Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=2001 shorter survival N=1278 longer survival N=723 AGE Spearman correlation test N=13 older N=2 younger N=11 GENDER t test N=216 male N=131 female N=85 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=2273 higher pT N=1236 lower pT N=1037 PATHOLOGY N t test N=6 n1 N=1 n0 N=5 PATHOLOGICSPREAD(M) t test N=217 m1 N=189 m0 N=28 TUMOR STAGE Spearman correlation test N=2605 higher stage N=1412 lower stage N=1193 NEOADJUVANT THERAPY t test N=16 yes N=7 no N=9