Recent studies have significantly advanced our understanding of the pathophysiology and biomarkers associated with Alzheimer's Disease (AD). A large-scale analysis of over 1,000 brain tissues revealed that many protein co-expression modules related to AD were not detectable at the RNA level, underscoring the importance of proteomic changes in the disease (ref: Johnson doi.org/10.1038/s41593-021-00999-y/). Additionally, the study identified that the matrisome module was influenced by the APOE ε4 allele, although it did not correlate with cognitive decline rates when adjusted for neuropathology. In another study, the role of physical activity in reducing dementia risk among individuals with new-onset type 2 diabetes was highlighted, showing that those who increased their physical activity had a significantly lower risk of all-cause dementia (aHR 0.86; 95% CI 0.77-0.96) (ref: Yoo doi.org/10.2337/dc21-1597/). This suggests that lifestyle interventions may serve as critical preventive measures in high-risk populations. Moreover, the role of acetylcholine deficiency in disrupting neuronal function was examined in a mouse model of AD, where activation of extratelencephalic projection neurons in the medial prefrontal cortex was found to rescue object recognition memory impairments (ref: Sun doi.org/10.1038/s41467-022-28493-4/). This indicates a potential therapeutic target for ameliorating cognitive deficits in AD. The protective variant PLCG2 was also studied, revealing its association with enhanced expression of antigen presentation genes in microglia, which may influence AD pathology (ref: Claes doi.org/10.1002/alz.12577/). Collectively, these findings emphasize the multifaceted nature of AD pathophysiology and the need for integrated approaches in research and treatment.