Both PCOS and autoimmune thyroid disease share common pathophysiological pathways including insulin resistance, chronic low-grade inflammation, and possibly shared genetic predispositions such as polymorphisms in the FSH receptor, PPAR-γ, and immune-regulatory genes. The gene discussed is PPARG; the disease is autoimmune thyroid disease.