PDE8B and hypothyroidism: Through cross-validation using four methods (SMR, TWAS, mBAT-combo, and PoPS), we identified three core candidate genes (FAM227B, PDE8B, PDE10A) associated with hyperthyroidism, with PDE8B as the sole intersecting gene showing significant association with hypothyroidism.