Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=1 shorter survival N=1 longer survival N=0 AGE Spearman correlation test N=178 older N=72 younger N=106 PRIMARY SITE OF DISEASE ANOVA test N=3 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=1 higher score N=1 lower score N=0 RADIATIONS RADIATION REGIMENINDICATION t test N=25 yes N=18 no N=7 NEOADJUVANT THERAPY t test N=0