Recent studies have elucidated various genetic and molecular mechanisms contributing to Alzheimer's disease (AD). A significant advancement is the development of a polygenic risk score (PGS) derived from European ancestry populations, which has shown transferability across multi-ancestry populations, enhancing the prediction of AD risk when the APOE region is included (ref: Nicolas doi.org/10.1038/s41588-025-02227-w/). Another critical finding involves the R136S mutation in the APOE3 gene, which appears to confer resilience against tau pathology by inhibiting the cGAS-STING-IFN pathway, thereby reducing tau load and protecting against cognitive decline in carriers (ref: Naguib doi.org/10.1016/j.immuni.2025.05.023/). Additionally, the study of traumatic brain injury (TBI) has revealed injury-specific proteomic signatures that increase the risk of neurodegenerative diseases, including AD, highlighting the need for further investigation into the molecular alterations following TBI (ref: Mantash doi.org/10.1038/s41392-025-02286-9/). Moreover, the role of inflammation in AD progression has been underscored by findings that PSEN1 mutations lead to altered inflammatory responses in astrocytes, suggesting a link between genetic predisposition and neuroinflammatory processes (ref: Ziff doi.org/10.1186/s13024-025-00864-7/). The identification of myelin-axon interface vulnerabilities through subcellular proteomics has also provided insights into the structural disruptions occurring in AD, emphasizing the importance of myelin integrity for neuronal function (ref: Cai doi.org/10.1038/s41593-025-01973-8/).