Through cross-validation of the four methods, 3 intersecting genes for hyperthyroidism (FAM227B, PDE8B, PDE10A; Fig 2A) and 1 intersecting gene for hypothyroidism (PDE8B; Fig 2B) were finally identified. The gene discussed is FAM227B; the disease is hyperthyroidism.