Research on Alzheimer's disease (AD) has focused on various genetic and molecular factors influencing its pathology. A significant study developed a knock-in model allowing for the inducible switching between the risk allele APOE4 and the protective allele APOE2. This model demonstrated that switching to APOE2 resulted in improved metabolic signatures, reduced neuropathology, and enhanced cognitive function, highlighting the potential of genetic modulation in AD therapy (ref: Golden doi.org/10.1038/s41593-025-02094-y/). Another study explored the role of the PS1-ELK1 protein-protein interaction, revealing that targeting this interaction with a peptide-based inhibitor reduced Aβ production and alleviated memory decline, suggesting a novel therapeutic avenue (ref: Yi doi.org/10.1016/j.ijbiomac.2025.149074/). Furthermore, proteomic profiling in rapidly progressive Alzheimer's disease identified mitochondrial dysregulation and the role of DLDH in amyloid beta aggregation, emphasizing the complexity of AD subtypes and their distinct molecular mechanisms (ref: Zafar doi.org/10.1007/s12035-025-05327-0/). In addition, the therapeutic potential of the HAEEPGP peptide against β-amyloid-induced neuropathology was investigated, demonstrating its ability to suppress amyloidogenesis in vivo, which could address the limitations of current monoclonal antibody therapies (ref: Kechko doi.org/10.1007/s12035-025-05349-8/). Overall, these studies underscore the multifaceted nature of AD and the importance of targeting various molecular pathways for effective treatment strategies.