Our meta-analysis provides a comprehensive evaluation of thyroid hormone replacement therapies in hypothyroidism, revealing that combined T4 + T3 therapy and desiccated thyroid extract (DTE) offer distinct biochemical profiles compared to T4 monotherapy yet do not significantly impact a range of clinical outcomes. The gene discussed is TG; the disease is hypothyroidism.