| Dataset | MPP.MPP_Pheno.cls#Group2_versus_Group3.MPP_Pheno.cls#Group2_versus_Group3_repos |
| Phenotype | MPP_Pheno.cls#Group2_versus_Group3_repos |
| Upregulated in class | 1 |
| GeneSet | HALLMARK_KRAS_SIGNALING_UP |
| Enrichment Score (ES) | 0.20275526 |
| Normalized Enrichment Score (NES) | 0.88533103 |
| Nominal p-value | 0.6451613 |
| FDR q-value | 1.0 |
| FWER p-Value | 1.0 |

| SYMBOL | RANK IN GENE LIST | RANK METRIC SCORE | RUNNING ES | CORE ENRICHMENT | |
|---|---|---|---|---|---|
| 1 | Angptl4 | 191 | 0.671 | 0.0078 | Yes |
| 2 | Arg1 | 218 | 0.653 | 0.0237 | Yes |
| 3 | Lif | 337 | 0.601 | 0.0334 | Yes |
| 4 | St6gal1 | 405 | 0.578 | 0.0452 | Yes |
| 5 | Il1rl2 | 446 | 0.569 | 0.0581 | Yes |
| 6 | Flt4 | 541 | 0.541 | 0.0675 | Yes |
| 7 | F13a1 | 689 | 0.506 | 0.0732 | Yes |
| 8 | Btc | 697 | 0.504 | 0.0862 | Yes |
| 9 | Slpi | 737 | 0.493 | 0.0971 | Yes |
| 10 | Map3k1 | 950 | 0.457 | 0.0982 | Yes |
| 11 | Nr1h4 | 1130 | 0.434 | 0.1004 | Yes |
| 12 | Spon1 | 1143 | 0.433 | 0.1112 | Yes |
| 13 | Trib1 | 1303 | 0.414 | 0.1139 | Yes |
| 14 | Tor1aip2 | 1325 | 0.411 | 0.1237 | Yes |
| 15 | Gfpt2 | 1349 | 0.408 | 0.1332 | Yes |
| 16 | Usp12 | 1462 | 0.395 | 0.1379 | Yes |
| 17 | Akap12 | 1529 | 0.389 | 0.1447 | Yes |
| 18 | Ppp1r15a | 1660 | 0.376 | 0.1479 | Yes |
| 19 | Ets1 | 1730 | 0.369 | 0.1541 | Yes |
| 20 | Cdadc1 | 1752 | 0.367 | 0.1627 | Yes |
| 21 | Akt2 | 1823 | 0.361 | 0.1685 | Yes |
| 22 | Rbm4 | 1858 | 0.358 | 0.1762 | Yes |
| 23 | Cbx8 | 1938 | 0.353 | 0.1814 | Yes |
| 24 | Hbegf | 1987 | 0.349 | 0.1882 | Yes |
| 25 | Vwa5a | 2001 | 0.348 | 0.1967 | Yes |
| 26 | Strn | 2059 | 0.343 | 0.2028 | Yes |
| 27 | Ccser2 | 2238 | 0.329 | 0.2022 | No |
| 28 | Adam17 | 2680 | 0.300 | 0.1874 | No |
| 29 | Zfp277 | 2729 | 0.296 | 0.1927 | No |
| 30 | Sdccag8 | 3092 | 0.273 | 0.1812 | No |
| 31 | Ctss | 3108 | 0.271 | 0.1876 | No |
| 32 | Avl9 | 3230 | 0.263 | 0.1882 | No |
| 33 | Dcbld2 | 3275 | 0.259 | 0.1928 | No |
| 34 | Adam8 | 4000 | 0.219 | 0.1612 | No |
| 35 | Ptgs2 | 4107 | 0.215 | 0.1614 | No |
| 36 | Ephb2 | 4118 | 0.215 | 0.1665 | No |
| 37 | Tspan7 | 4335 | 0.203 | 0.1607 | No |
| 38 | Scg5 | 4371 | 0.201 | 0.1642 | No |
| 39 | Mmd | 4391 | 0.200 | 0.1685 | No |
| 40 | Ano1 | 4559 | 0.191 | 0.1649 | No |
| 41 | Ank | 4571 | 0.191 | 0.1694 | No |
| 42 | Ptcd2 | 4601 | 0.189 | 0.1729 | No |
| 43 | Pecam1 | 4800 | 0.180 | 0.1674 | No |
| 44 | Il10ra | 4904 | 0.174 | 0.1667 | No |
| 45 | Ly96 | 5087 | 0.166 | 0.1616 | No |
| 46 | Cfb | 5341 | 0.153 | 0.1526 | No |
| 47 | Wdr33 | 5435 | 0.149 | 0.1517 | No |
| 48 | Traf1 | 5632 | 0.140 | 0.1453 | No |
| 49 | Plaur | 5748 | 0.135 | 0.1429 | No |
| 50 | Gadd45g | 5851 | 0.131 | 0.1411 | No |
| 51 | Ammecr1 | 6011 | 0.124 | 0.1361 | No |
| 52 | Ero1a | 6013 | 0.123 | 0.1393 | No |
| 53 | Map4k1 | 6472 | 0.105 | 0.1184 | No |
| 54 | Id2 | 6593 | 0.100 | 0.1149 | No |
| 55 | Fgf9 | 6634 | 0.098 | 0.1154 | No |
| 56 | Crot | 6653 | 0.097 | 0.1170 | No |
| 57 | Tspan13 | 6846 | 0.089 | 0.1094 | No |
| 58 | Emp1 | 6989 | 0.083 | 0.1043 | No |
| 59 | Dnmbp | 7116 | 0.080 | 0.0999 | No |
| 60 | Tmem176a | 7694 | 0.058 | 0.0716 | No |
| 61 | H2bc3 | 7823 | 0.054 | 0.0665 | No |
| 62 | Cab39l | 8132 | 0.042 | 0.0517 | No |
| 63 | Mtmr10 | 8139 | 0.042 | 0.0524 | No |
| 64 | Tmem158 | 8645 | 0.022 | 0.0269 | No |
| 65 | Mafb | 8728 | 0.019 | 0.0232 | No |
| 66 | Birc3 | 8862 | 0.015 | 0.0167 | No |
| 67 | Pdcd1lg2 | 8878 | 0.014 | 0.0163 | No |
| 68 | Hsd11b1 | 8947 | 0.012 | 0.0132 | No |
| 69 | Tmem176b | 9086 | 0.007 | 0.0062 | No |
| 70 | Mycn | 9151 | 0.005 | 0.0030 | No |
| 71 | Tnfaip3 | 9446 | -0.005 | -0.0120 | No |
| 72 | Evi5 | 9488 | -0.007 | -0.0139 | No |
| 73 | Yrdc | 9548 | -0.009 | -0.0168 | No |
| 74 | Dock2 | 9949 | -0.023 | -0.0368 | No |
| 75 | Il7r | 10027 | -0.026 | -0.0401 | No |
| 76 | Spry2 | 10154 | -0.031 | -0.0458 | No |
| 77 | Gucy1a1 | 10431 | -0.041 | -0.0590 | No |
| 78 | Zfp639 | 10454 | -0.042 | -0.0590 | No |
| 79 | Btbd3 | 10463 | -0.042 | -0.0583 | No |
| 80 | Lcp1 | 10609 | -0.048 | -0.0645 | No |
| 81 | Plvap | 10685 | -0.050 | -0.0671 | No |
| 82 | Tmem100 | 10805 | -0.054 | -0.0718 | No |
| 83 | Gprc5b | 10833 | -0.056 | -0.0717 | No |
| 84 | Ikzf1 | 10900 | -0.058 | -0.0736 | No |
| 85 | Gabra3 | 10943 | -0.060 | -0.0742 | No |
| 86 | Tfpi | 11089 | -0.064 | -0.0800 | No |
| 87 | Prelid3b | 11232 | -0.070 | -0.0854 | No |
| 88 | Cbl | 11323 | -0.073 | -0.0882 | No |
| 89 | Laptm5 | 11370 | -0.075 | -0.0886 | No |
| 90 | Cbr4 | 11477 | -0.079 | -0.0919 | No |
| 91 | Plau | 11483 | -0.079 | -0.0901 | No |
| 92 | Ptbp2 | 11684 | -0.087 | -0.0981 | No |
| 93 | Scn1b | 11829 | -0.094 | -0.1031 | No |
| 94 | Il2rg | 11838 | -0.094 | -0.1011 | No |
| 95 | Fbxo4 | 12039 | -0.102 | -0.1087 | No |
| 96 | Cxcr4 | 12238 | -0.109 | -0.1161 | No |
| 97 | Glrx | 12473 | -0.119 | -0.1250 | No |
| 98 | Cmklr1 | 12529 | -0.121 | -0.1246 | No |
| 99 | Atg10 | 12587 | -0.124 | -0.1243 | No |
| 100 | Kif5c | 12597 | -0.125 | -0.1215 | No |
| 101 | Tnfrsf1b | 12820 | -0.133 | -0.1294 | No |
| 102 | Bpgm | 12872 | -0.135 | -0.1285 | No |
| 103 | Kcnn4 | 12975 | -0.139 | -0.1301 | No |
| 104 | Gng11 | 13073 | -0.143 | -0.1313 | No |
| 105 | Itgbl1 | 13196 | -0.148 | -0.1337 | No |
| 106 | Itgb2 | 13228 | -0.149 | -0.1314 | No |
| 107 | Ppbp | 13397 | -0.156 | -0.1360 | No |
| 108 | Map7 | 13452 | -0.159 | -0.1346 | No |
| 109 | Adgrl4 | 13579 | -0.165 | -0.1367 | No |
| 110 | G0s2 | 13942 | -0.181 | -0.1507 | No |
| 111 | Igf2 | 14327 | -0.197 | -0.1653 | No |
| 112 | Rabgap1l | 14450 | -0.204 | -0.1662 | No |
| 113 | Nin | 14561 | -0.209 | -0.1664 | No |
| 114 | Epb41l3 | 14708 | -0.217 | -0.1683 | No |
| 115 | Galnt3 | 15104 | -0.235 | -0.1825 | No |
| 116 | Psmb8 | 15119 | -0.236 | -0.1770 | No |
| 117 | Abcb1a | 15351 | -0.248 | -0.1824 | No |
| 118 | Etv1 | 15714 | -0.267 | -0.1940 | No |
| 119 | Etv4 | 15786 | -0.271 | -0.1905 | No |
| 120 | Nrp1 | 15809 | -0.272 | -0.1845 | No |
| 121 | Wnt7a | 15978 | -0.282 | -0.1858 | No |
| 122 | Satb1 | 16101 | -0.290 | -0.1844 | No |
| 123 | Irf8 | 16366 | -0.308 | -0.1900 | No |
| 124 | Gypc | 16379 | -0.308 | -0.1825 | No |
| 125 | Spp1 | 16549 | -0.319 | -0.1828 | No |
| 126 | Itga2 | 16664 | -0.327 | -0.1800 | No |
| 127 | Cxcl10 | 16799 | -0.337 | -0.1781 | No |
| 128 | Scg3 | 16806 | -0.337 | -0.1695 | No |
| 129 | Fuca1 | 16898 | -0.343 | -0.1651 | No |
| 130 | Ptprr | 16911 | -0.344 | -0.1567 | No |
| 131 | Fcer1g | 16973 | -0.349 | -0.1506 | No |
| 132 | Mmp11 | 17161 | -0.361 | -0.1508 | No |
| 133 | Etv5 | 17282 | -0.370 | -0.1472 | No |
| 134 | Eng | 17379 | -0.378 | -0.1422 | No |
| 135 | Lat2 | 17851 | -0.426 | -0.1553 | No |
| 136 | Klf4 | 17911 | -0.433 | -0.1469 | No |
| 137 | Reln | 18017 | -0.446 | -0.1406 | No |
| 138 | Plek2 | 18195 | -0.467 | -0.1374 | No |
| 139 | Adgra2 | 18428 | -0.497 | -0.1363 | No |
| 140 | Trib2 | 18757 | -0.551 | -0.1387 | No |
| 141 | Cd37 | 19086 | -0.636 | -0.1389 | No |
| 142 | Jup | 19160 | -0.673 | -0.1250 | No |
| 143 | Dusp6 | 19174 | -0.677 | -0.1078 | No |
| 144 | Ccnd2 | 19194 | -0.684 | -0.0907 | No |
| 145 | Car2 | 19202 | -0.687 | -0.0730 | No |
| 146 | Prdm1 | 19267 | -0.722 | -0.0573 | No |
| 147 | Nr0b2 | 19304 | -0.749 | -0.0394 | No |
| 148 | Hdac9 | 19466 | -0.940 | -0.0229 | No |
| 149 | Csf2ra | 19473 | -0.958 | 0.0020 | No |

