Recent research has significantly advanced our understanding of the genetic and molecular underpinnings of Alzheimer's disease (AD). A genome-wide association study (GWAS) identified over 80 genetic loci associated with Alzheimer's disease and related dementias (ADRD), emphasizing the complexity of neuropathological outcomes that are often overlooked in clinical studies (ref: Shade doi.org/10.1038/s41588-024-01939-9/). Another study highlighted the role of apolipoprotein E (APOE) aggregation in microglia, which initiates Aβ amyloidosis, a key pathological feature of AD. This process is influenced by microglial lipid metabolism and the JAK/STAT signaling pathway, suggesting that APOE aggregation may be a critical trigger for plaque formation (ref: Kaji doi.org/10.1016/j.immuni.2024.09.014/). Additionally, the exploration of transient reprogramming using Yamanaka factors in mice revealed potential protective effects against neurodegeneration, indicating that manipulating cellular identity could offer new therapeutic avenues (ref: Shen doi.org/10.1016/j.stem.2024.09.013/). Furthermore, a comprehensive transcriptomic atlas of brain regions affected by AD has been developed, revealing distinct vulnerabilities and resilience mechanisms across neuronal and glial subtypes, which could inform targeted interventions (ref: Ortí-Casañ doi.org/10.1038/s41392-024-02014-9/). Lastly, advancements in mass spectrometry have underscored the importance of in vivo protein conformation in understanding AD pathology, suggesting that structural changes in proteins may precede expression alterations (ref: Son doi.org/10.1038/s41467-024-53582-x/).