Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=5 shorter survival N=1 longer survival N=4 AGE Spearman correlation test N=185 older N=173 younger N=12 GENDER t test N=125 male N=8 female N=117 RADIATIONS RADIATION REGIMENINDICATION t test N=1013 yes N=1000 no N=13 NEOADJUVANT THERAPY t test N=1883 yes N=1848 no N=35