{"title":"Polygenic risk scores in neurological disorders: restless legs syndrome as a translational model.","authors":"Juliane Winkelmann, Barbara Schormair","doi":"10.1515/medgen-2026-3015","DOIUrl":null,"url":null,"abstract":"<p><p>Polygenic risk scores (PRS) aggregate the effects of common genetic variants into a single metric of disease predisposition. Many neurological disorders exhibit a polygenic architecture, thereby providing a rationale for the application of PRS in risk prediction, biological subtyping, and stratification of patients to inform clinical decision-making. Here, we use restless legs syndrome (RLS) as an informative translational model to discuss both opportunities and current constraints of PRS use in neurology. RLS has a well-characterized polygenic component with 164 GWAS risk loci, a PRS with moderate case-control discrimination (AUC 0.73) when used alone, but showing potential for higher performance (AUC 0.82-0.91) in machine-learning models incorporating non-genetic variables. We discuss how multi-omics integration, PRS-based clinical subgrouping, and rare variant penetrance modification can advance PRS development and application in RLS and contextualize these developments within the wider landscape of PRS in neurological disorders.</p>","PeriodicalId":51130,"journal":{"name":"Medizinische Genetik","volume":"38 3","pages":"211-219"},"PeriodicalIF":1.4000,"publicationDate":"2026-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13340635/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medizinische Genetik","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1515/medgen-2026-3015","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/7/1 0:00:00","PubModel":"eCollection","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Polygenic risk scores (PRS) aggregate the effects of common genetic variants into a single metric of disease predisposition. Many neurological disorders exhibit a polygenic architecture, thereby providing a rationale for the application of PRS in risk prediction, biological subtyping, and stratification of patients to inform clinical decision-making. Here, we use restless legs syndrome (RLS) as an informative translational model to discuss both opportunities and current constraints of PRS use in neurology. RLS has a well-characterized polygenic component with 164 GWAS risk loci, a PRS with moderate case-control discrimination (AUC 0.73) when used alone, but showing potential for higher performance (AUC 0.82-0.91) in machine-learning models incorporating non-genetic variables. We discuss how multi-omics integration, PRS-based clinical subgrouping, and rare variant penetrance modification can advance PRS development and application in RLS and contextualize these developments within the wider landscape of PRS in neurological disorders.
期刊介绍:
medizinischegenetik is a scientific journal that is owned and published by the German Society of Human Genetics e.V. since 1989. The journal was founded by Prof. Jan Murken, München. Self-published until 2006, from 2007-2019 published at Springer Verlag and since 2020 at De Gruyter.
medizinischegenetik serves education and training among colleagues, the interdisciplinary exchange of knowledge in all areas of human genetics in clinics, practice, research and teaching. Each issue of the quarterly journal deals with a focus that provides a comprehensive overview of current developments in specific clinical pictures, technical developments and therapeutic approaches. All reviews are written in English language. The journal thus creates a platform for the international exchange of knowledge and increased awareness of German research activities in the scientific community.
In addition, medizinischegenetik contains information on activities in its own subject in the German-language section. This includes conference reports, association announcements, personnel matters, statements and guidelines. With health policy questions, historical retrospectives and comments on current developments, the profession takes a stand on human genetic issues in Germany, Austria and Switzerland.