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We investigated the co-event and exclusivity of mutations in the same most cancers gene pairs across all cancer types. Interestingly, we uncovered that specific gene pairs show distinct mutation patterns in several cancer kinds. As an illustration, we noticed that mutations while in the TP53 AI algorithms have shown the chance to predict accuratel