Research into the genetic and molecular mechanisms underlying Alzheimer's disease (AD) has revealed critical insights into its pathophysiology. One significant finding is the role of the amyloid precursor protein (APP) gene in individuals with Down syndrome, where a gene dose effect leads to nearly universal development of amyloid plaques and tau tangles by age 40, resulting in a lifetime dementia risk exceeding 90% (ref: Fortea doi.org/10.1038/s41591-024-03159-4/). Furthermore, the APOE4 allele has been identified as a major genetic risk factor, particularly in females, with studies demonstrating that APOE4 carriers exhibit unique neutrophil-microglia interactions that correlate with cognitive impairment (ref: Rosenzweig doi.org/10.1038/s41591-024-03122-3/). The Dominantly Inherited Alzheimer Network (DIAN) study has also provided valuable data, showing that variations in gamma-secretase activity among PSEN1 variant carriers can predict clinical features and biomarker trajectories, highlighting the complexity of genetic influences on disease progression (ref: Schultz doi.org/10.1016/S1474-4422(24)00236-9/). Additionally, profiling tau protein in various tauopathies has shown that phosphorylated tau levels are significantly elevated in AD, underscoring the importance of tau in the disease's molecular landscape (ref: Lantero-Rodriguez doi.org/10.1186/s13024-024-00741-9/).