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. Here, PDE8B is linked to hyperthyroidism.