EIF2AK3 and Alzheimer disease: In terms of theoretical mechanistic innovation, this study clearly proposes the “ERS‐autophagy‐pyroptosis” cascade pathway (PERK–eIF2α → LC3‐II → NLRP3), providing a novel framework for understanding the interaction between cellular stress and inflammation in AD.