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, PDE10A is linked to hyperthyroidism.