Recent research has significantly advanced our understanding of the mechanisms underlying Alzheimer's disease (AD) and the cellular models used to study it. A pivotal study by Kaji et al. demonstrated that aggregates of Apolipoprotein E (APOE) in microglia can initiate Aβ amyloidosis, a key pathological feature of AD, by influencing lipid metabolism and the JAK/STAT signaling pathway (ref: Kaji doi.org/10.1016/j.immuni.2024.09.014/). This finding suggests a novel model for the onset of amyloid plaque formation, highlighting the role of microglial function in AD pathology. Complementing this, Ortí-Casañ et al. provided a comprehensive transcriptomic atlas that delineates regional differences in cellular vulnerability and resilience in AD, revealing that specific neuronal and glial subtypes exhibit varying degrees of susceptibility to the disease (ref: Ortí-Casañ doi.org/10.1038/s41392-024-02014-9/). This study underscores the complexity of AD, suggesting that targeted interventions may need to consider these regional and cellular differences. Further insights into AD pathology were provided by Gabitto et al., who utilized multiomics and spatial genomics to analyze cell types in the middle temporal gyrus of donors with varying AD pathologies, revealing critical cellular populations that are affected (ref: Gabitto doi.org/10.1038/s41593-024-01774-5/). Additionally, Guo et al. explored the heparin-enriched plasma proteome, identifying significant alterations in heparin binding proteins associated with Aβ and tau pathology, which could serve as potential biomarkers for AD (ref: Guo doi.org/10.1186/s13024-024-00757-1/). Together, these studies highlight the multifaceted nature of AD, emphasizing the need for integrated approaches to understand its complex pathology and develop effective therapies.