In addition to cellular mechanisms, the interplay between neurophysiology and pathology has been elucidated through studies examining the synergistic effects of amyloid-beta (Aβ) and tau on cognitive decline. In a cohort of cognitively unimpaired older adults, researchers demonstrated that early Aβ deposits lead to hyperactivity in neurons, while subsequent tau deposition results in a suppressive effect, correlating with cognitive deficits (ref: Gallego-Rudolf doi.org/10.1038/s41593-024-01763-8/). Moreover, the role of apolipoprotein E4 (ApoE4) in neurovascular dysfunction was investigated, revealing that border-associated macrophages mediate the effects of ApoE4 through reactive oxygen species, contributing to cognitive impairment (ref: Anfray doi.org/10.1038/s41593-024-01757-6/). Lastly, a study on metformin's geroprotective effects in cynomolgus monkeys demonstrated its potential to decelerate aging-related changes in neurons, mediated by the activation of the Nrf2 transcription factor, suggesting a promising avenue for therapeutic intervention in neurodegenerative diseases (ref: Yang doi.org/10.1016/j.cell.2024.08.021/). These findings collectively underscore the multifaceted nature of neurodegeneration, integrating molecular, cellular, and physiological perspectives.