Recent studies have highlighted the intricate genetic and molecular underpinnings of various neuropathological conditions. A large-scale genome-wide association study involving 212,453 Japanese individuals identified 320 independent signals across 276 loci for 27 diseases, including 25 novel loci, underscoring the importance of diverse genetic backgrounds in understanding disease susceptibility (ref: Ishigaki doi.org/10.1038/s41588-020-0640-3/). Another study focused on the role of the non-specific lethal (NSL) chromatin complex, revealing that neural-specific depletion of its components leads to severe vascular defects and brain hemorrhaging, indicating a critical link between chromatin regulation and vascular integrity in the brain (ref: Sheikh doi.org/10.1038/s41556-020-0526-8/). Furthermore, research on neurofilaments as biomarkers in spinocerebellar ataxia type 3 (SCA3) demonstrated that increased levels of neurofilament light chain (NfL) correlate with disease severity and progression, suggesting their potential utility in monitoring disease stages (ref: Wilke doi.org/10.15252/emmm.201911803/). These findings collectively emphasize the need for a multifaceted approach to unravel the genetic and molecular mechanisms that contribute to neuropathology, particularly in diverse populations and disease contexts.