Frequency-Specific and Topological Reorganization in Multilayer Corticomuscular Network Following Stroke

神经康复 子网 拓扑(电路) 冲程(发动机) 稳健性(进化) 相关性 计算机科学 神经可塑性 物理医学与康复 神经科学 脑-机接口 共激活 聚类系数 联轴节(管道) 同步(交流) 节点(物理) 神经反射 医学 网络拓扑 脑功能偏侧化 心理学 脑电图 谐振器耦合系数 数学 康复 相位同步 电生理学 代数数 缺血性中风 信息传递 复杂网络
作者
Yingying Hao,Xiaoling Chen,Jian Zhang,Wenhao Hu,Min Tang,Ping Xie
出处
期刊:IEEE Transactions on Neural Systems and Rehabilitation Engineering [Institute of Electrical and Electronics Engineers]
卷期号:34: 1131-1143
标识
DOI:10.1109/tnsre.2026.3662361
摘要

Understanding the frequency dependent alterations in brain-muscle communication after stroke is crucial for advancing targeted neurorehabilitation strategies. In this study, we propose a novel multilayer corticomuscular network (MCMN) model based on functional corticomuscular coupling characteristics. Using multichannel electrophysiological recordings acquired during a multi-joint motor task, we constructed a super-connectivity matrix by combining phase synchronization and phase-amplitude coupling across frequency bands. We then examined both local (single-layer) and global (multilayer) network properties by comparing nodal metrics between stroke patients and healthy controls in terms of functional connectivity and topological organization. The results revealed that stroke patients exhibited enhanced theta band within-frequency subnetwork relative to controls, but significantly reduced beta and gamma band subnetworks. Cross-frequency subnetworks in patients showed diminished integrative capacity compared to controls, with the exception of proximal muscle nodes in the beta-gamma subnetwork, which displayed pronounced hub properties. At the global level, patients demonstrated contralateral compensatory reorganization, whereas the contralateral hemisphere exhibited impaired cross-layer integration. The MCMN of stroke patients showed reduced algebraic connectivity, reflecting lower network robustness and information transfer efficiency. Finally, we found that node degree of gamma band and multiplex clustering coefficient of ipsilateral exhibited a linear correlation with FMA-UE scores in stroke patients. This multilayer network approach reveals frequency-specific and topological reorganization of corticomuscular interactions following stroke, providing a novel systems level framework for exploring motor network plasticity and informing precision neurorehabilitation.
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