Key factors include the APOE gene E4 variant, which affects lipid metabolism, myelination, and neuroinflammation, and various cell types, including astrocytes, oligodendrocytes, microglia, and the brain vasculature, which play pivotal roles in AD pathology (Yamazaki et al., 2019). The gene discussed is APOE; the disease is Alzheimer disease.