In this study, it was found for the first time that GLP-1 not only regulates the blood glucose level of patients with type 2 diabetes, but also regulates the production of intestinal microbial metabolites butyric acid and Valeric acid, thus controlling the progression of diabetes from a multidimensional perspective. Here, GLP1R is linked to type 2 diabetes mellitus.