Studies have shown that changes in the gut microbiome of T2DM include not only changes in the number, composition and diversity of the microbiota, but also changes in the levels of metabolites in the gut microbiome, which can inhibit insulin release and lead to the development of T2DM (Bao et al., 2023). Here, INS is linked to type 2 diabetes mellitus.