Gallbladder cancer (GBC) is an aggressive malignancy often associated with gallstones (GBCGS), a condition distinct from gallstone disease (GSD). Both GBC and GBCGS are rare, with unclear pathogenesis and no established biomarker-based solutions. This pilot study aimed to identify distinct metabo...