Recent research has focused on the cellular mechanisms underlying neurodegenerative diseases, particularly in the context of Parkinson's and Alzheimer's diseases. In a clinical trial, high-purity dopaminergic progenitors (A9-DPCs) derived from human embryonic stem cells were transplanted into patients with moderate-to-severe Parkinson's disease. The trial demonstrated the safety and exploratory efficacy of this cell replacement therapy, with patients receiving either low-dose or high-dose transplants showing promising results (ref: Chang doi.org/10.1016/j.cell.2025.09.010/). Concurrently, a study on Alzheimer's disease utilized single-cell RNA sequencing to decode the disease at the cellular level, revealing a combination therapy that targets multiple cell types involved in the disease pathology, validated through both real-world evidence and mouse models (ref: Coleman doi.org/10.1016/j.cell.2025.08.037/). Furthermore, long-read RNA sequencing has provided insights into alternative RNA splicing mechanisms in Alzheimer's disease, highlighting novel splicing events in genes relevant to the disease, such as MAPT and BIN1 (ref: Quinones-Valdez doi.org/10.1038/s41467-025-64605-6/). These findings collectively enhance our understanding of the cellular dynamics in neurodegeneration and suggest potential therapeutic targets.