In the present study, women with HOMA-IR ≥ 2.0 exhibited higher PCSK9 concentrations not only in the overall PCOS group but also within the non-smoking subgroup, underscoring the strong impact of IR on PCSK9 regulation irrespective of tobacco exposure. The gene discussed is PCSK9; the disease is polycystic ovary syndrome.