Cargando…
A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population
BACKGROUND: Biomechanical and clinical parameters contribute very closely to functional evaluations of the knee joint. To better understand knee osteoarthritis joint function, the association between a set of knee biomechanical data and a set of clinical parameters of an osteoarthritis population (O...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6521403/ https://www.ncbi.nlm.nih.gov/pubmed/31092260 http://dx.doi.org/10.1186/s12938-019-0676-8 |
_version_ | 1783418950067945472 |
---|---|
author | Bensalma, Fatima Mezghani, Neila Ouakrim, Youssef Fuentes, Alexandre Choinière, Manon Bureau, Nathalie J. Durand, Madelaine Hagemeister, Nicola |
author_facet | Bensalma, Fatima Mezghani, Neila Ouakrim, Youssef Fuentes, Alexandre Choinière, Manon Bureau, Nathalie J. Durand, Madelaine Hagemeister, Nicola |
author_sort | Bensalma, Fatima |
collection | PubMed |
description | BACKGROUND: Biomechanical and clinical parameters contribute very closely to functional evaluations of the knee joint. To better understand knee osteoarthritis joint function, the association between a set of knee biomechanical data and a set of clinical parameters of an osteoarthritis population (OA) is investigated in this study. METHODS: The biomechanical data used here are a set of characteristics derived from 3D knee kinematic patterns: flexion/extension, abduction/adduction, and tibial internal/external rotation measurements, all determined during gait recording. The clinical parameters include a KOOS questionnaire and the patient’s demographic characteristics. Canonical correlation analysis (CCA) is used (1) to evaluate the multivariate relationship between biomechanical data and clinical parameter sets, and (2) to cluster the most correlated parameters. Multivariate models were created within the identified clusters to determine the effect of each parameter’s subset on the other. The analyses were performed on a large database containing 166 OA patients. RESULTS: The CCA results showed meaningful correlations that gave rise to three different clusters. Multivariate linear models were found explaining the subjective clinical parameters by evaluating the biomechanical data contained within each cluster. CONCLUSION: The results showed that a multivariate analysis of the clinical symptoms and the biomechanical characteristics of knee joint function allowed a better understanding of their relationships. |
format | Online Article Text |
id | pubmed-6521403 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-65214032019-05-23 A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population Bensalma, Fatima Mezghani, Neila Ouakrim, Youssef Fuentes, Alexandre Choinière, Manon Bureau, Nathalie J. Durand, Madelaine Hagemeister, Nicola Biomed Eng Online Research BACKGROUND: Biomechanical and clinical parameters contribute very closely to functional evaluations of the knee joint. To better understand knee osteoarthritis joint function, the association between a set of knee biomechanical data and a set of clinical parameters of an osteoarthritis population (OA) is investigated in this study. METHODS: The biomechanical data used here are a set of characteristics derived from 3D knee kinematic patterns: flexion/extension, abduction/adduction, and tibial internal/external rotation measurements, all determined during gait recording. The clinical parameters include a KOOS questionnaire and the patient’s demographic characteristics. Canonical correlation analysis (CCA) is used (1) to evaluate the multivariate relationship between biomechanical data and clinical parameter sets, and (2) to cluster the most correlated parameters. Multivariate models were created within the identified clusters to determine the effect of each parameter’s subset on the other. The analyses were performed on a large database containing 166 OA patients. RESULTS: The CCA results showed meaningful correlations that gave rise to three different clusters. Multivariate linear models were found explaining the subjective clinical parameters by evaluating the biomechanical data contained within each cluster. CONCLUSION: The results showed that a multivariate analysis of the clinical symptoms and the biomechanical characteristics of knee joint function allowed a better understanding of their relationships. BioMed Central 2019-05-15 /pmc/articles/PMC6521403/ /pubmed/31092260 http://dx.doi.org/10.1186/s12938-019-0676-8 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Bensalma, Fatima Mezghani, Neila Ouakrim, Youssef Fuentes, Alexandre Choinière, Manon Bureau, Nathalie J. Durand, Madelaine Hagemeister, Nicola A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population |
title | A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population |
title_full | A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population |
title_fullStr | A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population |
title_full_unstemmed | A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population |
title_short | A multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population |
title_sort | multivariate relationship between the kinematic and clinical parameters of knee osteoarthritis population |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6521403/ https://www.ncbi.nlm.nih.gov/pubmed/31092260 http://dx.doi.org/10.1186/s12938-019-0676-8 |
work_keys_str_mv | AT bensalmafatima amultivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT mezghanineila amultivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT ouakrimyoussef amultivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT fuentesalexandre amultivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT choinieremanon amultivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT bureaunathaliej amultivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT durandmadelaine amultivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT hagemeisternicola amultivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT bensalmafatima multivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT mezghanineila multivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT ouakrimyoussef multivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT fuentesalexandre multivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT choinieremanon multivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT bureaunathaliej multivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT durandmadelaine multivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation AT hagemeisternicola multivariaterelationshipbetweenthekinematicandclinicalparametersofkneeosteoarthritispopulation |