PDE8B and hyperthyroidism: This observation contrasts with previous reports where PDE8B typically showed a significant negative association with hyperthyroidism-related genes, indicating that its regulatory mechanism is likely tissue-dependent and context-specific, with heterogeneous functional modalities across different physiological and pathological states.