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=0 KARNOFSKY PERFORMANCE SCORE Spearman correlation test N=5 higher score N=0 lower score N=5 HISTOLOGICAL TYPE ANOVA test N=4 PATHOLOGY T Spearman correlation test N=0 PATHOLOGY N Spearman correlation test N=0 PATHOLOGICSPREAD(M) ANOVA test N=9 TUMOR STAGE Spearman correlation test N=0 RADIATIONS RADIATION REGIMENINDICATION t test N=0 NEOADJUVANT THERAPY t test N=1 yes N=1 no N=0