| Dataset | CMP.CMP_Pheno.cls#Group1_versus_Group4.CMP_Pheno.cls#Group1_versus_Group4_repos |
| Phenotype | CMP_Pheno.cls#Group1_versus_Group4_repos |
| Upregulated in class | 3 |
| GeneSet | HALLMARK_KRAS_SIGNALING_UP |
| Enrichment Score (ES) | -0.23955013 |
| Normalized Enrichment Score (NES) | -1.1265726 |
| Nominal p-value | 0.21169356 |
| FDR q-value | 0.4614241 |
| FWER p-Value | 0.921 |

| SYMBOL | RANK IN GENE LIST | RANK METRIC SCORE | RUNNING ES | CORE ENRICHMENT | |
|---|---|---|---|---|---|
| 1 | Trib1 | 8 | 1.168 | 0.0294 | No |
| 2 | Gfpt2 | 18 | 1.063 | 0.0561 | No |
| 3 | Nr0b2 | 213 | 0.693 | 0.0638 | No |
| 4 | H2bc3 | 318 | 0.647 | 0.0750 | No |
| 5 | Yrdc | 580 | 0.561 | 0.0761 | No |
| 6 | Id2 | 778 | 0.521 | 0.0793 | No |
| 7 | Gabra3 | 955 | 0.493 | 0.0829 | No |
| 8 | Scn1b | 1302 | 0.445 | 0.0766 | No |
| 9 | Cfb | 1480 | 0.426 | 0.0785 | No |
| 10 | Dusp6 | 1840 | 0.388 | 0.0701 | No |
| 11 | Ppp1r15a | 1937 | 0.379 | 0.0748 | No |
| 12 | Etv1 | 2014 | 0.373 | 0.0805 | No |
| 13 | Cxcl10 | 2495 | 0.336 | 0.0646 | No |
| 14 | Mmp9 | 2618 | 0.325 | 0.0667 | No |
| 15 | Plvap | 2857 | 0.311 | 0.0625 | No |
| 16 | Snap91 | 2927 | 0.308 | 0.0668 | No |
| 17 | Map7 | 3022 | 0.302 | 0.0697 | No |
| 18 | Ptgs2 | 3569 | 0.265 | 0.0486 | No |
| 19 | Itgb2 | 3712 | 0.256 | 0.0479 | No |
| 20 | Ero1a | 3838 | 0.250 | 0.0479 | No |
| 21 | Avl9 | 4144 | 0.232 | 0.0383 | No |
| 22 | Tmem158 | 4181 | 0.230 | 0.0423 | No |
| 23 | Prdm1 | 4242 | 0.227 | 0.0451 | No |
| 24 | Ly96 | 4309 | 0.224 | 0.0474 | No |
| 25 | Ephb2 | 4394 | 0.219 | 0.0487 | No |
| 26 | Ptprr | 4453 | 0.217 | 0.0513 | No |
| 27 | Plaur | 4579 | 0.209 | 0.0503 | No |
| 28 | Sdccag8 | 4595 | 0.209 | 0.0548 | No |
| 29 | Scg3 | 4621 | 0.207 | 0.0588 | No |
| 30 | Usp12 | 4748 | 0.200 | 0.0575 | No |
| 31 | Adam17 | 4834 | 0.195 | 0.0582 | No |
| 32 | Tmem100 | 4938 | 0.190 | 0.0578 | No |
| 33 | Traf1 | 4943 | 0.190 | 0.0624 | No |
| 34 | Gucy1a1 | 4985 | 0.187 | 0.0651 | No |
| 35 | Ppbp | 5184 | 0.178 | 0.0595 | No |
| 36 | Pdcd1lg2 | 5396 | 0.169 | 0.0531 | No |
| 37 | Ccser2 | 5516 | 0.164 | 0.0512 | No |
| 38 | Lat2 | 5703 | 0.155 | 0.0457 | No |
| 39 | Ets1 | 5812 | 0.150 | 0.0440 | No |
| 40 | Epb41l3 | 5829 | 0.149 | 0.0470 | No |
| 41 | Wdr33 | 6105 | 0.137 | 0.0364 | No |
| 42 | Tor1aip2 | 6121 | 0.136 | 0.0391 | No |
| 43 | Flt4 | 6168 | 0.134 | 0.0402 | No |
| 44 | Strn | 6195 | 0.132 | 0.0423 | No |
| 45 | Nin | 6411 | 0.123 | 0.0344 | No |
| 46 | Plau | 6617 | 0.114 | 0.0269 | No |
| 47 | Cbx8 | 7166 | 0.095 | 0.0014 | No |
| 48 | Etv5 | 7294 | 0.090 | -0.0028 | No |
| 49 | Dcbld2 | 7459 | 0.083 | -0.0091 | No |
| 50 | Klf4 | 7685 | 0.073 | -0.0187 | No |
| 51 | Gpnmb | 7739 | 0.071 | -0.0196 | No |
| 52 | F2rl1 | 7840 | 0.067 | -0.0230 | No |
| 53 | Irf8 | 8071 | 0.057 | -0.0332 | No |
| 54 | Clec4a3 | 8463 | 0.041 | -0.0521 | No |
| 55 | Mafb | 8513 | 0.040 | -0.0536 | No |
| 56 | Hbegf | 8618 | 0.035 | -0.0580 | No |
| 57 | Il7r | 8728 | 0.031 | -0.0628 | No |
| 58 | Akap12 | 8770 | 0.029 | -0.0641 | No |
| 59 | Bpgm | 8806 | 0.028 | -0.0652 | No |
| 60 | Cdadc1 | 9036 | 0.020 | -0.0764 | No |
| 61 | Ccnd2 | 9078 | 0.017 | -0.0780 | No |
| 62 | Il1b | 9217 | 0.011 | -0.0848 | No |
| 63 | Ptcd2 | 9413 | 0.004 | -0.0946 | No |
| 64 | Btbd3 | 9467 | 0.002 | -0.0973 | No |
| 65 | Hdac9 | 9658 | -0.001 | -0.1069 | No |
| 66 | Cbl | 9925 | -0.012 | -0.1202 | No |
| 67 | Tnfaip3 | 10050 | -0.016 | -0.1261 | No |
| 68 | Csf2ra | 10205 | -0.022 | -0.1334 | No |
| 69 | Ptbp2 | 10242 | -0.024 | -0.1346 | No |
| 70 | Tmem176a | 10298 | -0.025 | -0.1368 | No |
| 71 | Gng11 | 10560 | -0.036 | -0.1492 | No |
| 72 | Angptl4 | 10563 | -0.036 | -0.1484 | No |
| 73 | Rbm4 | 10598 | -0.038 | -0.1491 | No |
| 74 | Prkg2 | 10654 | -0.040 | -0.1509 | No |
| 75 | Car2 | 10928 | -0.051 | -0.1635 | No |
| 76 | Ikzf1 | 10938 | -0.051 | -0.1627 | No |
| 77 | Cab39l | 11298 | -0.066 | -0.1793 | No |
| 78 | Zfp277 | 11451 | -0.073 | -0.1852 | No |
| 79 | Adgra2 | 11526 | -0.077 | -0.1870 | No |
| 80 | Kif5c | 11622 | -0.081 | -0.1898 | No |
| 81 | Lcp1 | 11759 | -0.085 | -0.1945 | No |
| 82 | Rabgap1l | 11949 | -0.094 | -0.2018 | No |
| 83 | Ank | 11977 | -0.095 | -0.2007 | No |
| 84 | Dock2 | 12175 | -0.104 | -0.2081 | No |
| 85 | Fcer1g | 12306 | -0.110 | -0.2119 | No |
| 86 | Il1rl2 | 12357 | -0.112 | -0.2116 | No |
| 87 | Ano1 | 12361 | -0.112 | -0.2089 | No |
| 88 | Pecam1 | 12547 | -0.121 | -0.2152 | No |
| 89 | Tnfrsf1b | 12870 | -0.131 | -0.2283 | No |
| 90 | Trib2 | 12991 | -0.137 | -0.2309 | No |
| 91 | Ammecr1 | 13071 | -0.141 | -0.2314 | No |
| 92 | Akt2 | 13141 | -0.144 | -0.2312 | No |
| 93 | F13a1 | 13148 | -0.144 | -0.2278 | No |
| 94 | Map3k1 | 13179 | -0.146 | -0.2257 | No |
| 95 | Tspan7 | 13337 | -0.152 | -0.2298 | No |
| 96 | Map4k1 | 13355 | -0.153 | -0.2268 | No |
| 97 | Eng | 13420 | -0.155 | -0.2261 | No |
| 98 | Mycn | 13540 | -0.161 | -0.2280 | No |
| 99 | Mmp11 | 13589 | -0.163 | -0.2263 | No |
| 100 | G0s2 | 13609 | -0.164 | -0.2231 | No |
| 101 | Spry2 | 13651 | -0.166 | -0.2209 | No |
| 102 | Atg10 | 13701 | -0.168 | -0.2192 | No |
| 103 | Cmklr1 | 14102 | -0.183 | -0.2349 | Yes |
| 104 | Birc3 | 14117 | -0.183 | -0.2309 | Yes |
| 105 | Prelid3b | 14170 | -0.186 | -0.2288 | Yes |
| 106 | Tspan13 | 14204 | -0.188 | -0.2257 | Yes |
| 107 | Adgrl4 | 14220 | -0.189 | -0.2216 | Yes |
| 108 | Nrp1 | 14409 | -0.199 | -0.2262 | Yes |
| 109 | Vwa5a | 14414 | -0.199 | -0.2213 | Yes |
| 110 | Mmd | 14447 | -0.201 | -0.2178 | Yes |
| 111 | Wnt7a | 14503 | -0.205 | -0.2153 | Yes |
| 112 | Laptm5 | 14753 | -0.218 | -0.2225 | Yes |
| 113 | Jup | 14794 | -0.220 | -0.2189 | Yes |
| 114 | Etv4 | 14828 | -0.221 | -0.2150 | Yes |
| 115 | Glrx | 15078 | -0.235 | -0.2217 | Yes |
| 116 | Cd37 | 15203 | -0.241 | -0.2218 | Yes |
| 117 | Emp1 | 15381 | -0.251 | -0.2245 | Yes |
| 118 | Cbr4 | 15440 | -0.254 | -0.2209 | Yes |
| 119 | Satb1 | 15477 | -0.257 | -0.2162 | Yes |
| 120 | Il2rg | 15532 | -0.259 | -0.2123 | Yes |
| 121 | Nr1h4 | 15728 | -0.270 | -0.2154 | Yes |
| 122 | Mtmr10 | 15882 | -0.276 | -0.2162 | Yes |
| 123 | Cxcr4 | 15890 | -0.277 | -0.2095 | Yes |
| 124 | Btc | 16223 | -0.297 | -0.2188 | Yes |
| 125 | Crot | 16244 | -0.299 | -0.2122 | Yes |
| 126 | Inhba | 16289 | -0.302 | -0.2067 | Yes |
| 127 | Aldh1a2 | 16419 | -0.313 | -0.2053 | Yes |
| 128 | Dnmbp | 16449 | -0.314 | -0.1988 | Yes |
| 129 | Evi5 | 16453 | -0.314 | -0.1909 | Yes |
| 130 | Psmb8 | 16488 | -0.317 | -0.1846 | Yes |
| 131 | Fbxo4 | 16815 | -0.334 | -0.1927 | Yes |
| 132 | Adam8 | 16900 | -0.339 | -0.1883 | Yes |
| 133 | St6gal1 | 17255 | -0.367 | -0.1970 | Yes |
| 134 | Fuca1 | 17275 | -0.369 | -0.1886 | Yes |
| 135 | Tlr8 | 17294 | -0.370 | -0.1801 | Yes |
| 136 | Tfpi | 17442 | -0.383 | -0.1778 | Yes |
| 137 | Reln | 17507 | -0.389 | -0.1711 | Yes |
| 138 | Lif | 17566 | -0.392 | -0.1641 | Yes |
| 139 | Slpi | 17948 | -0.424 | -0.1727 | Yes |
| 140 | Gypc | 18367 | -0.472 | -0.1820 | Yes |
| 141 | Itgbl1 | 18373 | -0.473 | -0.1702 | Yes |
| 142 | Abcb1a | 18549 | -0.494 | -0.1665 | Yes |
| 143 | Spon1 | 18562 | -0.497 | -0.1544 | Yes |
| 144 | Gprc5b | 18616 | -0.503 | -0.1443 | Yes |
| 145 | Il10ra | 18701 | -0.518 | -0.1354 | Yes |
| 146 | Gadd45g | 18712 | -0.519 | -0.1226 | Yes |
| 147 | Tmem176b | 18788 | -0.530 | -0.1129 | Yes |
| 148 | Hsd11b1 | 18875 | -0.547 | -0.1034 | Yes |
| 149 | Spp1 | 19068 | -0.591 | -0.0981 | Yes |
| 150 | Zfp639 | 19079 | -0.594 | -0.0834 | Yes |
| 151 | Itga2 | 19222 | -0.629 | -0.0746 | Yes |
| 152 | Galnt3 | 19272 | -0.643 | -0.0607 | Yes |
| 153 | Scg5 | 19542 | -0.749 | -0.0553 | Yes |
| 154 | Kcnn4 | 19609 | -0.807 | -0.0381 | Yes |
| 155 | Arg1 | 19665 | -0.878 | -0.0185 | Yes |
| 156 | Ctss | 19700 | -0.935 | 0.0036 | Yes |

