Name PATHOLOGY.N.STAGE PATHOLOGY.N.STAGE PATHOLOGY.N.STAGE PATHOLOGY.N.STAGE ResultType T(pos if higher in 'class1') ttestP Q AUC MSC -11.95 2.142e-20 4.18e-16 0.9109 PTP4A3 -16.66 2.228e-20 4.35e-16 0.9604 FAM157A -15.47 4.439e-19 8.66e-15 0.9538 GRAMD1A -10.43 9.053e-18 1.77e-13 0.8086 THBD -11 1.882e-17 3.67e-13 0.8218 TSPAN15 -10.22 3.229e-17 6.3e-13 0.8647 PCDHGA1__14 -10.04 6.598e-17 1.29e-12 0.8647 PCDHGA2__14 -10.04 6.598e-17 1.29e-12 0.8647 PCDHGA3__12 -10.04 6.598e-17 1.29e-12 0.8647 PCDHGA4__11 -10.04 6.598e-17 1.29e-12 0.8647 PCDHGB1__12 -10.04 6.598e-17 1.29e-12 0.8647 PCDHGB2__11 -10.04 6.598e-17 1.29e-12 0.8647 KLHL3 -9.71 4.101e-16 8e-12 0.7888 CCNJ -9.81 2.17e-15 4.23e-11 0.8383 ZFP36 -9.31 2.928e-15 5.71e-11 0.8317 CXCL14 -8.97 1.557e-14 3.04e-10 0.8878 CARD11 -8.97 1.558e-14 3.04e-10 0.7327 ZNF773 -8.96 1.639e-14 3.2e-10 0.8383 WBP2 9.62 1.983e-14 3.86e-10 0.8911 NPM1 -9.01 2.249e-14 4.38e-10 0.736 ARHGAP18 -9.54 2.923e-14 5.7e-10 0.8119 RPL14 -9.04 9.619e-14 1.87e-09 0.7723 C19ORF44__1 9.37 1.329e-13 2.59e-09 0.8185 CHERP 9.37 1.329e-13 2.59e-09 0.8185 ZNF8 -8.55 4.315e-13 8.41e-09 0.7756 TRIM59 -8.32 4.467e-13 8.7e-09 0.769 ZC3H4 -8.28 5.078e-13 9.9e-09 0.703 ZNF90 -10.28 7.893e-13 1.54e-08 0.8482 DCLRE1C -7.86 4.247e-12 8.27e-08 0.7855 MAZ -7.85 5.19e-12 1.01e-07 0.6733 ZNF878 -7.73 7.846e-12 1.53e-07 0.8944 EIF5A2 -7.68 1.261e-11 2.46e-07 0.7591 C2CD4A -7.62 1.62e-11 3.16e-07 0.5875 LHFPL3 8.13 1.684e-11 3.28e-07 0.8416 LOC723809 8.13 1.684e-11 3.28e-07 0.8416 IFI16 -7.7 1.781e-11 3.47e-07 0.7789 AFARP1 7.5 2.541e-11 4.95e-07 0.7723 SLC16A1__1 7.5 2.541e-11 4.95e-07 0.7723 CTNND2 -8.25 3.688e-11 7.18e-07 0.8548 ZNF28 -7.37 4.71e-11 9.17e-07 0.802 CACNG1 7.39 4.774e-11 9.3e-07 0.7558 LIF -7.42 4.902e-11 9.55e-07 0.7129 ZNF625 -7.35 5.129e-11 9.99e-07 0.7855 LYPD1 -12.49 5.442e-11 1.06e-06 0.9067 FAM174B -7.33 5.743e-11 1.12e-06 0.769 FLJ35024__1 -7.74 7.337e-11 1.43e-06 0.7987 VLDLR -7.74 7.337e-11 1.43e-06 0.7987 C1ORF194 8.74 9.314e-11 1.81e-06 0.7822 KIAA1324 8.74 9.314e-11 1.81e-06 0.7822 HES4 -7.12 1.57e-10 3.06e-06 0.7228 FAM155A -7.07 1.968e-10 3.83e-06 0.8218 MYOZ3 7.47 3.051e-10 5.94e-06 0.736 PLK5P -6.98 3.101e-10 6.03e-06 0.7228 SLC7A5P2 11.62 3.281e-10 6.38e-06 0.8878 ZNF519 -7.15 3.574e-10 6.95e-06 0.7723 C12ORF49 -7.35 3.697e-10 7.19e-06 0.7855 RNFT2 -7.35 3.697e-10 7.19e-06 0.7855 RGS6 -6.93 4.043e-10 7.87e-06 0.769 HDAC7 -6.92 4.358e-10 8.48e-06 0.769 LOC100130331 -8.29 4.422e-10 8.6e-06 0.7756 ZNF671 -6.91 4.477e-10 8.71e-06 0.769 TEAD4 -6.91 4.5e-10 8.75e-06 0.6502 LOC389705 -6.85 5.721e-10 1.11e-05 0.7789 ZNF492 -7.98 8.119e-10 1.58e-05 0.8482 KCNQ3 -7.12 8.906e-10 1.73e-05 0.8086 ZNF665 -8.22 9.354e-10 1.82e-05 0.8317 CHMP2A__1 7.24 9.675e-10 1.88e-05 0.7327 UBE2M 7.24 9.675e-10 1.88e-05 0.7327 TBC1D10B -6.99 1.016e-09 1.98e-05 0.6832 C17ORF102 -6.73 1.185e-09 2.3e-05 0.7888 TMEM132E -6.73 1.185e-09 2.3e-05 0.7888 ABCA17P -6.74 1.238e-09 2.41e-05 0.802 ABCA3 -6.74 1.238e-09 2.41e-05 0.802 C10ORF111 -8.33 1.298e-09 2.52e-05 0.7855 RPP38 -8.33 1.298e-09 2.52e-05 0.7855 STK11IP -7.75 1.576e-09 3.06e-05 0.8944 LHFPL4 -6.78 1.857e-09 3.61e-05 0.7261 ACACA__1 6.81 1.875e-09 3.64e-05 0.7426 TADA2A 6.81 1.875e-09 3.64e-05 0.7426 LOC389634 -6.58 2.162e-09 4.2e-05 0.8581 FBXO31__1 -6.61 2.189e-09 4.25e-05 0.9175 MAP1LC3B -6.61 2.189e-09 4.25e-05 0.9175 RASA3 -7.09 2.955e-09 5.74e-05 0.9307 RBM25 -6.8 3.443e-09 6.69e-05 0.7855 RIMKLA -6.45 3.977e-09 7.73e-05 0.6964 CHST11 -6.56 4.198e-09 8.16e-05 0.6403 C3ORF52 -6.71 4.379e-09 8.51e-05 0.7888 GRM1 -7.44 4.834e-09 9.39e-05 0.7987 D4S234E -6.39 5.032e-09 9.77e-05 0.6964 SLC22A1 7.5 5.231e-09 0.000102 0.8218 C11ORF70 -7.81 5.244e-09 0.000102 0.7525 MIR15B 8.53 5.264e-09 0.000102 0.8119 MIR16-2 8.53 5.264e-09 0.000102 0.8119 SMC4 8.53 5.264e-09 0.000102 0.8119 DNAJC11 6.39 5.772e-09 0.000112 0.7195 THAP3 6.39 5.772e-09 0.000112 0.7195 C15ORF52 6.92 6.323e-09 0.000123 0.8317 CA8 -6.32 7.284e-09 0.000141 0.6931 SCIN -6.31 7.32e-09 0.000142 0.8845 CCDC151 8.02 7.343e-09 0.000143 0.7822 SOX11 -6.3 7.878e-09 0.000153 0.8713 FAM24B -6.29 8.35e-09 0.000162 0.8218 LOC399815 -6.29 8.35e-09 0.000162 0.8218 COL25A1 -7.88 9.782e-09 0.00019 0.8383 ZNF35 -6.29 1.055e-08 0.000205 0.7129 ITM2C -6.21 1.191e-08 0.000231 0.8515 LOC147804__1 -6.21 1.304e-08 0.000253 0.8218 ZNF761__1 -6.21 1.304e-08 0.000253 0.8218 ZNF594 -6.32 1.373e-08 0.000267 0.6832 GRIK2 -6.33 1.409e-08 0.000273 0.8086 TES -6.18 1.416e-08 0.000275 0.6865 ZNF853 -6.82 1.541e-08 0.000299 0.8086 GOT2 8.22 1.547e-08 3e-04 0.9076 TRIM11 -6.21 1.561e-08 0.000303 0.6865 MEX3B -6.24 1.678e-08 0.000325 0.7789 ACPP -6.13 1.706e-08 0.000331 0.6832 RALGPS1__1 -6.13 1.808e-08 0.000351 0.6535 C1ORF103 -6.53 1.829e-08 0.000355 0.8878 LUZP2 -6.2 1.842e-08 0.000357 0.8152 HPSE -6.11 1.86e-08 0.000361 0.6106 CCHCR1 6.31 2.145e-08 0.000416 0.8053 IQSEC3 -6.08 2.189e-08 0.000424 0.6865 PCNXL2 -6.07 2.26e-08 0.000438 0.7492 MMP16 -6.24 2.358e-08 0.000457 0.571 HAVCR1 6.04 2.587e-08 0.000502 0.8911 MAGEL2 -6.04 2.624e-08 0.000509 0.6865 EMB -7.55 2.705e-08 0.000524 0.7492 LOC728606 6.02 2.815e-08 0.000546 0.7789 DUSP8 -6.09 2.844e-08 0.000551 0.7657 HCCA2__5 -6.09 2.844e-08 0.000551 0.7657 LOC338651__3 -6.09 2.844e-08 0.000551 0.7657 COL4A3 -6.02 2.854e-08 0.000553 0.7789 COL4A4 -6.02 2.854e-08 0.000553 0.7789 INPP4B -6.01 3.004e-08 0.000582 0.8713 SUV420H2 -6.12 3.02e-08 0.000585 0.7261 ST6GAL2 -6.01 3.087e-08 0.000598 0.7459 LGALS1 -6.49 3.606e-08 0.000699 0.7063 COL9A3 8.34 3.692e-08 0.000715 0.9406 PRKCQ -6.05 3.83e-08 0.000742 0.7228 LAMA1 -5.94 4.054e-08 0.000785 0.7162 CMKLR1 -5.99 4.126e-08 0.000799 0.6271 SPCS2 -6.22 4.759e-08 0.000922 0.7723 XRRA1 -6.22 4.759e-08 0.000922 0.7723 CDCA7 8.76 5.133e-08 0.000994 0.7921 AGBL4 -5.89 5.155e-08 0.000998 0.5743 BEND5 -5.89 5.155e-08 0.000998 0.5743 HIST1H2AK -5.88 5.574e-08 0.00108 0.901 HIST1H2BN -5.88 5.574e-08 0.00108 0.901 LOC147804 -5.87 5.625e-08 0.00109 0.8185 ZNF761 -5.87 5.625e-08 0.00109 0.8185 AKT3 5.9 5.859e-08 0.00113 0.6238 SDCCAG8__1 5.9 5.859e-08 0.00113 0.6238 ZDHHC13 -5.84 6.728e-08 0.0013 0.8152 ASTN1 -6.61 7.527e-08 0.00146 0.7228 RYR2 -5.8 7.578e-08 0.00147 0.901 ZNF415 -8.02 7.615e-08 0.00147 0.8812 SLC22A12 5.88 7.834e-08 0.00152 0.6799 C1ORF107 -5.82 7.846e-08 0.00152 0.9505 ZNF677 -7.55 8.07e-08 0.00156 0.8515 FAM190A -6.18 8.174e-08 0.00158 0.7426 GOLGA1 6.16 9.914e-08 0.00192 0.8746 FMN2 -5.74 1.031e-07 0.002 0.8317 CCDC112 -5.71 1.118e-07 0.00216 0.703 CACNA2D4 -5.67 1.357e-07 0.00263 0.6304 NCAM1 -5.66 1.389e-07 0.00269 0.8647 ADAMTS18 -5.73 1.447e-07 0.0028 0.6733 FAM181B -6.2 1.644e-07 0.00318 0.7162 C1ORF150 -6.38 1.72e-07 0.00333 0.8482 ARNT2 -5.59 1.925e-07 0.00372 0.5248 FOXF2 -5.59 1.936e-07 0.00375 0.8053 FZD7 -5.57 2.1e-07 0.00406 0.637 OR2A1 5.55 2.229e-07 0.00431 0.8383 OR2A42 5.55 2.229e-07 0.00431 0.8383 ADAM23 -5.53 2.483e-07 0.0048 0.8251 ZNF43 -7.28 2.531e-07 0.00489 0.7789 SLC3A1 5.66 2.785e-07 0.00539 0.736 PSORS1C1__1 -7.07 2.843e-07 0.0055 0.7261 HCN2 -5.76 2.964e-07 0.00573 0.67 TIA1 -6.44 2.968e-07 0.00574 0.7624 FBXL21 8.34 3.355e-07 0.00649 0.8284 CRB2 5.49 3.494e-07 0.00675 0.6634 CRLS1 5.68 3.497e-07 0.00676 0.7756 NPAS4 -5.84 3.625e-07 0.00701 0.67 SLC3A2__1 -5.5 3.729e-07 0.00721 0.8185 SNHG1 -5.5 3.729e-07 0.00721 0.8185 SNORD28 -5.5 3.729e-07 0.00721 0.8185 SNORD29 -5.5 3.729e-07 0.00721 0.8185 SNORD30 -5.5 3.729e-07 0.00721 0.8185 SNORD31 -5.5 3.729e-07 0.00721 0.8185 HAGH 6.22 3.765e-07 0.00728 0.835 LRP2BP 5.43 3.87e-07 0.00748 0.6865 ROR2 -5.43 3.897e-07 0.00753 0.769 C13ORF18 -5.43 3.956e-07 0.00764 0.8614 KIAA0114 -5.42 3.979e-07 0.00769 0.5545 SNORA26 -5.42 3.979e-07 0.00769 0.5545 XYLT1 -5.42 4.053e-07 0.00783 0.8416 GCA -5.46 4.153e-07 0.00802 0.6634 SIGLEC14 -5.67 4.266e-07 0.00824 0.6799 RTN1 -6.03 4.343e-07 0.00839 0.6535 RPSA -6.47 4.753e-07 0.00918 0.8317 SNORA6 -6.47 4.753e-07 0.00918 0.8317 CLLU1__1 5.53 4.828e-07 0.00932 0.6931 CLLU1OS__1 5.53 4.828e-07 0.00932 0.6931 CCDC116 5.37 4.961e-07 0.00958 0.8713 HNRNPUL2__1 -6.68 5.147e-07 0.00994 0.8152 TTC9C__1 -6.68 5.147e-07 0.00994 0.8152 OCA2 5.36 5.249e-07 0.0101 0.7789 FZD2 -5.36 5.263e-07 0.0102 0.8251 STAC -5.69 5.337e-07 0.0103 0.7459 REM1 -5.39 5.411e-07 0.0104 0.5809 AMPH -5.34 5.877e-07 0.0113 0.8911 GRID1 -5.36 6.053e-07 0.0117 0.7228 MAB21L1 -5.33 6.083e-07 0.0117 0.6271 MIR548F5 -5.33 6.083e-07 0.0117 0.6271 NBEA -5.33 6.083e-07 0.0117 0.6271 KCND3 -5.45 6.153e-07 0.0119 0.7129 CNTN4 -6.17 6.465e-07 0.0125 0.6304 MSH4 5.29 7.24e-07 0.014 0.7327 RASGRF1 6.07 7.265e-07 0.014 0.7822 TTLL7 -5.28 7.469e-07 0.0144 0.7492 NARS 5.28 7.727e-07 0.0149 0.7624 ZNF532 7.06 7.794e-07 0.015 0.7327 IDH2 5.82 7.933e-07 0.0153 0.7467 BAZ1A -6.52 8.069e-07 0.0156 0.7756 AP1G2 -5.25 8.278e-07 0.016 0.6865 RNLS -5.25 8.5e-07 0.0164 0.7624 GPR180 -5.26 9.313e-07 0.018 0.7525 SFXN1 6.51 9.399e-07 0.0181 0.7492 C18ORF21 -6.48 9.582e-07 0.0185 0.8416 ZNF138 -5.37 9.989e-07 0.0193 0.8185 PLA2G4A -5.21 1.009e-06 0.0194 0.7459 KCNG1 -5.2 1.051e-06 0.0203 0.7327 MFI2 -5.25 1.132e-06 0.0218 0.6601 TRIM45 -5.17 1.184e-06 0.0228 0.8251 CLEC10A 5.75 1.195e-06 0.023 0.7525 AHNAK2 -5.19 1.281e-06 0.0247 0.7822 NEK9 -7.36 1.308e-06 0.0252 0.8119 IL7R 5.23 1.333e-06 0.0257 0.637 DACT1 -5.16 1.486e-06 0.0286 0.6403 PCP4L1 -5.11 1.57e-06 0.0303 0.6865 NRG2 -5.09 1.617e-06 0.0312 0.6964 BAG5 -5.56 1.623e-06 0.0313 0.67 C14ORF153__1 -5.56 1.623e-06 0.0313 0.67 ZFP30 -5.2 1.678e-06 0.0323 0.6535 FBXO7 -5.09 1.682e-06 0.0324 0.8033 TUT1__1 5.08 1.785e-06 0.0344 0.7492 SLC6A17 -5.07 1.807e-06 0.0348 0.5578 KCNK17 7.65 1.972e-06 0.038 0.7723 BTBD7 -5.11 2.015e-06 0.0388 0.8185 KIAA1409 -5.11 2.015e-06 0.0388 0.8185 SPDYE8P 5.53 2.059e-06 0.0397 0.7459 DDT__1 7.21 2.06e-06 0.0397 0.8614 DDTL 7.21 2.06e-06 0.0397 0.8614 LPL -5.03 2.093e-06 0.0403 0.7888 LOC100192379 -5.02 2.175e-06 0.0419 0.6799 TMEM155 -5.02 2.175e-06 0.0419 0.6799 IQCD -5.55 2.179e-06 0.042 0.7261 TPCN1 -5.55 2.179e-06 0.042 0.7261 TBX18 -6.1 2.357e-06 0.0454 0.769 ADRA2C -5.01 2.382e-06 0.0459 0.6898 AP1M2 -5 2.383e-06 0.0459 0.5833