Biological insights were explored via pathomics score, gene set enrichment analysis (GSEA), immune infiltration, and tumor mutational burden (TMB).<h4>Results</h4>MR analysis identified MLH1 and PMS2 as risk genes, while MSH2 had a protective effect. Here, MLH1 is linked to neoplasm.