Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=303 shorter survival N=185 longer survival N=118 AGE Spearman correlation test N=17 older N=14 younger N=3 GENDER t test N=75 male N=7 female N=68 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=592 higher pT N=306 lower pT N=286 PATHOLOGY N t test N=7 n1 N=0 n0 N=7 PATHOLOGICSPREAD(M) t test N=49 m1 N=46 m0 N=3 TUMOR STAGE Spearman correlation test N=624 higher stage N=419 lower stage N=205 NEOADJUVANT THERAPY t test N=133 yes N=52 no N=81