抄録
Muscular control during walking is believed to be simplified by the coactivation of muscles called muscle synergies. Although significant corticomuscular connectivity during walking has been reported, the level at which the cortical activity is involved in muscle activity (muscle synergy or individual muscle level)remains unclear. Here we examined cortical correlates of muscle activation during walking by brain decoding of activation of muscle synergies and individual muscles from electroencephalographic signals. We demonstrated that the activation of locomotor muscle synergies was decoded from slow cortical waves. In addition, the decoding accuracy for muscle synergies was greater than that for individual muscles and the decoding of individual muscle activation was based on muscle-synergy-related cortical information. These results indicate the cortical correlates of locomotor muscle synergy activation. These findings expand our understanding of the relationships between brain and locomotor muscle synergies and could accelerate the development of effective brain-machine interfaces for walking rehabilitation.
| 元の言語 | English |
|---|---|
| ページ（範囲） | 623-639 |
| ページ数 | 17 |
| ジャーナル | iScience |
| 巻 | 15 |
| DOI | |
| 出版物ステータス | Published - 2019 5 31 |
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ASJC Scopus subject areas
- General
これを引用
Cortical Correlates of Locomotor Muscle Synergy Activation in Humans : An Electroencephalographic Decoding Study. / Yokoyama, Hikaru; Kaneko, Naotsugu; Ogawa, Tetsuya; Kawashima, Noritaka; Watanabe, Katsumi; Nakazawa, Kimitaka.
：: iScience, 巻 15, 31.05.2019, p. 623-639.研究成果: Article
}
TY - JOUR
T1 - Cortical Correlates of Locomotor Muscle Synergy Activation in Humans
T2 - An Electroencephalographic Decoding Study
AU - Yokoyama, Hikaru
AU - Kaneko, Naotsugu
AU - Ogawa, Tetsuya
AU - Kawashima, Noritaka
AU - Watanabe, Katsumi
AU - Nakazawa, Kimitaka
PY - 2019/5/31
Y1 - 2019/5/31
N2 - Muscular control during walking is believed to be simplified by the coactivation of muscles called muscle synergies. Although significant corticomuscular connectivity during walking has been reported, the level at which the cortical activity is involved in muscle activity (muscle synergy or individual muscle level)remains unclear. Here we examined cortical correlates of muscle activation during walking by brain decoding of activation of muscle synergies and individual muscles from electroencephalographic signals. We demonstrated that the activation of locomotor muscle synergies was decoded from slow cortical waves. In addition, the decoding accuracy for muscle synergies was greater than that for individual muscles and the decoding of individual muscle activation was based on muscle-synergy-related cortical information. These results indicate the cortical correlates of locomotor muscle synergy activation. These findings expand our understanding of the relationships between brain and locomotor muscle synergies and could accelerate the development of effective brain-machine interfaces for walking rehabilitation.
AB - Muscular control during walking is believed to be simplified by the coactivation of muscles called muscle synergies. Although significant corticomuscular connectivity during walking has been reported, the level at which the cortical activity is involved in muscle activity (muscle synergy or individual muscle level)remains unclear. Here we examined cortical correlates of muscle activation during walking by brain decoding of activation of muscle synergies and individual muscles from electroencephalographic signals. We demonstrated that the activation of locomotor muscle synergies was decoded from slow cortical waves. In addition, the decoding accuracy for muscle synergies was greater than that for individual muscles and the decoding of individual muscle activation was based on muscle-synergy-related cortical information. These results indicate the cortical correlates of locomotor muscle synergy activation. These findings expand our understanding of the relationships between brain and locomotor muscle synergies and could accelerate the development of effective brain-machine interfaces for walking rehabilitation.
KW - Biomechanics
KW - Human Physiology
KW - Neuroscience
UR - http://www.scopus.com/inward/record.url?scp=85066290345&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85066290345&partnerID=8YFLogxK
U2 - 10.1016/j.isci.2019.04.008
DO - 10.1016/j.isci.2019.04.008
M3 - Article
AN - SCOPUS:85066290345
VL - 15
SP - 623
EP - 639
JO - iScience
JF - iScience
SN - 2589-0042
ER -