Analysis of multichannel intermuscular coupling characteristics during rehabilitation after stroke.
10.7507/1001-5515.201807025
- Author:
Yihao DU
1
;
Wenjuan YANG
1
;
Wenxuan YAO
1
;
Wenjing QI
1
;
Xiaoling CHEN
1
;
Boduo XIE
2
;
Ping XIE
3
Author Information
1. Key Lab of Measurement Technology and Instrumentation of Hebei Province, Institute of Electric Engineering, Yanshan University, Qinhuangdao, Hebei 066004, P.R.China.
2. Department of Rehabilitation Medicine, the No. 281 Hospital of Chinese People's Liberation Army, Qinhuangdao, Hebei 066100, P.R.China.
3. Key Lab of Measurement Technology and Instrumentation of Hebei Province, Institute of Electric Engineering, Yanshan University, Qinhuangdao, Hebei 066004, P.R.China.pingx@ysu.edu.cn.
- Publication Type:Journal Article
- Keywords:
coherence;
electromyography;
intermuscular coupling;
non-negative matrix factorization;
stroke patient
- MeSH:
Case-Control Studies;
Electromyography;
Humans;
Muscle, Skeletal;
physiopathology;
Stroke;
physiopathology;
Stroke Rehabilitation
- From:
Journal of Biomedical Engineering
2019;36(5):720-727
- CountryChina
- Language:Chinese
-
Abstract:
To better analyze the problem of abnormal neuromuscular coupling related to motor dysfunction for stroke patients, the functional coupling of the multichannel electromyography (EMG) were studied and the difference between stroke patients and healthy subjects were further analyzed to explore the pathological mechanism of motor dysfunction after stroke. Firstly, the cross-frequency coherence (CFC) analysis and non-negative matrix factorization (NMF) were combined to construct a CFC-NMF model to study the linear coupling relationship in bands and the nonlinear coupling characteristics in different frequency ratios during elbow flexion and extension movement. Furthermore, the significant coherent area and sum of cross-frequency coherence were respectively calculated to quantitatively describe the intermuscular linear and nonlinear coupling characteristics. The results showed that the linear coupling relationship between multichannel muscles was different in frequency bands and the overall coupling was stronger in low frequency band. The linear coupling strength of the stroke patients was lower than that of the healthy subjects in different frequency bands especially in beta and gamma bands. For the nonlinear coupling, the intermuscular coupling strength of stroke patients in different frequency ratios was significantly lower than that of the healthy subjects, and the coupling strength in the frequency ratio 1∶2 was higher than that in the frequency ratio 1∶3. This method can provide a theoretical basis for exploring the intermuscular coupling mechanism of patients with motor dysfunction.
