NPTX2 and Alzheimer disease: Finally, we extend this framework to aging and AD, where medial temporal lobe hyperactivity and early PV dysfunction coincide with NPTX2 dysregulation, suggesting that restoring excitatory recruitment of PVs may help stabilize circuits and prevent cognitive decline.