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Ankle Push-Off Based Mathematical Model for Freezing of Gait in Parkinson's Disease
Freezing is an involuntary stopping of gait observed in late-stage Parkinson's disease (PD) patients. This is a highly debilitating symptom lacking a clear understanding of its causes. Walking in these patients is also associated with high variability, making both prediction of freezing and its...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7658398/ https://www.ncbi.nlm.nih.gov/pubmed/33195117 http://dx.doi.org/10.3389/fbioe.2020.552635 |
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author | Parakkal Unni, Midhun Menon, Prathyush P. Wilson, Mark R. Tsaneva-Atanasova, Krasimira |
author_facet | Parakkal Unni, Midhun Menon, Prathyush P. Wilson, Mark R. Tsaneva-Atanasova, Krasimira |
author_sort | Parakkal Unni, Midhun |
collection | PubMed |
description | Freezing is an involuntary stopping of gait observed in late-stage Parkinson's disease (PD) patients. This is a highly debilitating symptom lacking a clear understanding of its causes. Walking in these patients is also associated with high variability, making both prediction of freezing and its understanding difficult. A neuromechanical model describes the motion of the mechanical (motor) aspects of the body under the action of neuromuscular forcing. In this work, a simplified neuromechanical model of gait is used to infer the causes for both the observed variability and freezing in PD. The mathematical model consists of the stance leg (during walking) modeled as a simple inverted pendulum acted upon by the ankle-push off forces from the trailing leg and pathological forces by the plantar-flexors of the stance leg. We model the effect on walking of the swing leg in the biped model and provide a rationale for using an inverted pendulum model. Freezing and irregular walking is demonstrated in the biped model as well as the inverted pendulum model. The inverted pendulum model is further studied semi-analytically to show the presence of horseshoe and chaos. While the plantar flexors of the swing leg push the center of mass (CoM) forward, the plantar flexors of the stance leg generate an opposing torque. Our study reveals that these opposing forces generated by the plantar flexors can induce freezing. Other gait abnormalities nearer to freezing such as a reduction in step length, and irregular walking patterns can also be explained by the model. |
format | Online Article Text |
id | pubmed-7658398 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-76583982020-11-13 Ankle Push-Off Based Mathematical Model for Freezing of Gait in Parkinson's Disease Parakkal Unni, Midhun Menon, Prathyush P. Wilson, Mark R. Tsaneva-Atanasova, Krasimira Front Bioeng Biotechnol Bioengineering and Biotechnology Freezing is an involuntary stopping of gait observed in late-stage Parkinson's disease (PD) patients. This is a highly debilitating symptom lacking a clear understanding of its causes. Walking in these patients is also associated with high variability, making both prediction of freezing and its understanding difficult. A neuromechanical model describes the motion of the mechanical (motor) aspects of the body under the action of neuromuscular forcing. In this work, a simplified neuromechanical model of gait is used to infer the causes for both the observed variability and freezing in PD. The mathematical model consists of the stance leg (during walking) modeled as a simple inverted pendulum acted upon by the ankle-push off forces from the trailing leg and pathological forces by the plantar-flexors of the stance leg. We model the effect on walking of the swing leg in the biped model and provide a rationale for using an inverted pendulum model. Freezing and irregular walking is demonstrated in the biped model as well as the inverted pendulum model. The inverted pendulum model is further studied semi-analytically to show the presence of horseshoe and chaos. While the plantar flexors of the swing leg push the center of mass (CoM) forward, the plantar flexors of the stance leg generate an opposing torque. Our study reveals that these opposing forces generated by the plantar flexors can induce freezing. Other gait abnormalities nearer to freezing such as a reduction in step length, and irregular walking patterns can also be explained by the model. Frontiers Media S.A. 2020-10-29 /pmc/articles/PMC7658398/ /pubmed/33195117 http://dx.doi.org/10.3389/fbioe.2020.552635 Text en Copyright © 2020 Parakkal Unni, Menon, Wilson and Tsaneva-Atanasova. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Bioengineering and Biotechnology Parakkal Unni, Midhun Menon, Prathyush P. Wilson, Mark R. Tsaneva-Atanasova, Krasimira Ankle Push-Off Based Mathematical Model for Freezing of Gait in Parkinson's Disease |
title | Ankle Push-Off Based Mathematical Model for Freezing of Gait in Parkinson's Disease |
title_full | Ankle Push-Off Based Mathematical Model for Freezing of Gait in Parkinson's Disease |
title_fullStr | Ankle Push-Off Based Mathematical Model for Freezing of Gait in Parkinson's Disease |
title_full_unstemmed | Ankle Push-Off Based Mathematical Model for Freezing of Gait in Parkinson's Disease |
title_short | Ankle Push-Off Based Mathematical Model for Freezing of Gait in Parkinson's Disease |
title_sort | ankle push-off based mathematical model for freezing of gait in parkinson's disease |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7658398/ https://www.ncbi.nlm.nih.gov/pubmed/33195117 http://dx.doi.org/10.3389/fbioe.2020.552635 |
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