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Sensory modulation of gait characteristics in human locomotion: A neuromusculoskeletal modeling study
The central nervous system of humans and other animals modulates spinal cord activity to achieve several locomotion behaviors. Previous neuromechanical models investigated the modulation of human gait changing selected parameters belonging to CPGs (Central Pattern Generators) feedforward oscillatory...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8168850/ https://www.ncbi.nlm.nih.gov/pubmed/34010288 http://dx.doi.org/10.1371/journal.pcbi.1008594 |
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author | Di Russo, Andrea Stanev, Dimitar Armand, Stéphane Ijspeert, Auke |
author_facet | Di Russo, Andrea Stanev, Dimitar Armand, Stéphane Ijspeert, Auke |
author_sort | Di Russo, Andrea |
collection | PubMed |
description | The central nervous system of humans and other animals modulates spinal cord activity to achieve several locomotion behaviors. Previous neuromechanical models investigated the modulation of human gait changing selected parameters belonging to CPGs (Central Pattern Generators) feedforward oscillatory structures or to feedback reflex circuits. CPG-based models could replicate slow and fast walking by changing only the oscillation’s properties. On the other hand, reflex-based models could achieve different behaviors through optimizations of large dimensional parameter spaces. However, they could not effectively identify individual key reflex parameters responsible for gait characteristics’ modulation. This study investigates which reflex parameters modulate the gait characteristics through neuromechanical simulations. A recently developed reflex-based model is used to perform optimizations with different target behaviors on speed, step length, and step duration to analyze the correlation between reflex parameters and their influence on these gait characteristics. We identified nine key parameters that may affect the target speed ranging from slow to fast walking (0.48 and 1.71 m/s) as well as a large range of step lengths (0.43 and 0.88 m) and step duration (0.51, 0.98 s). The findings show that specific reflexes during stance significantly affect step length regulation, mainly given by positive force feedback of the ankle plantarflexors’ group. On the other hand, stretch reflexes active during swing of iliopsoas and gluteus maximus regulate all the gait characteristics under analysis. Additionally, the results show that the hamstrings’ group’s stretch reflex during the landing phase is responsible for modulating the step length and step duration. Additional validation studies in simulations demonstrated that the modulation of identified reflexes is sufficient to regulate the investigated gait characteristics. Thus, this study provides an overview of possible reflexes involved in modulating speed, step length, and step duration of human gaits. |
format | Online Article Text |
id | pubmed-8168850 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-81688502021-06-11 Sensory modulation of gait characteristics in human locomotion: A neuromusculoskeletal modeling study Di Russo, Andrea Stanev, Dimitar Armand, Stéphane Ijspeert, Auke PLoS Comput Biol Research Article The central nervous system of humans and other animals modulates spinal cord activity to achieve several locomotion behaviors. Previous neuromechanical models investigated the modulation of human gait changing selected parameters belonging to CPGs (Central Pattern Generators) feedforward oscillatory structures or to feedback reflex circuits. CPG-based models could replicate slow and fast walking by changing only the oscillation’s properties. On the other hand, reflex-based models could achieve different behaviors through optimizations of large dimensional parameter spaces. However, they could not effectively identify individual key reflex parameters responsible for gait characteristics’ modulation. This study investigates which reflex parameters modulate the gait characteristics through neuromechanical simulations. A recently developed reflex-based model is used to perform optimizations with different target behaviors on speed, step length, and step duration to analyze the correlation between reflex parameters and their influence on these gait characteristics. We identified nine key parameters that may affect the target speed ranging from slow to fast walking (0.48 and 1.71 m/s) as well as a large range of step lengths (0.43 and 0.88 m) and step duration (0.51, 0.98 s). The findings show that specific reflexes during stance significantly affect step length regulation, mainly given by positive force feedback of the ankle plantarflexors’ group. On the other hand, stretch reflexes active during swing of iliopsoas and gluteus maximus regulate all the gait characteristics under analysis. Additionally, the results show that the hamstrings’ group’s stretch reflex during the landing phase is responsible for modulating the step length and step duration. Additional validation studies in simulations demonstrated that the modulation of identified reflexes is sufficient to regulate the investigated gait characteristics. Thus, this study provides an overview of possible reflexes involved in modulating speed, step length, and step duration of human gaits. Public Library of Science 2021-05-19 /pmc/articles/PMC8168850/ /pubmed/34010288 http://dx.doi.org/10.1371/journal.pcbi.1008594 Text en © 2021 Di Russo et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Di Russo, Andrea Stanev, Dimitar Armand, Stéphane Ijspeert, Auke Sensory modulation of gait characteristics in human locomotion: A neuromusculoskeletal modeling study |
title | Sensory modulation of gait characteristics in human locomotion: A neuromusculoskeletal modeling study |
title_full | Sensory modulation of gait characteristics in human locomotion: A neuromusculoskeletal modeling study |
title_fullStr | Sensory modulation of gait characteristics in human locomotion: A neuromusculoskeletal modeling study |
title_full_unstemmed | Sensory modulation of gait characteristics in human locomotion: A neuromusculoskeletal modeling study |
title_short | Sensory modulation of gait characteristics in human locomotion: A neuromusculoskeletal modeling study |
title_sort | sensory modulation of gait characteristics in human locomotion: a neuromusculoskeletal modeling study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8168850/ https://www.ncbi.nlm.nih.gov/pubmed/34010288 http://dx.doi.org/10.1371/journal.pcbi.1008594 |
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