In total, seven features, namely three image-derived parameter groups, the tumor subtype, tp53 mutation status, tumor size (pT) and nodal status (pN), were found to significantly and independently predict overall survival (Table 5, Figure 4). This evidence concerns the gene TP53 and neoplasm.