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. This evidence concerns the gene NR1H4 and diabetes mellitus.