Mechanistically, deletion of Hrh4 in microglia, but not in neurons, reverses cognitive deficits and mitigates key AD pathogenesis by activating the cAMP/TGF‐β1/Smad3 pathway. The gene discussed is HRH4; the disease is Alzheimer disease.