VD deficiency in PCOS may contribute to metabolic issues, especially insulin resistance and lipid abnormalities. Women with PCOS had lower VD levels, which were associated with higher insulin resistance (HOMA-IR) and poorer lipid profiles, including reduced HDL-cholesterol and apolipoprotein A1. The gene discussed is APOA1; the disease is Insulin resistance.