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 early-onset autosomal dominant Alzheimer disease.