{"title":"Artificial Intelligence and Multiple Sclerosis: Past, Present, and Future.","authors":"Moein Amin, Kunio Nakamura, Daniel Ontaneda","doi":"10.1055/a-2730-8997","DOIUrl":null,"url":null,"abstract":"<p><p>Artificial intelligence (AI) in multiple sclerosis (MS) is an area of growing importance of growing importance. We review the historical context, current applications, and future prospects of AI and machine learning (ML) in MS. The review highlights AI's potential to address critical challenges in MS management, including early and accurate diagnosis, individualized treatment strategies, prognostication, and efficient patient monitoring. By leveraging large datasets and high-dimensional data, AI promises profound insights and augments clinical decision-making processes. Additionally, the manuscript covers potential limitations and challenges facing AI use in MS clinical practice and research.</p>","PeriodicalId":49544,"journal":{"name":"Seminars in Neurology","volume":" ","pages":"96-104"},"PeriodicalIF":2.2000,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Seminars in Neurology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1055/a-2730-8997","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/11/10 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Artificial intelligence (AI) in multiple sclerosis (MS) is an area of growing importance of growing importance. We review the historical context, current applications, and future prospects of AI and machine learning (ML) in MS. The review highlights AI's potential to address critical challenges in MS management, including early and accurate diagnosis, individualized treatment strategies, prognostication, and efficient patient monitoring. By leveraging large datasets and high-dimensional data, AI promises profound insights and augments clinical decision-making processes. Additionally, the manuscript covers potential limitations and challenges facing AI use in MS clinical practice and research.
期刊介绍:
Seminars in Neurology is a review journal on current trends in the evaluation, diagnosis, and treatment of neurological diseases. Areas of coverage include multiple sclerosis, central nervous system infections, muscular dystrophy, neuro-immunology, spinal disorders, strokes, epilepsy, motor neuron diseases, movement disorders, higher cortical function, neuro-genetics and neuro-ophthamology. Each issue is presented under the direction of an expert guest editor, and invited contributors focus on a single, high-interest clinical topic.
Up-to-the-minute coverage of the latest information in the field makes this journal an invaluable resource for neurologists and residents.