We investigated the co-occurrence and exclusivity of mutations in the same cancer gene pairs across all cancer sorts. Interestingly, we located that selected gene pairs exhibit distinctive mutation designs in different cancer types. For example, we noticed that mutations from the TP53 Then, we comprehensively analyse identified cancer gene mutatio