Recent research has significantly advanced our understanding of the mechanisms underlying Alzheimer's disease (AD) and the identification of potential biomarkers. One study highlighted the role of the NLRP3 inflammasome in AD progression, demonstrating that Aβ deposition activates NLRP3 in APP/PS1 mice, suggesting a pathway beyond IL-1β release (ref: McManus doi.org/10.1016/j.immuni.2025.01.007/). Another study focused on blood-based biomarkers, revealing that plasma p-tau217 levels were significantly higher in AD-related syndromes compared to frontotemporal lobar degeneration (FTLD) syndromes, indicating its potential as a diagnostic marker (ref: VandeVrede doi.org/10.1001/jamaneurol.2024.5017/). Furthermore, the characterization of microglial aggregates in the hippocampus has unveiled distinct immune and neurodegenerative niches, with specific microglial subtypes associated with Aβ plaques and tau pathology, emphasizing their critical role in AD pathology (ref: Fixemer doi.org/10.1007/s00401-025-02857-8/). In addition to these findings, the activation of transposable elements in aging brains has been linked to AD, with valacyclovir treatment showing promise in alleviating tau-associated neuropathology (ref: Feng doi.org/10.1002/alz.14595/). A comprehensive analysis of genetic variants associated with autosomal-dominant AD revealed 550 variants, with 279 classified as pathogenic, providing insights into the genetic landscape of the disease (ref: Liu doi.org/10.1093/brain/). These studies collectively underscore the multifaceted nature of AD, highlighting the interplay between genetic, inflammatory, and neurodegenerative processes.