This result underscores the prognostic importance of tumor stage in RNF43-mutant CRC and demonstrates how AI-HOPE-WNT can uncover nuanced, mutation-specific insights through stratified cohort comparisons. This evidence concerns the gene RNF43 and colorectal carcinoma.