Similarly, genetic models such as APOE4 knock-in mice mirror lipid dysregulation, BBB breakdown, microglial phenotypes, and metabolic vulnerability seen in humans, making them invaluable for genotype-stratified therapeutic evaluation and precision-medicine strategies in AD [175,222]. Here, APOE is linked to Alzheimer disease.