In cases of polycystic ovary syndrome (PCOS), where hormonal imbalances are common, women with higher estradiol levels are more likely to exhibit positive anti-TPO antibodies, indicating a potential link between estrogen and autoimmune thyroid disease [34]. The gene discussed is TPO; the disease is autoimmune thyroid disease.