Recent research has significantly advanced our understanding of the mechanisms underlying Alzheimer's disease (AD) and the identification of potential biomarkers. A study integrating single-cell epigenomic and transcriptomic profiles from 3.5 million cells across 384 postmortem brain samples revealed over 1 million candidate cis-regulatory elements (cCREs) organized into 123 regulatory modules across various cell subtypes, highlighting the complexity of epigenetic changes in AD progression (ref: Liu doi.org/10.1016/j.cell.2025.06.031/). Additionally, the interplay between genetic predisposition, plasma metabolome, and dietary factors was explored in a cohort of over 5,700 individuals, revealing that the associations of 57 metabolites with dementia risk varied significantly by APOE4 genotype, suggesting that personalized dietary interventions could mitigate dementia risk (ref: Liu doi.org/10.1038/s41591-025-03891-5/). Furthermore, a systematic review and meta-analysis on plasma phosphorylated tau (p-tau) biomarkers demonstrated promising diagnostic performance, with a pooled sensitivity of 76.76% and specificity of 86.70%, indicating their potential utility in clinical settings (ref: Therriault doi.org/10.1016/S1474-4422(25)00227-3/). Contradictory findings emerged regarding the role of the APOE-Christchurch variant, which was shown to suppress microglial responses and enhance tau clearance in mouse models, suggesting a protective mechanism against AD pathology (ref: Akay doi.org/10.1016/j.immuni.2025.07.019/). Overall, these studies underscore the multifaceted nature of AD, integrating genetic, epigenetic, and metabolic factors in understanding its pathology and potential therapeutic avenues.