The key enzyme gene TPO (thyroid peroxidase) showed a positive correlation (β_SMR = 0.389, P_SMR = 1.95 × 10 − 9), suggesting that decreased expression of this gene is associated with increased hypothyroidism risk, possibly by directly affecting iodine activation and thyroxine production. Here, TPO is linked to hypothyroidism.