Recent studies have significantly advanced our understanding of Alzheimer's disease (AD) and its underlying mechanisms. One pivotal study demonstrated that plasma %p-tau217 is clinically equivalent or superior to FDA-approved cerebrospinal fluid (CSF) tests in classifying Aβ PET status, achieving an area under the curve (AUC) between 0.95 and 0.97. This finding suggests that blood-based biomarkers could provide a less invasive and more accessible means of diagnosing AD pathology (ref: Barthélemy doi.org/10.1038/s41591-024-02869-z/). Another study utilized single-nucleus RNA sequencing to reveal distinct transcriptomic profiles in autosomal dominant Alzheimer's disease (ADAD) compared to sporadic AD, highlighting potential protective mechanisms that could inform future therapeutic strategies (ref: Almeida doi.org/10.1016/j.neuron.2024.02.009/). Furthermore, the investigation into the choroid plexus (CP) integrity in aging revealed associations between plasma markers of neurodegeneration and CP microstructure, suggesting that alterations in CP may play a role in AD pathology (ref: Bouhrara doi.org/10.14336/AD.2023.1226/). Contradictory findings emerged regarding the role of inflammasome signaling in AD, with evidence indicating that it may be dispensable for β-amyloid-induced neuropathology in preclinical models, challenging previously held assumptions about neuroinflammation's role in AD (ref: Srinivasan doi.org/10.3389/fimmu.2024.1323409/). Additionally, the study of E2F1's role in traumatic brain injury (TBI) highlighted its contribution to cognitive decline in AD, suggesting that TBI could exacerbate AD progression through specific molecular pathways (ref: Ding doi.org/10.1007/s12640-024-00695-2/).