In contrast, APOE4 has been consistently linked to increased risk and earlier onset of Alzheimer’s disease (AD), possibly due to its detrimental influence on lipid homeostasis, mitochondrial integrity, and neuroinflammatory pathways (Volgman et al., 2024; Guo et al., 2025). This evidence concerns the gene APOE and Alzheimer disease.