4.6 Article

Correlation Evaluation of Functional Corticomuscular Coupling With Abnormal Muscle Synergy After Stroke

Journal

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
Volume 68, Issue 11, Pages 3261-3272

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TBME.2021.3068997

Keywords

Stroke (medical condition); Muscles; Electroencephalography; Electromyography; Couplings; Task analysis; Correlation; Functional corticomuscular coupling; muscle synergy; stroke; abnormal movement; neurophysiological metrics

Funding

  1. National Natural Science Foundation of China [51575338, 61733011]

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This study used ePDC and optimal spatial filtering to estimate fCMC in stroke patients and healthy controls, established the MSM model, and found abnormalities in muscle synergy in stroke patients. The positive relationship between fCMC characteristics and MSM parameters suggests the potential use of a correlation indicator to evaluate abnormal synergy movement and rehabilitation levels.
Objective: While neuroplasticity and functional reorganization during motor recovery can be indirectly reflected and evaluated by functional corticomuscular coupling (fCMC), little work has been published regarding the cortical origin of abnormal muscle synergy and compensatory mechanism in the separation movement of stroke patients. Methods: In this study, we proposed to use extended partial directed coherence (ePDC) combined with an optimal spatial filtering approach to estimate fCMC in stroke patients and healthy controls, and further established muscle synergy model (MSM) to jointly explore the modulation mechanism between cortex and muscles. Results: Compared to healthy controls, stroke patients had significantly reduced coupling strength in both descending and ascending pathway. Moreover, the MSM were abnormal with high variability and low similarity in the separation stage of stroke patients. Further exploration of the positive relationship between fCMC characteristics and MSM parameters proved the possibility of using fCMC-MSM-based correlation indicator to evaluate abnormality of the cortical related synergy movement as well as the rehabilitation level of stroke patients. Conclusion: We developed a computational procedure to evaluate the correlation between fCMC and MSM in stroke patients. Significance: This article provides a quantitative evaluation metrics based on fCMC to reveal the deficits during poststroke motor restoration and a promising approach to help patients correct abnormal movement habits, paving the way for neurophysiological assessment of neuromuscular control in conjunction with clinical scores.

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