101. Cortical Correlates of Locomotor Muscle Synergy Activation in Humans: An Electroencephalographic Decoding Study
- Author
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Tetsuya Ogawa, Hikaru Yokoyama, Naotsugu Kaneko, Noritaka Kawashima, Kimitaka Nakazawa, and Katsumi Watanabe
- Subjects
0301 basic medicine ,Multidisciplinary ,business.industry ,Muscle activation ,02 engineering and technology ,021001 nanoscience & nanotechnology ,Coactivation ,Article ,03 medical and health sciences ,030104 developmental biology ,Human Physiology ,Medicine ,Biomechanics ,lcsh:Q ,Muscle activity ,0210 nano-technology ,business ,Muscle synergy ,lcsh:Science ,Neuroscience - Abstract
Summary 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., Graphical Abstract, Highlights • We examined relationships of brain and locomotor muscle synergies by brain decoding • Locomotor muscle synergy activation was successfully decoded from EEG signals • Single muscle activation was decoded based on muscle-synergy-related EEG signals • The cortical correlates of locomotor muscle synergy may contribute to BMI for gait, Human Physiology; Neuroscience; Biomechanics
- Published
- 2019