Previous research on GLP-1R has identified compounds such as Morus alba polysaccharides and Berberine, which promote GLP-1 secretion through different pathways (Xie et al., 2020; Yang et al., 2024), offering insights for developing treatments for T2DM. This evidence concerns the gene GLP1R and type 2 diabetes mellitus.