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Musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts
Head collisions in sport can result in catastrophic injuries to the cervical spine. Musculoskeletal modelling can help analyse the relationship between motion, external forces and internal loads that lead to injury. However, impact specific musculoskeletal models are lacking as current viscoelastic...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6508870/ https://www.ncbi.nlm.nih.gov/pubmed/31071162 http://dx.doi.org/10.1371/journal.pone.0216663 |
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author | Silvestros, Pavlos Preatoni, Ezio Gill, Harinderjit S. Gheduzzi, Sabina Hernandez, Bruno Agostinho Holsgrove, Timothy P. Cazzola, Dario |
author_facet | Silvestros, Pavlos Preatoni, Ezio Gill, Harinderjit S. Gheduzzi, Sabina Hernandez, Bruno Agostinho Holsgrove, Timothy P. Cazzola, Dario |
author_sort | Silvestros, Pavlos |
collection | PubMed |
description | Head collisions in sport can result in catastrophic injuries to the cervical spine. Musculoskeletal modelling can help analyse the relationship between motion, external forces and internal loads that lead to injury. However, impact specific musculoskeletal models are lacking as current viscoelastic values used to describe cervical spine joint dynamics have been obtained from unrepresentative quasi-static or static experiments. The aim of this study was to develop and validate a cervical spine musculoskeletal model for use in axial impacts. Cervical spine specimens (C2-C6) were tested under measured sub-catastrophic loads and the resulting 3D motion of the vertebrae was measured. Specimen specific musculoskeletal models were then created and used to estimate the axial and shear viscoelastic (stiffness and damping) properties of the joints through an optimisation algorithm that minimised tracking errors between measured and simulated kinematics. A five-fold cross validation and a Monte Carlo sensitivity analysis were conducted to assess the performance of the newly estimated parameters. The impact-specific parameters were integrated in a population specific musculoskeletal model and used to assess cervical spine loads measured from Rugby union impacts compared to available models. Results of the optimisation showed a larger increase of axial joint stiffness compared to axial damping and shear viscoelastic parameters for all models. The sensitivity analysis revealed that lower values of axial stiffness and shear damping reduced the models performance considerably compared to other degrees of freedom. The impact-specific parameters integrated in the population specific model estimated more appropriate joint displacements for axial head impacts compared to available models and are therefore more suited for injury mechanism analysis. |
format | Online Article Text |
id | pubmed-6508870 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-65088702019-05-23 Musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts Silvestros, Pavlos Preatoni, Ezio Gill, Harinderjit S. Gheduzzi, Sabina Hernandez, Bruno Agostinho Holsgrove, Timothy P. Cazzola, Dario PLoS One Research Article Head collisions in sport can result in catastrophic injuries to the cervical spine. Musculoskeletal modelling can help analyse the relationship between motion, external forces and internal loads that lead to injury. However, impact specific musculoskeletal models are lacking as current viscoelastic values used to describe cervical spine joint dynamics have been obtained from unrepresentative quasi-static or static experiments. The aim of this study was to develop and validate a cervical spine musculoskeletal model for use in axial impacts. Cervical spine specimens (C2-C6) were tested under measured sub-catastrophic loads and the resulting 3D motion of the vertebrae was measured. Specimen specific musculoskeletal models were then created and used to estimate the axial and shear viscoelastic (stiffness and damping) properties of the joints through an optimisation algorithm that minimised tracking errors between measured and simulated kinematics. A five-fold cross validation and a Monte Carlo sensitivity analysis were conducted to assess the performance of the newly estimated parameters. The impact-specific parameters were integrated in a population specific musculoskeletal model and used to assess cervical spine loads measured from Rugby union impacts compared to available models. Results of the optimisation showed a larger increase of axial joint stiffness compared to axial damping and shear viscoelastic parameters for all models. The sensitivity analysis revealed that lower values of axial stiffness and shear damping reduced the models performance considerably compared to other degrees of freedom. The impact-specific parameters integrated in the population specific model estimated more appropriate joint displacements for axial head impacts compared to available models and are therefore more suited for injury mechanism analysis. Public Library of Science 2019-05-09 /pmc/articles/PMC6508870/ /pubmed/31071162 http://dx.doi.org/10.1371/journal.pone.0216663 Text en © 2019 Silvestros et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 Silvestros, Pavlos Preatoni, Ezio Gill, Harinderjit S. Gheduzzi, Sabina Hernandez, Bruno Agostinho Holsgrove, Timothy P. Cazzola, Dario Musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts |
title | Musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts |
title_full | Musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts |
title_fullStr | Musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts |
title_full_unstemmed | Musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts |
title_short | Musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts |
title_sort | musculoskeletal modelling of the human cervical spine for the investigation of injury mechanisms during axial impacts |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6508870/ https://www.ncbi.nlm.nih.gov/pubmed/31071162 http://dx.doi.org/10.1371/journal.pone.0216663 |
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