Research into the pathophysiology of Alzheimer's disease (AD) has revealed critical insights into its underlying mechanisms. A study focused on the M1-muscarinic acetylcholine receptor, which is pivotal for learning and memory, highlights the potential of developing agonists that could directly activate these receptors, circumventing the limitations of current acetylcholinesterase inhibitors (ref: Brown doi.org/10.1016/j.cell.2021.11.001/). Additionally, the role of ATP13A2 as a lysosomal polyamine exporter has been elucidated, indicating that its dysfunction may contribute to neurodegenerative diseases, including AD (ref: Tomita doi.org/10.1016/j.molcel.2021.11.001/). The exploration of transcriptomic changes across species has shown that while neurogenic potential exists in certain animals, humans exhibit a distinct vulnerability to AD, suggesting a complex interplay between species-specific neurogenesis and disease susceptibility (ref: Franjic doi.org/10.1016/j.neuron.2021.10.036/). Moreover, the development of an App knock-in rat model has provided a more accurate representation of AD pathology, exhibiting both amyloid and tau pathologies, which are critical for understanding disease progression and testing therapeutic interventions (ref: Pang doi.org/10.1038/s41422-021-00582-x/). The recent phase 3 trials of aducanumab have also shed light on amyloid-related imaging abnormalities, with ARIA-edema being a significant adverse event observed in patients, raising questions about the safety and efficacy of amyloid-targeting therapies (ref: Salloway doi.org/10.1001/jamaneurol.2021.4161/). These findings collectively underscore the multifaceted nature of AD pathophysiology, highlighting both the need for novel therapeutic strategies and the importance of understanding the disease's biological underpinnings.