Through multi-omics SMR and single-cell validation, we identified a set of high-confidence causal genes, notably YWHAZ, which exhibits opposing dysregulation in neuronal versus glial cells in the Alzheimer’s disease brain, highlighting the cellular complexity of the pathological response. The gene discussed is YWHAZ; the disease is Alzheimer disease.