Research on Alzheimer's disease (AD) pathology has increasingly focused on the mechanisms underlying neurodegeneration, particularly the role of tau protein and neurovascular dysfunction. One study utilized single-nucleus RNA sequencing to analyze microglia, astrocytes, and neurovasculature in the brains of individuals with frontotemporal dementia associated with GRN mutations, revealing significant alterations in cellular profiles that may contribute to disease progression (ref: Gerrits doi.org/10.1038/s41593-022-01124-3/). Another investigation identified molecular signatures that differentiate between aggregation-prone and aggregation-resistant cell states in AD, highlighting the susceptibility of various neocortical subtypes to neurofibrillary tangle formation (ref: Otero-Garcia doi.org/10.1016/j.neuron.2022.06.021/). Furthermore, the study by Montal demonstrated that tau spreading is influenced by genetic traits, suggesting a network-based propagation mechanism that could be targeted for therapeutic interventions (ref: Montal doi.org/10.1126/scitranslmed.abn7273/). These findings collectively underscore the complexity of tau pathology and its interaction with neurovascular elements, emphasizing the need for integrated approaches to understand AD mechanisms fully. In addition to tau, the impact of neuropeptides and neurotransmitter systems on AD pathology has been explored. Han's research revealed that the presence of copper and amyloid-beta can induce conformational changes in somatostatin, a neuropeptide crucial for neurotransmission, potentially leading to impaired synaptic function (ref: Han doi.org/10.1038/s41557-022-00984-3/). The role of NMDA receptors in synaptic transmission and their inhibition by various pharmacological agents, including memantine, was also examined, providing insights into potential therapeutic strategies (ref: Wilcox doi.org/10.1038/s41467-022-31817-z/). Furthermore, the predictive value of preclinical AD biomarkers was highlighted, with a significant correlation between biomarker status and the presence of neuropathological changes at autopsy, reinforcing the importance of early detection in AD management (ref: Long doi.org/10.1093/brain/). Overall, these studies illustrate the multifaceted nature of AD pathology, integrating molecular, cellular, and systemic perspectives to inform future research directions.