We investigated the co-prevalence and exclusivity of mutations in exactly the same cancer gene pairs throughout all cancer forms. Apparently, we observed that specified gene pairs exhibit distinctive mutation designs in different cancer types. As an example, we observed that mutations within the TP53 AI algorithms have demonstrated the ability to