After excluding age and years of infertility as potential confounders, patients with PCOS demonstrated significantly higher body weight and insulin levels, exhibiting characteristics of obesity and insulin resistance, consistent with previous research [22]. The gene discussed is INS; the disease is polycystic ovary syndrome.