Regulates the gut microbiota, improves bile acid metabolism, activates the TRG5/cAMP/PKA/CREB signaling pathway, stimulates GLP-1 secretion, and significantly reduces blood glucose levels in T2DM mice, improving oral glucose tolerance. Here, GCG is linked to type 2 diabetes mellitus.