IR is positively correlated with hyperbileacidemia in diabetic populations (Sun et al., 2016), and increased total serum BAs are associated with impaired systemic insulin sensitivity, β-cell dysfunction, and elevated glucagon levels in T2DM (Wang X. H. et al., 2020). Here, INS is linked to type 2 diabetes mellitus.