Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=364 shorter survival N=268 longer survival N=96 AGE Spearman correlation test N=58 older N=58 younger N=0 GENDER t test N=51 male N=18 female N=33 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=1157 higher pT N=808 lower pT N=349 PATHOLOGY N t test N=4 n1 N=2 n0 N=2 PATHOLOGICSPREAD(M) t test N=167 m1 N=165 m0 N=2 TUMOR STAGE Spearman correlation test N=1234 higher stage N=1016 lower stage N=218 NEOADJUVANT THERAPY t test N=60 yes N=23 no N=37