To evaluate the potential risk of cholecystitis and cholelithiasis induced by GLP-1 RAs, we utilized three methods, including ROR, PRR, and BCPNN, to detect and conduct a comprehensive analysis of AE signals. This evidence concerns the gene GCG and cholelithiasis.