Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=0 AGE Spearman correlation test N=1 older N=1 younger N=0 GENDER t test N=16 male N=13 female N=3 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=0 HISTOLOGICAL TYPE ANOVA test N=163 RADIATIONS RADIATION REGIMENINDICATION t test N=0 NEOADJUVANT THERAPY t test N=0