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基于皮质-肌肉-皮质功能网络的神经肌肉电刺激影响评估

Evaluation of the impacts of neuromuscular electrical stimulation based on cortico-muscular-cortical functional network.

作者信息

Tang Jianpeng, Xi Xugang, Wang Ting, Li Lihua, Yang Jian

机构信息

School of Automation, Hangzhou Dianzi University, Hangzhou 310018, China; Key Laboratory of Brain Machine Collaborative Intelligence of Zhejiang Province, Hangzhou 310018, China.

School of Automation, Hangzhou Dianzi University, Hangzhou 310018, China; Key Laboratory of Brain Machine Collaborative Intelligence of Zhejiang Province, Hangzhou 310018, China.

出版信息

Comput Methods Programs Biomed. 2025 Jun;265:108735. doi: 10.1016/j.cmpb.2025.108735. Epub 2025 Mar 21.

Abstract

BACKGROUND AND OBJECTIVE

Neuromuscular electrical stimulation (NMES) has been extensively applied for recovery of motor functions. However, its impact on the cortical network changes related to muscle activity remains unclear, which is crucial for understanding the changes in the collaborative working patterns within the sensory-motor control system post-stroke.

METHODS

In this research, we have integrated cortico-muscular interactions, intercortical interactions, and intramuscular interactions to propose a novel closed-loop network structure, namely the cortico-muscular-cortical functional network (CMCFN). The framework is endowed with the capability to distinguish the directionality of causal interactions and local frequency band characteristics through transfer spectral entropy (TSE). Subsequently, the CMCFN is applied to stroke patients to elucidate the potential influence of NMES on cortical physiological function changes during motor induction.

RESULTS

The results indicate that short-term modulation by NMES significantly enhanced the cortico-muscular interactions of the contralateral cerebral hemisphere and the affected upper limb (p < 0.001), while coexistence of facilitatory and inhibitory effects is observed in the intermuscular coupling across different electromyography (EMG) signals. Furthermore, following NMES treatment, the connectivity of the brain functional network is significantly strengthened, particularly in the γ frequency band (30-45 Hz), with marked improvements in the clustering coefficient and shortest path length (p < 0.001).

CONCLUSIONS

As a new framework, CMCFN offers a novel perspective for studying motor cortical networks related to muscle activity.

摘要

背景与目的

神经肌肉电刺激(NMES)已被广泛应用于运动功能的恢复。然而,其对与肌肉活动相关的皮质网络变化的影响仍不清楚,这对于理解中风后感觉运动控制系统内协作工作模式的变化至关重要。

方法

在本研究中,我们整合了皮质-肌肉相互作用、皮质间相互作用和肌肉内相互作用,提出了一种新颖的闭环网络结构,即皮质-肌肉-皮质功能网络(CMCFN)。该框架具有通过传递谱熵(TSE)区分因果相互作用的方向性和局部频带特征的能力。随后,将CMCFN应用于中风患者,以阐明NMES在运动诱导过程中对皮质生理功能变化的潜在影响。

结果

结果表明,NMES的短期调制显著增强了对侧大脑半球和受影响上肢的皮质-肌肉相互作用(p < 0.001),而在不同肌电图(EMG)信号的肌肉间耦合中观察到促进和抑制作用并存。此外,NMES治疗后,脑功能网络的连通性显著增强,尤其是在γ频段(30 - 45Hz),聚类系数和最短路径长度有显著改善(p < 0.001)。

结论

作为一个新的框架,CMCFN为研究与肌肉活动相关的运动皮质网络提供了一个新的视角。

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