Unlike other tumor subtypes, squamous tumors scored poor on several prognostic indices (tumor weight, fraction of genomic altered, histological grade) and displayed an increased frequency of genetic alterations in hallmark genes (SMAD4, MYC, KRAS, and TP53) (Figures 3D, E; Supplementary File 2). This evidence concerns the gene KRAS and neoplasm.