Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=2 shorter survival N=0 longer survival N=2 AGE Spearman correlation test N=126 older N=110 younger N=16 GENDER t test N=7 male N=1 female N=6 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=2 higher score N=2 lower score N=0 RADIATIONS RADIATION REGIMENINDICATION t test N=1 yes N=0 no N=1 NEOADJUVANT THERAPY t test N=0