Among the top 10 genes with the highest mutation frequency, KRAS, TP53 and SMAD4, the highest frequency of mutations in high risk group, are also reported to be critical events for the initiation of PAAD (32). This evidence concerns the gene KRAS and pancreatic adenocarcinoma.