Recent research has significantly advanced our understanding of the molecular mechanisms underlying Alzheimer's disease (AD) and its pathology. A study utilizing an engineered ascorbic acid peroxidase (APEX) approach combined with quantitative affinity purification mass spectrometry (AP-MS) revealed that Tau, a protein implicated in neurodegeneration, interacts with presynaptic vesicle proteins during activity-dependent secretion. This study highlighted the importance of Tau's interactome in synaptic and mitochondrial processes, particularly in human induced pluripotent stem cell (iPSC)-derived neurons (ref: Tracy doi.org/10.1016/j.cell.2021.12.041/). In another investigation, the heterogeneity of amyloid beta (Aβ) burden in individuals with autosomal dominant AD was examined, revealing that while pathogenic variants are highly penetrant, the levels of Aβ varied significantly among individuals, suggesting that higher Aβ levels do not necessarily correlate with more severe disease progression (ref: Chhatwal doi.org/10.1016/S1474-4422(21)00375-6/). Additionally, the role of gut microbiota in regulating AD pathologies was explored, showing that germ-free mice exhibited reduced cerebral amyloid plaques and neurofibrillary tangles, indicating a potential link between gut health and neuroinflammation in AD (ref: Chen doi.org/10.1136/gutjnl-2021-326269/). These findings collectively underscore the complexity of AD pathology, emphasizing the need for multifaceted approaches in understanding and treating the disease. Moreover, the identification of mitophagy inducers through machine learning techniques has opened new avenues for therapeutic interventions aimed at enhancing mitochondrial function in AD (ref: Xie doi.org/10.1038/s41551-021-00819-5/). The correlation of plasma biomarkers such as p-tau231 and p-tau181 with cognitive decline further supports the potential of these biomarkers in early diagnosis and monitoring of AD progression (ref: Meyer doi.org/10.1002/ana.26308/). Overall, the integration of genetic, environmental, and biological factors is crucial for a comprehensive understanding of AD mechanisms and the development of effective therapeutic strategies.