Recent studies have significantly advanced our understanding of the genetic and molecular mechanisms underlying Alzheimer's disease (AD). A genome-wide meta-analysis identified 37 risk loci associated with AD, including novel associations near genes such as CCDC6 and TSPAN14. This study utilized SNP-level fine-mapping methods, revealing 21 SNPs with a greater than 50% probability of being causally involved in AD risk, thus highlighting the complexity of genetic contributions to the disease (ref: Schwartzentruber doi.org/10.1038/s41588-020-00776-w/). Additionally, a genome sequencing analysis of Lewy body dementia (LBD) uncovered five independent risk loci and implicated mutations in the GBA gene, suggesting shared genetic pathways between LBD and other neurodegenerative disorders (ref: Chia doi.org/10.1038/s41588-021-00785-3/). Furthermore, molecular subtyping of AD using RNA sequencing data revealed three major subtypes characterized by distinct dysregulated pathways, including those related to tau-mediated neurodegeneration and amyloid-β neuroinflammation, emphasizing the heterogeneous nature of AD (ref: Neff doi.org/10.1126/sciadv.abb5398/). These findings collectively underscore the importance of genetic factors in AD and suggest potential avenues for targeted therapeutic interventions. In addition to genetic insights, studies have explored the role of the blood-brain barrier (BBB) in neurodegenerative diseases. Research utilizing MR-guided focused ultrasound demonstrated the potential for temporary BBB opening in Parkinson's disease dementia, which could facilitate the delivery of neurorestorative therapies (ref: Gasca-Salas doi.org/10.1038/s41467-021-21022-9/). Moreover, the expression of APOE ε4 was found to vary in its association with AD risk based on ancestral backgrounds, indicating that genetic risk factors may interact with environmental and demographic variables (ref: Griswold doi.org/10.1002/alz.12287/). Lastly, the differentiation of pluripotent stem cells into brain microvascular endothelial cells has raised questions about their identity and functionality, which is crucial for modeling AD and developing effective treatments (ref: Lu doi.org/10.1073/pnas.2016950118/). Overall, these studies highlight the intricate interplay of genetic, molecular, and environmental factors in the pathogenesis of Alzheimer's disease.