Recent studies have significantly advanced our understanding of neurodegenerative diseases, particularly Alzheimer's disease (AD) and related disorders. One pivotal study utilized brain clocks to quantify discrepancies between brain age and chronological age across diverse populations, revealing a progressive brain-age gap from healthy controls to individuals with mild cognitive impairment and AD (ref: Moguilner doi.org/10.1038/s41591-024-03209-x/). This finding underscores the importance of identifying neuroanatomical changes associated with aging and pathology. Another large-scale investigation involving 49,482 individuals highlighted the influence of lifestyle, environmental, and genetic factors on brain aging, employing advanced imaging and artificial intelligence techniques to delineate complex brain change patterns (ref: Yang doi.org/10.1038/s41591-024-03144-x/). Furthermore, innovative modeling of late-onset AD through direct neuronal reprogramming has demonstrated the potential to recapitulate key neuropathological features, such as amyloid-β deposition and tau tangles, providing a valuable platform for future therapeutic exploration (ref: Sun doi.org/10.1126/science.adl2992/). In addition to these advancements, proteomic analyses have unveiled dynamic alterations in AD pathology, identifying 127 differentially abundant proteins across the disease spectrum (ref: Pichet Binette doi.org/10.1038/s41593-024-01737-w/). Notably, the role of the complement pathway has emerged as a therapeutic target, with C5aR1 antagonism showing promise in reducing plaque load and memory deficits in animal models (ref: Schartz doi.org/10.1038/s41467-024-51163-6/). The intersection of genetic factors, such as the regulation of APOE expression by enhancer RNAs, further emphasizes the multifaceted nature of AD pathology (ref: Wan doi.org/10.1093/nar/). Collectively, these studies highlight the intricate interplay of biological, genetic, and environmental factors in the development and progression of neurodegenerative diseases.