Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=0 AGE Spearman correlation test N=0 GENDER t test N=1 male N=1 female N=0 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 PATHOLOGY T Spearman correlation test N=1 higher pT N=0 lower pT N=1 PATHOLOGY N Spearman correlation test N=0 NEOADJUVANT THERAPY t test N=0