Recent studies have highlighted the significance of genetic factors, particularly the APOE4 allele, in the pathogenesis of Alzheimer's disease (AD). Fortea et al. demonstrated that APOE4 homozygosity is associated with an earlier onset of symptoms, averaging 65.1 years, and a distinct clinical trajectory that resembles autosomal dominant AD. This study utilized a comprehensive analysis of clinical, pathological, and biomarker changes to establish that APOE4 homozygotes may represent a genetically unique form of AD (ref: Fortea doi.org/10.1038/s41591-024-02931-w/). Similarly, Xu et al. emphasized the multifactorial nature of AD, suggesting that interdisciplinary approaches integrating biochemistry and molecular biology are essential for unraveling the disease's complexities (ref: Xu doi.org/10.1038/s41591-024-02923-w/). Additionally, the Genes and Cognition cohort study by Rahman et al. analyzed cognitive variability across a large population, revealing how genetic predispositions can influence cognitive trajectories and the potential for early intervention (ref: Rahman doi.org/10.1038/s41591-024-02960-5/). These findings collectively underscore the critical role of genetic factors in shaping the clinical landscape of AD and highlight the need for targeted therapeutic strategies based on genetic profiles. Moreover, the exploration of novel therapeutic modalities is gaining traction, as illustrated by Belgrad et al., who introduced a dual-targeting siRNA scaffold designed for gene modulation in the central nervous system. This approach could potentially address the multifaceted nature of neurodegenerative disorders, including AD, by targeting multiple pathways simultaneously (ref: Belgrad doi.org/10.1093/nar/). The implications of these genetic insights are profound, suggesting that personalized medicine approaches could be developed to mitigate the risk or progression of AD in genetically susceptible individuals.