A single-nucleus RNA sequencing study reveals that exercise restores Alzheimer's-dysregulated gene expression in specific hippocampal cell types, notably immature neurons and disease-associated microglia. These findings clarify molecular mediators of exercise-induced neuroprotection and offer promising avenues for therapeutic strategies targeting Alzheimer's disease progression.