Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=2 shorter survival N=2 longer survival N=0 AGE Spearman correlation test N=4 older N=3 younger N=1 PRIMARY SITE OF DISEASE ANOVA test N=0 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 TUMOR STAGE Spearman correlation test N=3 higher stage N=1 lower stage N=2 NEOADJUVANT THERAPY t test N=0