Our MR analyses highlighted multiple metabolic axes through which gut microbiota influence gallstone risk, including bile acid derivatives (e.g., GDCA), amino acid intermediates (e.g., N-acetylarginine), and lipid species (e.g., cis-4-decenoate). This evidence concerns the gene GNAT3 and gallstones.