Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=0 AGE Spearman correlation test N=181 older N=71 younger N=110 PRIMARY SITE OF DISEASE ANOVA test N=59 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 RADIATIONS RADIATION REGIMENINDICATION t test N=1324 yes N=1253 no N=71 COMPLETENESS OF RESECTION ANOVA test N=1