Through integrated multi-omics analysis, this study is the first to characterize the bidirectional regulatory mechanism of PDE8B in hyperthyroidism and hypothyroidism, alongside the genetic associations of FAM227B and PDE10A with cardiovascular and neurological comorbidities. The gene discussed is PDE10A; the disease is hypothyroidism.