Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=1 shorter survival N=0 longer survival N=1 AGE Spearman correlation test N=56 older N=30 younger N=26 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 TUMOR STAGE Spearman correlation test N=1 higher stage N=1 lower stage N=0 NEOADJUVANT THERAPY t test N=0