891 163 0.4688 2.761e-10 4.97e-06 PAICS|10606 163 0.4678 3.06e-10 5.51e-06 CENPF|1063 163 0.4673 3.197e-10 5.76e-06 KIFC1|3833 163 0.4665 3.465e-10 6.24e-06 ASPM|259266 163 0.4641 4.371e-10 7.87e-06 KIF4A|24137 163 0.4635 4.653e-10 8.38e-06 ESM1|11082 163 0.4635 4.662e-10 8.4e-06 KIF20A|10112 163 0.4623 5.221e-10 9.4e-06 PBK|55872 163 0.4621 5.332e-10 9.6e-06 CENPA|1058 163 0.4618 5.459e-10 9.83e-06 TROAP|10024 163 0.4616 5.569e-10 1e-05 CDCA5|113130 163 0.4612 5.83e-10 1.05e-05 NCAPG|64151 163 0.4609 5.971e-10 1.08e-05 CDK1|983 163 0.4585 7.499e-10 1.35e-05 PRC1|9055 163 0.4583 7.68e-10 1.38e-05 MKI67|4288 163 0.4577 8.107e-10 1.46e-05 CDCA8|55143 163 0.4562 9.36e-10 1.68e-05 KIAA0101|9768 163 0.4558 9.709e-10 1.75e-05 CCNB2|9133 163 0.4556 9.871e-10 1.78e-05 PLK1|5347 163 0.4553 1.015e-09 1.83e-05 NEK2|4751 161 0.4577 1.037e-09 1.87e-05 RRM2|6241 163 0.4529 1.273e-09 2.29e-05 FOXM1|2305 163 0.4525 1.322e-09 2.38e-05 SKA1|220134 163 0.4523 1.35e-09 2.43e-05 CEP55|55165 163 0.4522 1.359e-09 2.45e-05 PTHLH|5744 158 0.4576 1.494e-09 2.69e-05 SHMT2|6472 163 0.4493 1.788e-09 3.22e-05 SKA3|221150 163 0.4486 1.907e-09 3.43e-05 CCT3|7203 163 0.4486 1.909e-09 3.43e-05 ORC6L|23594 163 0.4484 1.935e-09 3.48e-05 ANGPT2|285 163 0.4479 2.03e-09 3.65e-05 ZDHHC9|51114 163 0.4479 2.043e-09 3.67e-05 UBE2T|29089 163 0.4467 2.267e-09 4.08e-05 NEIL3|55247 158 0.4527 2.355e-09 4.24e-05 NUSAP1|51203 163 0.4455 2.541e-09 4.57e-05 EPHA1|2041 163 -0.445 2.654e-09 4.77e-05 B4GALNT1|2583 161 0.4471 2.744e-09 4.93e-05 KIF2C|11004 163 0.4444 2.812e-09 5.06e-05 KIF14|9928 162 0.4444 3.127e-09 5.62e-05 MELK|9833 163 0.4405 3.986e-09 7.17e-05 CCNA2|890 163 0.4397 4.304e-09 7.74e-05 PABPC1|26986 163 0.4387 4.714e-09 8.47e-05 SGOL1|151648 159 0.4434 4.819e-09 8.66e-05 BUB1B|701 163 0.4375 5.234e-09 9.41e-05 PTTG1|9232 163 0.4359 6.047e-09 0.000109 ESCO2|157570 163 0.4348 6.656e-09 0.00012 KIF18B|146909 163 0.4343 6.924e-09 0.000124 TOP2A|7153 163 0.4343 6.928e-09 0.000124 DTL|51514 163 0.4328 7.947e-09 0.000143 UBE2C|11065 163 0.4319 8.599e-09 0.000155 C5ORF30|90355 163 0.4308 9.414e-09 0.000169 ERCC6L|54821 163 0.4301 1.006e-08 0.000181 SHCBP1|79801 163 0.4297 1.04e-08 0.000187 CDC25C|995 161 0.432 1.055e-08 0.00019 FAM83D|81610 163 0.4286 1.144e-08 0.000206 DLGAP5|9787 163 0.4278 1.225e-08 0.00022 IQGAP3|128239 163 0.4278 1.23e-08 0.000221 PKMYT1|9088 163 0.4275 1.254e-08 0.000225 KRT7|3855 163 -0.4272 1.289e-08 0.000231 BIRC5|332 161 0.429 1.364e-08 0.000245 DEPDC1|55635 163 0.4264 1.382e-08 0.000248 HSP90AB1|3326 163 0.4262 1.405e-08 0.000252 CHL1|10752 163 -0.4248 1.584e-08 0.000284 KIF11|3832 163 0.4244 1.644e-08 0.000295 HJURP|55355 163 0.4241 1.686e-08 0.000303 C15ORF42|90381 163 0.4228 1.877e-08 0.000337 KIF9|64147 163 -0.4227 1.902e-08 0.000341 EN1|2019 106 0.5127 1.929e-08 0.000346 CDKN3|1033 163 0.4222 1.976e-08 0.000355 MORF4L2|9643 163 0.422 2.025e-08 0.000363 SNX16|64089 163 0.4217 2.064e-08 0.00037 ASF1B|55723 163 0.4213 2.131e-08 0.000382 CKAP2L|150468 161 0.4237 2.132e-08 0.000383 HECW2|57520 162 0.4219 2.256e-08 0.000405 RNASEH2A|10535 163 0.4197 2.45e-08 0.00044 AURKA|6790 163 0.4193 2.527e-08 0.000453 CDC20|991 163 0.4193 2.533e-08 0.000454 TTK|7272 162 0.4187 2.945e-08 0.000528 MACC1|346389 163 -0.4172 3.021e-08 0.000542 TMEM107|84314 163 -0.4163 3.255e-08 0.000584 CDK4|1019 163 0.4161 3.316e-08 0.000595 RCAN1|1827 163 -0.4151 3.609e-08 0.000647 NONO|4841 163 0.4141 3.912e-08 0.000702 CENPE|1062 163 0.4133 4.16e-08 0.000746 OIP5|11339 161 0.4154 4.256e-08 0.000763 SLC7A5|8140 163 0.413 4.273e-08 0.000766 NR5A2|2494 163 0.4127 4.38e-08 0.000785 FOXD2|2306 163 0.4127 4.383e-08 0.000786 AURKB|9212 163 0.4127 4.387e-08 0.000787 SGSM2|9905 163 -0.4126 4.414e-08 0.000791 C15ORF23|90417 163 0.4115 4.854e-08 0.00087 FASN|2194 163 0.4112 4.945e-08 0.000886 UBAP2L|9898 163 0.4109 5.083e-08 0.000911 SLC16A1|6566 163 0.4108 5.129e-08 0.000919 SRXN1|140809 163 0.4107 5.156e-08 0.000924 IDO1|3620 163 0.4107 5.179e-08 0.000928 GRID1|2894 161 0.4122 5.539e-08 0.000993 NPM1|4869 163 0.4085 6.178e-08 0.00111 CDC6|990 163 0.4082 6.319e-08 0.00113 GALNTL1|57452 163 -0.4081 6.407e-08 0.00115 DEPDC1B|55789 163 0.4077 6.625e-08 0.00119 FAM171B|165215 163 0.4067 7.179e-08 0.00129 NUDT5|11164 163 0.406 7.553e-08 0.00135 C17ORF53|78995 163 0.4055 7.868e-08 0.00141 RAB11FIP4|84440 163 -0.4044 8.58e-08 0.00154 MCM10|55388 162 0.4055 8.623e-08 0.00154 MYBL2|4605 163 0.4041 8.799e-08 0.00158 TYRO3|7301 163 0.4041 8.822e-08 0.00158 CDCA3|83461 163 0.404 8.864e-08 0.00159 LNP1|348801 163 -0.4039 8.947e-08 0.0016 LMTK3|114783 163 -0.4038 9.052e-08 0.00162 TMEM185B|79134 163 0.4031 9.56e-08 0.00171 RSL1D1|26156 163 0.403 9.62e-08 0.00172 TXNRD1|7296 163 0.4028 9.771e-08 0.00175 WDR62|284403 163 0.4028 9.791e-08 0.00175 CDT1|81620 163 0.4023 1.016e-07 0.00182 TCTA|6988 163 -0.4023 1.017e-07 0.00182 RAET1K|646024 132 0.4426 1.07e-07 0.00192 ITGB8|3696 163 -0.4017 1.071e-07 0.00192 RACGAP1|29127 163 0.401 1.131e-07 0.00203 NCAPH|23397 163 0.4008 1.146e-07 0.00205 FAM72D|728833 163 0.4007 1.155e-07 0.00207 RAD51|5888 163 0.4004 1.186e-07 0.00212 LRRFIP2|9209 163 -0.4002 1.204e-07 0.00215 RAN|5901 163 0.4001 1.208e-07 0.00216 E2F2|1870 163 0.3978 1.449e-07 0.00259 UGT1A9|54600 156 0.406 1.453e-07 0.0026 ACTG2|72 159 0.402 1.504e-07 0.00269 TKT|7086 163 0.3973 1.515e-07 0.00271 ARHGEF16|27237 163 -0.3972 1.521e-07 0.00272 EFCAB6|64800 163 -0.3971 1.536e-07 0.00275 POLQ|10721 163 0.3971 1.54e-07 0.00275 ESPL1|9700 163 0.397 1.548e-07 0.00277 ATAD2|29028 163 0.3967 1.587e-07 0.00284 GALNT11|63917 163 -0.3964 1.616e-07 0.00289 ASPH|444 163 0.3962 1.642e-07 0.00294 CLIC6|54102 163 -0.396 1.673e-07 0.00299 ABI3BP|25890 163 -0.3959 1.682e-07 0.00301 G6PD|2539 163 0.3957 1.708e-07 0.00305 PYCR1|5831 163 0.3956 1.73e-07 0.00309 EZR|7430 163 -0.3952 1.775e-07 0.00317 TJP3|27134 163 -0.3949 1.819e-07 0.00325 EPHX1|2052 163 0.3949 1.828e-07 0.00327 AKR1C3|8644 163 0.3947 1.854e-07 0.00331 ZNF274|10782 163 -0.3946 1.859e-07 0.00332 TMEM125|128218 162 -0.3957 1.868e-07 0.00334 HMMR|3161 163 0.3945 1.882e-07 0.00336 CDC42BPG|55561 163 -0.3941 1.934e-07 0.00346 DCLK3|85443 117 0.459 1.938e-07 0.00346 CENPM|79019 163 0.3931 2.095e-07 0.00374 SIX1|6495 153 0.4042 2.2e-07 0.00393 KIF15|56992 163 0.3922 2.246e-07 0.00401 ZSCAN18|65982 163 -0.3921 2.256e-07 0.00403 TPD52|7163 163 0.392 2.275e-07 0.00406 C16ORF86|388284 163 -0.3919 2.292e-07 0.00409 EIF2S3|1968 163 0.3918 2.311e-07 0.00413 NXPH4|11247 162 0.3929 2.322e-07 0.00415 NEK11|79858 163 -0.391 2.465e-07 0.0044 NID1|4811 163 0.3904 2.576e-07 0.0046 TBCE|6905 163 0.3901 2.631e-07 0.0047 C9ORF140|89958 163 0.3899 2.674e-07 0.00477 ARHGAP11A|9824 163 0.3897 2.72e-07 0.00486 CCNE1|898 163 0.3892 2.832e-07 0.00506 VGLL4|9686 163 -0.3889 2.894e-07 0.00517 ZNF540|163255 163 -0.3885 2.975e-07 0.00531 EIF3E|3646 163 0.3882 3.049e-07 0.00544 LINGO1|84894 163 0.3877 3.161e-07 0.00564 PRPS2|5634 163 0.3872 3.286e-07 0.00586 MMP15|4324 163 -0.3865 3.465e-07 0.00618 PRR15L|79170 163 -0.3864 3.492e-07 0.00623 NOTCH3|4854 163 0.3864 3.508e-07 0.00626 JAKMIP3|282973 155 0.3949 3.671e-07 0.00655 NDUFA4L2|56901 163 0.3852 3.827e-07 0.00683 ARHGEF37|389337 163 -0.3848 3.93e-07 0.00701 NPAS1|4861 160 0.3881 3.97e-07 0.00708 RAD54L|8438 163 0.3847 3.97e-07 0.00708 TCEA1|6917 163 0.3846 3.991e-07 0.00712 PITPNA|5306 163 -0.3845 4.045e-07 0.00722 MMP1|4312 147 0.4034 4.048e-07 0.00722 PRSS35|167681 149 0.4008 4.093e-07 0.0073 CENPN|55839 163 0.3843 4.108e-07 0.00733 C12ORF48|55010 163 0.3842 4.121e-07 0.00735 MLF1IP|79682 163 0.3841 4.143e-07 0.00739 HOOK2|29911 163 -0.3821 4.84e-07 0.00863 C17ORF107|100130311 163 -0.382 4.88e-07 0.0087 GATS|352954 163 -0.3818 4.932e-07 0.0088 HLA-J|3137 162 -0.3823 5.161e-07 0.0092 SPC24|147841 156 0.3889 5.247e-07 0.00936 URGCP|55665 163 -0.3806 5.401e-07 0.00963 FAM72A|729533 149 0.3969 5.404e-07 0.00964 FKBP1B|2281 163 -0.3795 5.874e-07 0.0105 PPAT|5471 163 0.3793 5.921e-07 0.0106 MAST2|23139 163 0.3791 6.03e-07 0.0107 KIF18A|81930 163 0.3789 6.122e-07 0.0109 PRRG2|5639 162 -0.3799 6.144e-07 0.011 PLK4|10733 163 0.3787 6.212e-07 0.0111 PAFAH1B1|5048 163 -0.3777 6.683e-07 0.0119 PODXL|5420 163 0.3776 6.73e-07 0.012 PITPNM3|83394 163 -0.3774 6.809e-07 0.0121 C8ORF30A|51236 163 0.3773 6.905e-07 0.0123 GAPDH|2597 163 0.3765 7.281e-07 0.013 FHL1|2273 163 -0.3762 7.444e-07 0.0133 TOX2|84969 163 0.3761 7.486e-07 0.0133 SIGMAR1|10280 163 0.376 7.542e-07 0.0134 LMNB1|4001 163 0.3758 7.671e-07 0.0137 GINS4|84296 163 0.3755 7.821e-07 0.0139 ABCA17P|650655 159 0.3799 7.849e-07 0.014 CENPI|2491 158 0.3808 7.955e-07 0.0142 ZWINT|11130 163 0.3751 8.098e-07 0.0144 GTF2IP1|2970 163 -0.3751 8.109e-07 0.0144 ABCB6|10058 163 0.3748 8.285e-07 0.0148 GOLT1A|127845 163 0.3746 8.385e-07 0.0149 TRIP13|9319 163 0.3742 8.603e-07 0.0153 FN1|2335 163 0.3741 8.683e-07 0.0155 HM13|81502 163 0.374 8.765e-07 0.0156 SMCR7|125170 163 -0.3739 8.815e-07 0.0157 CLDN7|1366 163 -0.3737 8.966e-07 0.016 ORC1L|4998 163 0.3736 9.021e-07 0.0161 CDC45|8318 163 0.3724 9.833e-07 0.0175 C1ORF210|149466 162 -0.3734 9.861e-07 0.0176 MTHFD2|10797 163 0.3722 9.949e-07 0.0177 PLS3|5358 163 0.3722 9.954e-07 0.0177 ABCC2|1244 163 0.3721 1.006e-06 0.0179 TCF15|6939 156 0.3796 1.026e-06 0.0182 LRRC48|83450 163 -0.3715 1.046e-06 0.0186 DNAJC28|54943 163 -0.3712 1.072e-06 0.0191 DKFZP586I1420|222161 163 -0.3711 1.08e-06 0.0192 ARVCF|421 163 -0.371 1.085e-06 0.0193 UBE2A|7319 163 0.3709 1.092e-06 0.0194 F2RL2|2151 157 0.3773 1.109e-06 0.0197 RIMS3|9783 163 -0.3707 1.109e-06 0.0197 NRARP|441478 163 0.37 1.169e-06 0.0208 CDH5|1003 163 0.3698 1.187e-06 0.0211 KHSRP|8570 163 0.3697 1.189e-06 0.0212 GPM6B|2824 163 -0.3694 1.22e-06 0.0217 NQO1|1728 163 0.3692 1.238e-06 0.022 ADIPOR1|51094 163 0.369 1.252e-06 0.0223 ACAN|176 161 0.3711 1.256e-06 0.0223 NEURL1B|54492 163 0.3688 1.271e-06 0.0226 ANLN|54443 163 0.3686 1.289e-06 0.0229 MTSS1L|92154 163 0.3683 1.313e-06 0.0233 XK|7504 160 0.3714 1.326e-06 0.0236 XPOT|11260 163 0.3682 1.327e-06 0.0236 ATIC|471 163 0.3679 1.353e-06 0.024 CKS2|1164 163 0.3678 1.36e-06 0.0242 CACHD1|57685 163 0.3676 1.381e-06 0.0245 EDNRA|1909 163 0.3672 1.428e-06 0.0254 ACCN2|41 163 0.3671 1.435e-06 0.0255 TSKU|25987 163 0.367 1.446e-06 0.0257 PGF|5228 163 0.3667 1.472e-06 0.0262 PRCC|5546 163 0.3667 1.477e-06 0.0262 GRAMD1C|54762 163 -0.3663 1.523e-06 0.0271 IGSF22|283284 161 -0.3682 1.541e-06 0.0274 SRR|63826 163 -0.366 1.545e-06 0.0275 C9ORF117|286207 163 -0.3658 1.569e-06 0.0279 SLC10A6|345274 132 0.4036 1.593e-06 0.0283 TFAP2A|7020 160 0.3686 1.62e-06 0.0288 DGAT2|84649 163 0.365 1.663e-06 0.0295 RALGPS1|9649 163 -0.3649 1.677e-06 0.0298 NETO2|81831 163 0.3648 1.687e-06 0.0299 ACBD6|84320 163 0.3647 1.697e-06 0.0301 NRG1|3084 163 0.3646 1.71e-06 0.0304 CDH13|1012 163 0.3643 1.751e-06 0.0311 C6ORF217|100131814 162 -0.3652 1.766e-06 0.0313 ABHD11|83451 163 -0.3639 1.8e-06 0.0319 CCDC13|152206 163 -0.3639 1.802e-06 0.032 TK1|7083 163 0.3633 1.88e-06 0.0334 IQCE|23288 163 -0.3631 1.895e-06 0.0336 CCL28|56477 163 -0.363 1.92e-06 0.0341 FANCB|2187 160 0.366 1.939e-06 0.0344 KIF4B|285643 143 0.3858 1.95e-06 0.0346 MGC12982|84793 163 0.3627 1.961e-06 0.0348 CLDN11|5010 162 0.3635 1.987e-06 0.0353 MYC|4609 163 0.3622 2.022e-06 0.0359 ABHD4|63874 163 0.3622 2.028e-06 0.036 PRR11|55771 152 0.3743 2.033e-06 0.0361 DNAL1|83544 163 -0.3621 2.035e-06 0.0361 C1ORF172|126695 163 -0.362 2.056e-06 0.0365 CENPL|91687 163 0.3618 2.081e-06 0.0369 ZNF280C|55609 163 0.3618 2.081e-06 0.0369 EGFL6|25975 99 0.456 2.102e-06 0.0373 TRAM1|23471 163 0.3616 2.104e-06 0.0373 AMT|275 163 -0.3615 2.121e-06 0.0376 PIR|8544 163 0.3612 2.164e-06 0.0384 SLC7A11|23657 163 0.3611 2.189e-06 0.0388 CKS1B|1163 163 0.361 2.202e-06 0.0391 JPH1|56704 162 0.3619 2.218e-06 0.0393 NICN1|84276 163 -0.3608 2.225e-06 0.0394 UGDH|7358 163 0.3606 2.258e-06 0.04 TMEFF1|8577 163 0.3603 2.312e-06 0.041 SLC34A2|10568 163 -0.36 2.359e-06 0.0418 VSTM2L|128434 163 -0.36 2.362e-06 0.0419 UBA2|10054 163 0.3599 2.376e-06 0.0421 CENPW|387103 163 0.3595 2.436e-06 0.0432 ELK1|2002 163 0.3595 2.439e-06 0.0432 AICDA|57379 151 0.3723 2.505e-06 0.0444 ADRA1B|147 163 0.359 2.527e-06 0.0448 C6ORF223|221416 148 0.3755 2.572e-06 0.0456 UBXN10|127733 163 -0.3587 2.586e-06 0.0458 CBX2|84733 163 0.3586 2.596e-06 0.046 C20ORF132|140699 163 -0.3583 2.651e-06 0.047 C12ORF24|29902 163 0.3583 2.658e-06 0.0471 DLL4|54567 163 0.3582 2.664e-06 0.0472 RCBTB2|1102 163 -0.358 2.711e-06 0.048 CYB5D2|124936 163 -0.3578 2.745e-06 0.0486 C15ORF59|388135 163 -0.3577 2.772e-06 0.0491 UTP14A|10813 163 0.3576 2.777e-06 0.0492 TNFSF13|8741 163 -0.3575 2.792e-06 0.0494