Among hypothyroidism-related genes, PDE8B showed a significant positive correlation (associated with increased hypothyroidism risk, β_SMR = 0.290, P_SMR = 8.33 × 10 − 8), in striking contrast to its negative correlation in hyperthyroidism (reducing risk). Here, PDE8B is linked to hypothyroidism.