Polygenic risk scores in neurological disorders: restless legs syndrome as a translational model.

IF 1.4 4区 生物学
Medizinische Genetik Pub Date : 2026-07-08 eCollection Date: 2026-07-01 DOI:10.1515/medgen-2026-3015
Juliane Winkelmann, Barbara Schormair
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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.

神经系统疾病的多基因风险评分:不宁腿综合征作为翻译模型。
多基因风险评分(PRS)将常见遗传变异的影响汇总为疾病易感性的单一指标。许多神经系统疾病表现出多基因结构,从而为PRS在风险预测、生物学分型和患者分层方面的应用提供了理论依据,从而为临床决策提供依据。在这里,我们使用不宁腿综合征(RLS)作为一个信息性的翻译模型来讨论PRS在神经病学中应用的机会和当前的限制。RLS具有表征良好的多基因成分,包含164个GWAS风险位点,单独使用时具有中等病例对照歧视的PRS (AUC 0.73),但在纳入非遗传变量的机器学习模型中显示出更高的性能潜力(AUC 0.82-0.91)。我们讨论了多组学整合、基于PRS的临床亚群和罕见变异外显子修饰如何促进PRS在RLS中的发展和应用,并将这些发展置于更广泛的神经疾病PRS的背景下。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Medizinische Genetik
Medizinische Genetik GENETICS & HEREDITY-
自引率
9.10%
发文量
48
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.
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