Metabolomic insights into associations between adiposity markers and liver cancer risk: Results from a prospective cohort study and Mendelian randomization analysis

Integrating prospective observational and genetic evidence, we identified specific metabolic mediators linking adiposity to liver cancer, particularly involving amino acid, lipid and energy metabolism. These findings enhanced molecular understanding of adiposity-driven hepatocarcinogenesis and provided potential metabolic targets for future primary prevention strategies.