The genetic landscape of Alzheimer's disease (AD) is significantly influenced by the apolipoprotein E (APOE) gene, particularly the APOE4 variant, which is the strongest genetic risk factor for the disease. Research has demonstrated that the local haplotype of APOE4, rather than merely the presence of a single risk allele, plays a crucial role in increasing the risk of AD. Tcw et al. utilized human brain cell models derived from both population and isogenic induced pluripotent stem cells to elucidate the cellular impacts of APOE4, revealing that it induces specific changes in astrocytes and microglia that may contribute to AD pathology (ref: Tcw doi.org/10.1016/j.cell.2022.05.017/). Furthermore, Le Guen et al. conducted a large-scale analysis involving over 475,000 participants to assess the association of rare missense variants in APOE with AD risk, employing logistic regression models to establish significant correlations (ref: Le Guen doi.org/10.1001/jamaneurol.2022.1166/). These findings underscore the complexity of genetic contributions to AD, highlighting the need for further exploration of APOE's role in neurodegeneration and cognitive decline. In addition to APOE, other studies have investigated the pathological mechanisms associated with AD. Lee et al. focused on autophagy dysregulation in AD mouse models, revealing that impaired autolysosome acidification leads to the accumulation of amyloid-beta (Aβ) within neurons, a precursor to senile plaques (ref: Lee doi.org/10.1038/s41593-022-01084-8/). This suggests that the interplay between genetic factors and cellular processes is critical in understanding AD progression. Moreover, the exploration of tau pathology, as demonstrated by Teng et al., indicates that neurofibrillary tangles correlate with clinical severity, emphasizing the multifaceted nature of AD pathology (ref: Teng doi.org/10.1001/jamaneurol.2022.1375/). Collectively, these studies illustrate the intricate relationship between genetic predispositions and the biological mechanisms underlying Alzheimer's disease.