In individuals with a BMI < 24, the PCOS group exhibited a significantly higher BMI (P < 0.05) and greater metabolic disturbances compared to the control group, including elevated insulin, HOMA-IR, LDL, TC, and TG levels (P < 0.01). Here, INS is linked to polycystic ovary syndrome.