Phase-Dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke

Many patients experience motor and sensory impairments after stroke, leading to gait disturbances. Analysis of muscle modulation mode during walking can provide evidence for neurological changes after stroke, while how stroke affects individual muscle activity and muscular coordination in certain ga...

Full description

Saved in:
Bibliographic Details
Main Authors: Yifan Li, Yueling Lyu, Rong Song
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Transactions on Neural Systems and Rehabilitation Engineering
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10024397/
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1850154621565140992
author Yifan Li
Yueling Lyu
Rong Song
author_facet Yifan Li
Yueling Lyu
Rong Song
author_sort Yifan Li
collection DOAJ
description Many patients experience motor and sensory impairments after stroke, leading to gait disturbances. Analysis of muscle modulation mode during walking can provide evidence for neurological changes after stroke, while how stroke affects individual muscle activity and muscular coordination in certain gait sub-phases remains unclear. The purpose of the present study is to comprehensively investigate phase-dependent ankle muscle activity and intermuscular coupling patterns in post-stroke patients. In this experiment, 10 post-stroke patients, 10 young healthy subjects and 10 elderly healthy subjects were recruited. All subjects were asked to walk at their preferred speeds on the ground, and surface electromyography (sEMG) and marker trajectory data were collected simultaneously. The gait cycle of each subject was divided into four substages according to the labeled trajectory data. On this basis, fuzzy approximate entropy (fApEn) was used to analyze the complexity of ankle muscle activity during walking. And the transfer entropy (TE) was applied to reflect directed information transmission between ankle muscles. Results found that complexity of ankle muscles activities in patients after stroke showed similar trends to that in healthy subjects. Different from healthy subjects, the complexity of ankle muscle activity in patients with stroke tends to increase in most of the gait sub-phases. While TE values between the ankle muscles in patients with stroke tend to decrease throughout the gait cycle, especially in the second double support stage. Compared with age-matched healthy subjects, patients recruit more motor units throughout their gait while increasing muscle coupling to achieve gait function. The combined application of fApEn and TE provide a more comprehensive understanding of phase-dependent muscle modulation mechanisms in post-stroke patients.
format Article
id doaj-art-bbf4bc182cbd4c278d07a661022c8df2
institution OA Journals
issn 1534-4320
1558-0210
language English
publishDate 2023-01-01
publisher IEEE
record_format Article
series IEEE Transactions on Neural Systems and Rehabilitation Engineering
spelling doaj-art-bbf4bc182cbd4c278d07a661022c8df22025-08-20T02:25:16ZengIEEEIEEE Transactions on Neural Systems and Rehabilitation Engineering1534-43201558-02102023-01-01311119112710.1109/TNSRE.2023.323875810024397Phase-Dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After StrokeYifan Li0Yueling Lyu1Rong Song2https://orcid.org/0000-0003-3662-116XKey Laboratory of Sensing Technology and Biomedical Instrument of Guangdong Province, School of Biomedical Engineering, Sun Yat-sen University, Guangzhou, ChinaKey Laboratory of Sensing Technology and Biomedical Instrument of Guangdong Province, School of Biomedical Engineering, Sun Yat-sen University, Guangzhou, ChinaKey Laboratory of Sensing Technology and Biomedical Instrument of Guangdong Province, School of Biomedical Engineering, Sun Yat-sen University, Guangzhou, ChinaMany patients experience motor and sensory impairments after stroke, leading to gait disturbances. Analysis of muscle modulation mode during walking can provide evidence for neurological changes after stroke, while how stroke affects individual muscle activity and muscular coordination in certain gait sub-phases remains unclear. The purpose of the present study is to comprehensively investigate phase-dependent ankle muscle activity and intermuscular coupling patterns in post-stroke patients. In this experiment, 10 post-stroke patients, 10 young healthy subjects and 10 elderly healthy subjects were recruited. All subjects were asked to walk at their preferred speeds on the ground, and surface electromyography (sEMG) and marker trajectory data were collected simultaneously. The gait cycle of each subject was divided into four substages according to the labeled trajectory data. On this basis, fuzzy approximate entropy (fApEn) was used to analyze the complexity of ankle muscle activity during walking. And the transfer entropy (TE) was applied to reflect directed information transmission between ankle muscles. Results found that complexity of ankle muscles activities in patients after stroke showed similar trends to that in healthy subjects. Different from healthy subjects, the complexity of ankle muscle activity in patients with stroke tends to increase in most of the gait sub-phases. While TE values between the ankle muscles in patients with stroke tend to decrease throughout the gait cycle, especially in the second double support stage. Compared with age-matched healthy subjects, patients recruit more motor units throughout their gait while increasing muscle coupling to achieve gait function. The combined application of fApEn and TE provide a more comprehensive understanding of phase-dependent muscle modulation mechanisms in post-stroke patients.https://ieeexplore.ieee.org/document/10024397/Strokegait phase-dependentmuscle activity complexitymuscular coordination
spellingShingle Yifan Li
Yueling Lyu
Rong Song
Phase-Dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke
IEEE Transactions on Neural Systems and Rehabilitation Engineering
Stroke
gait phase-dependent
muscle activity complexity
muscular coordination
title Phase-Dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke
title_full Phase-Dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke
title_fullStr Phase-Dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke
title_full_unstemmed Phase-Dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke
title_short Phase-Dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke
title_sort phase dependent modulation of muscle activity and intermuscular coupling during walking in patients after stroke
topic Stroke
gait phase-dependent
muscle activity complexity
muscular coordination
url https://ieeexplore.ieee.org/document/10024397/
work_keys_str_mv AT yifanli phasedependentmodulationofmuscleactivityandintermuscularcouplingduringwalkinginpatientsafterstroke
AT yuelinglyu phasedependentmodulationofmuscleactivityandintermuscularcouplingduringwalkinginpatientsafterstroke
AT rongsong phasedependentmodulationofmuscleactivityandintermuscularcouplingduringwalkinginpatientsafterstroke