Recent studies have significantly advanced our understanding of the genetic and molecular underpinnings of Alzheimer's disease (AD). A multi-omic epigenetic atlas of the adult human brain has been developed, revealing candidate causal variants at inherited risk loci for both Alzheimer's and Parkinson's diseases. This research highlights the complexity of non-coding variants, which, despite being prevalent in genome-wide association studies, often do not directly alter coding sequences, complicating the assignment of their functional roles (ref: Corces doi.org/10.1038/s41588-020-00721-x/). Another study focused on African American populations identified novel risk loci, including ABCA7 and TREM2, and emphasized that while the major pathways involved in AD etiology are similar across ethnic groups, the specific loci differ, suggesting a need for tailored approaches in genetic research and therapeutic strategies (ref: Kunkle doi.org/10.1001/jamaneurol.2020.3536/). Furthermore, the role of apolipoprotein E (APOE) alleles in Aβ accumulation has been explored, indicating that the presence of the protective APOE ε2 allele may mitigate the effects of the risk-associated ε4 allele, thus providing insights into potential therapeutic targets (ref: Insel doi.org/10.1001/jamaneurol.2020.3780/). Additionally, the development of VARAdb, a comprehensive variation annotation database, aims to facilitate the exploration of non-coding variants and their regulatory roles in human diseases (ref: Pan doi.org/10.1093/nar/). The therapeutic potential of siRNA nanomedicine targeting BACE1 has also been highlighted, showcasing a novel approach to address Aβ toxicity in AD (ref: Zhou doi.org/10.1126/sciadv.abc7031/). Lastly, the investigation of PICALM's role in reversing endocytic defects associated with the APOE4 allele underscores the importance of understanding cellular mechanisms in the context of genetic risk factors (ref: Narayan doi.org/10.1016/j.celrep.2020.108224/).