NR1H4 and Hyperinsulinemia: Bile acids can function as signaling molecules that influence glucose homeostasis through FXR activation (Xiang et al., 2023), and the hyperinsulinemia characteristic of PCOS may further disrupt bile acid metabolism (Yang Y. et al., 2021).