This review provides a comprehensive overview of the molecular structure of USP10, identifies its substrate-binding sites, and summarizes its biological functions, particularly in relation to neurological diseases, including Alzheimer's disease, Parkinson's disease, glioblastoma, and ischemic stroke. This evidence concerns the gene USP10 and Alzheimer disease.