IMMT and bile duct cancer: Importantly, GSEA analysis further revealed that these genes converge on significant pathways, including chemical carcinogenesis–reactive oxygen species, cytoskeletal regulation, motor protein function, protein digestion and absorption, and cholesterol metabolism, all of which are strongly associated with bile duct cancer.