Recent studies have significantly advanced our understanding of biomarkers associated with Alzheimer's disease (AD) and their implications for cognitive impairment. A longitudinal cohort study revealed that the lifetime risk of mild cognitive impairment (MCI) increases with the severity of amyloid PET findings, with male APOE ε4 carriers showing a 76.75% risk at centiloid 100 (ref: Jack doi.org/10.1016/S1474-4422(25)00350-3/). In individuals with Down syndrome (DS), plasma p-tau217 has emerged as a promising biomarker, effectively distinguishing cognitively stable individuals from those with AD dementia, achieving an area under the curve (AUC) of 0.96 (ref: Huber doi.org/10.1038/s41467-025-65882-x/). Furthermore, the tau biomarker cascade appears to progress more rapidly in DS compared to neurotypical adults, with p-tau217 positivity occurring 4-6 years after beta-amyloid onset, suggesting a condensed biomarker timeline in this population (ref: Zammit doi.org/10.1093/brain/). These findings underscore the importance of early biomarker identification in both typical and atypical AD presentations, particularly in high-risk groups like those with DS. Additionally, the integration of genetic insights into the understanding of AD pathology has been facilitated by innovative methodologies. A study utilizing Bulk And Single cell expression quantitative trait loci Integration across Cell states (BASIC) has provided a framework for examining the genetic underpinnings of brain-related traits, highlighting the need for a nuanced approach to understanding the cellular mechanisms involved in AD (ref: Wang doi.org/10.1038/s41467-025-65643-w/). The anatomical progression of neuropathology in frontotemporal lobar degeneration (FTLD)-TDP type C has also been characterized, revealing unique features that may inform therapeutic strategies (ref: Kawles doi.org/10.1002/ana.78095/). Collectively, these studies emphasize the critical role of biomarkers in diagnosing and understanding the complex pathology of Alzheimer's disease.