Parvalbumin-positive (PV+) neurons, a core pathological component driving cognitive decline and network dysfunction [26], also constitute the most abundant subtype of GABAergic inhibitory neurons in the primary visual cortex (V1) and play a key role in visual information processing [27]; nevertheless, their vulnerability over the course of AD remains unclear. The gene discussed is PVALB; the disease is Alzheimer disease.