The three core mechanistic axes—SCFAs network reconstruction, BA-FXR signaling activation, and LPS-inflammation inhibition—do not operate in isolation but engage in extensive crosstalk, forming a dynamic and integrated metabolic network that underlies exercise’s ameliorative effects on PCOS. The gene discussed is NR1H4; the disease is polycystic ovary syndrome.