GNAT3 and gallstones: Collectively, these findings extend the MR-validated signatures of GDCA and N-acetylarginine into a broader network of bile acid imbalance, systemic amino acid stress, and mitochondrial energy failure, thereby providing a more comprehensive metabolic framework for gallstone pathogenesis.