Modulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity
Abstract Gravity plays a crucial role in shaping patterned locomotor output to maintain dynamic stability during locomotion. The present study aimed to clarify the gravity-dependent regulation of modules that organize multiple muscle activities during walking in humans. Participants walked on a trea...
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2021
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oai:doaj.org-article:bd08f19ad3ba4491ae9bf7af132abc922021-12-02T16:26:37ZModulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity10.1038/s41598-021-94201-92045-2322https://doaj.org/article/bd08f19ad3ba4491ae9bf7af132abc922021-07-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-94201-9https://doaj.org/toc/2045-2322Abstract Gravity plays a crucial role in shaping patterned locomotor output to maintain dynamic stability during locomotion. The present study aimed to clarify the gravity-dependent regulation of modules that organize multiple muscle activities during walking in humans. Participants walked on a treadmill at seven speeds (1–6 km h−1 and a subject- and gravity-specific speed determined by the Froude number (Fr) corresponding to 0.25) while their body weight was partially supported by a lift to simulate walking with five levels of gravity conditions from 0.07 to 1 g. Modules, i.e., muscle-weighting vectors (spatial modules) and phase-dependent activation coefficients (temporal modules), were extracted from 12 lower-limb electromyographic (EMG) activities in each gravity (Fr ~ 0.25) using nonnegative matrix factorization. Additionally, a tensor decomposition model was fit to the EMG data to quantify variables depending on the gravity conditions and walking speed with prescribed spatial and temporal modules. The results demonstrated that muscle activity could be explained by four modules from 1 to 0.16 g and three modules at 0.07 g, and the modules were shared for both spatial and temporal components among the gravity conditions. The task-dependent variables of the modules acting on the supporting phase linearly decreased with decreasing gravity, whereas that of the module contributing to activation prior to foot contact showed nonlinear U-shaped modulation. Moreover, the profiles of the gravity-dependent modulation changed as a function of walking speed. In conclusion, reduced gravity walking was achieved by regulating the contribution of prescribed spatial and temporal coordination in muscle activities.Shota HagioMakoto NakazatoMotoki KouzakiNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-16 (2021) |
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Medicine R Science Q Shota Hagio Makoto Nakazato Motoki Kouzaki Modulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity |
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Abstract Gravity plays a crucial role in shaping patterned locomotor output to maintain dynamic stability during locomotion. The present study aimed to clarify the gravity-dependent regulation of modules that organize multiple muscle activities during walking in humans. Participants walked on a treadmill at seven speeds (1–6 km h−1 and a subject- and gravity-specific speed determined by the Froude number (Fr) corresponding to 0.25) while their body weight was partially supported by a lift to simulate walking with five levels of gravity conditions from 0.07 to 1 g. Modules, i.e., muscle-weighting vectors (spatial modules) and phase-dependent activation coefficients (temporal modules), were extracted from 12 lower-limb electromyographic (EMG) activities in each gravity (Fr ~ 0.25) using nonnegative matrix factorization. Additionally, a tensor decomposition model was fit to the EMG data to quantify variables depending on the gravity conditions and walking speed with prescribed spatial and temporal modules. The results demonstrated that muscle activity could be explained by four modules from 1 to 0.16 g and three modules at 0.07 g, and the modules were shared for both spatial and temporal components among the gravity conditions. The task-dependent variables of the modules acting on the supporting phase linearly decreased with decreasing gravity, whereas that of the module contributing to activation prior to foot contact showed nonlinear U-shaped modulation. Moreover, the profiles of the gravity-dependent modulation changed as a function of walking speed. In conclusion, reduced gravity walking was achieved by regulating the contribution of prescribed spatial and temporal coordination in muscle activities. |
format |
article |
author |
Shota Hagio Makoto Nakazato Motoki Kouzaki |
author_facet |
Shota Hagio Makoto Nakazato Motoki Kouzaki |
author_sort |
Shota Hagio |
title |
Modulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity |
title_short |
Modulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity |
title_full |
Modulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity |
title_fullStr |
Modulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity |
title_full_unstemmed |
Modulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity |
title_sort |
modulation of spatial and temporal modules in lower limb muscle activations during walking with simulated reduced gravity |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/bd08f19ad3ba4491ae9bf7af132abc92 |
work_keys_str_mv |
AT shotahagio modulationofspatialandtemporalmodulesinlowerlimbmuscleactivationsduringwalkingwithsimulatedreducedgravity AT makotonakazato modulationofspatialandtemporalmodulesinlowerlimbmuscleactivationsduringwalkingwithsimulatedreducedgravity AT motokikouzaki modulationofspatialandtemporalmodulesinlowerlimbmuscleactivationsduringwalkingwithsimulatedreducedgravity |
_version_ |
1718384014541193216 |