In this study, intestinal-derived bile acid levels increased following INU and LBP interventions, which activated Treg cells through the FXR–FGF15–FGFR4 axis, thereby improving systemic inflammation in diabetes. The gene discussed is LBP; the disease is diabetes mellitus.