However, where the effects of exogenous insulin on CCA development and progression remain controversial31, some anti-diabetic medications, e.g., metformin, show potential effects on the reduction of risk of CCA development and tumor aggressiveness32,33. Here, INS is linked to cholangiocarcinoma.