Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=334 shorter survival N=203 longer survival N=131 AGE Spearman correlation test N=16 older N=14 younger N=2 GENDER t test N=86 male N=8 female N=78 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=621 higher pT N=314 lower pT N=307 PATHOLOGY N t test N=8 n1 N=1 n0 N=7 PATHOLOGICSPREAD(M) t test N=46 m1 N=43 m0 N=3 TUMOR STAGE Spearman correlation test N=648 higher stage N=418 lower stage N=230 NEOADJUVANT THERAPY t test N=130 yes N=51 no N=79