Recent studies have advanced our understanding of the genetic and molecular underpinnings of Alzheimer's disease (AD). A notable contribution is the development of a new association method called the liability threshold model with family history (LT-FH), which enhances the power of case-control studies by incorporating familial risk factors. This method was applied to analyze genetic data from the UK Biobank, revealing significant insights into the genetic liabilities associated with AD and other diseases (ref: Pedersen doi.org/10.1038/s41588-024-02023-y/). Additionally, the role of microglial lipid phosphatase SHIP1 has been highlighted, showing its enrichment during early brain development and its potential implications for AD risk (ref: Matera doi.org/10.1016/j.immuni.2024.11.003/). Furthermore, tau hyperphosphorylation has been linked to synaptic loss and behavioral changes in models lacking tau seeds, indicating that tau pathology may initiate neurodegenerative processes even in the absence of aggregated tau (ref: Watamura doi.org/10.1038/s41593-024-01829-7/). The exploration of microRNAs has also provided insights into their regulatory roles in neuropsychiatric conditions, with findings suggesting that genetic variations can influence miRNA expression in the brain, thereby affecting brain health and disease (ref: Vattathil doi.org/10.1038/s43587-024-00778-x/). Additionally, the UFMylation pathway has been shown to be impaired in AD, with significant changes correlating with pathological tau, suggesting that this pathway may modify tau pathology (ref: Yan doi.org/10.1186/s13024-024-00784-y/). Lastly, the deficiency of CD2AP has been found to exacerbate AD phenotypes through p38 MAPK activation, linking synaptic impairments and cognitive deficits to this genetic factor (ref: Xue doi.org/10.1186/s40035-024-00454-5/).