Research into the genetic and epigenetic factors influencing Alzheimer's disease (AD) has revealed significant insights into its complex etiology. A study integrating single-cell epigenomic and transcriptomic profiles from 3.5 million cells across 384 postmortem brain samples identified over 1 million candidate cis-regulatory elements (cCREs) organized into 123 regulatory modules across 67 cell subtypes, highlighting the intricate epigenetic rewiring associated with AD progression and cognitive resilience (ref: Liu doi.org/10.1016/j.cell.2025.06.031/). Additionally, the interplay between genetic predisposition, plasma metabolome, and dietary factors was examined in a large cohort, revealing that the associations of 57 metabolites with dementia risk varied significantly by APOE4 genotype, emphasizing the importance of personalized approaches in understanding AD risk (ref: Liu doi.org/10.1038/s41591-025-03891-5/). Furthermore, the protective APOE-Christchurch variant was shown to suppress microglial responses and enhance clearance of pathological tau aggregates, suggesting a potential therapeutic target for mitigating AD pathology (ref: Akay doi.org/10.1016/j.immuni.2025.07.019/). These findings collectively underscore the multifaceted genetic landscape of AD and the potential for targeted interventions based on genetic profiles. However, the identification of high-throughput methods for screening tau aggregation remains a critical area for future research, as current probes lack the ability to discriminate between amyloid fibril polymorphs (ref: Carroll doi.org/10.1038/s41557-025-01889-7/).