Clinical feature Statistical test Significant genes Associated with                 Associated with Time to Death Cox regression test N=0 AGE Spearman correlation test N=140 older N=126 younger N=14 GENDER t test N=169 male N=39 female N=130 RADIATIONS RADIATION REGIMENINDICATION t test N=229 yes N=170 no N=59 NEOADJUVANT THERAPY t test N=421 yes N=323 no N=98