Recent studies have significantly advanced our understanding of the molecular mechanisms and potential biomarkers associated with Alzheimer's disease (AD). A comprehensive multi-omic analysis involving 191,890 nuclei from late-stage AD revealed extensive cellular heterogeneity and identified cell-type-specific regulatory elements linked to genes such as APOE and CLU, which are crucial in AD pathology (ref: Morabito doi.org/10.1038/s41588-021-00894-z/). Additionally, the investigation of plasma phosphorylated tau (p-tau) species demonstrated their predictive capabilities for amyloid and tau PET imaging, although subtle differences across p-tau species were noted, particularly in a presymptomatic population (ref: Mielke doi.org/10.1001/jamaneurol.2021.2293/). Furthermore, metabolite profiling in adults with Down syndrome indicated that myo-inositol levels increased while N-acetyl-aspartate levels decreased with disease progression, linking these metabolites to neuroinflammation and neuronal integrity (ref: Montal doi.org/10.1002/ana.26178/). The characterization of neurofilament light chain (NfL) in a diverse cohort revealed significant associations with neurodegeneration and amyloid burden, emphasizing the importance of NfL as a biomarker in AD (ref: O'Bryant doi.org/10.1002/alz.12404/). These findings collectively underscore the intricate interplay of genetic, metabolic, and neurodegenerative factors in AD, paving the way for future biomarker development and therapeutic strategies.