Scientific Reports · 2016 · 102 citations · 53 references
Life SciencesNeurobiologyNeuroscienceMotor ControlMotor NeuroscienceSystems NeuroscienceGait AnalysisHuman LocomotionLocomotor ControlLocomotor PhysiologyMotor SystemsSpinal Motor CircuitsLocomotor Activity PatternsMotor Control Of LocomotionMuscle Activation During WalkingMuscle Activation PatternsNeural Control Of LocomotionNon-negative Matrix FactorizationSpinal Locomotor CircuitsSpinal Locomotor Control
Although recent vertebrate studies have revealed that different spinal networks are recruited in locomotor mode- and speed-dependent manners, it is unknown whether humans share similar neural mechanisms. Here, we tested whether speed- and mode-dependence in the recruitment of human locomotor networks exists or not by statistically extracting locomotor networks. From electromyographic activity during walking and running over a wide speed range, locomotor modules generating basic patterns of muscle activities were extracted using non-negative matrix factorization. The results showed that the number of modules changed depending on the modes and speeds. Different combinations of modules were extracted during walking and running, and at different speeds even during the same locomotor mode. These results strongly suggest that, in humans, different spinal locomotor networks are recruited while walking and running, and even in the same locomotor mode different networks are probably recruited at different speeds.
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Learning the parts of objects by non-negative matrix factorization
Daniel D. Lee, H. Sebastian Seung · Nature · 1999 · 14.1K citations
Motor Patterns in Human Walking and Running
Germana Cappellini, Yuri P. Ivanenko, R. E. Poppele et al. · Journal of Neurophysiology · 2006 · 794 citations