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Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy
Little is known about the influence of mechanical loading on growth plate stresses and femoral growth. A multi-scale workflow based on musculoskeletal simulations and mechanobiological finite element (FE) analysis can be used to estimate growth plate loading and femoral growth trends. Personalizing...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9999378/ https://www.ncbi.nlm.nih.gov/pubmed/36911204 http://dx.doi.org/10.3389/fbioe.2023.1140527 |
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author | Koller, Willi Gonçalves, Basílio Baca, Arnold Kainz, Hans |
author_facet | Koller, Willi Gonçalves, Basílio Baca, Arnold Kainz, Hans |
author_sort | Koller, Willi |
collection | PubMed |
description | Little is known about the influence of mechanical loading on growth plate stresses and femoral growth. A multi-scale workflow based on musculoskeletal simulations and mechanobiological finite element (FE) analysis can be used to estimate growth plate loading and femoral growth trends. Personalizing the model in this workflow is time-consuming and therefore previous studies included small sample sizes (N < 4) or generic finite element models. The aim of this study was to develop a semi-automated toolbox to perform this workflow and to quantify intra-subject variability in growth plate stresses in 13 typically developing (TD) children and 12 children with cerebral palsy (CP). Additionally, we investigated the influence of the musculoskeletal model and the chosen material properties on the simulation results. Intra-subject variability in growth plate stresses was higher in cerebral palsy than in typically developing children. The highest osteogenic index (OI) was observed in the posterior region in 62% of the TD femurs while in children with CP the lateral region was the most common (50%). A representative reference osteogenic index distribution heatmap generated from data of 26 TD children’s femurs showed a ring shape with low values in the center region and high values at the border of the growth plate. Our simulation results can be used as reference values for further investigations. Furthermore, the code of the developed GP-Tool (“Growth Prediction-Tool”) is freely available on GitHub (https://github.com/WilliKoller/GP-Tool) to enable peers to conduct mechanobiological growth studies with larger sample sizes to improve our understanding of femoral growth and to support clinical decision making in the near future. |
format | Online Article Text |
id | pubmed-9999378 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99993782023-03-11 Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy Koller, Willi Gonçalves, Basílio Baca, Arnold Kainz, Hans Front Bioeng Biotechnol Bioengineering and Biotechnology Little is known about the influence of mechanical loading on growth plate stresses and femoral growth. A multi-scale workflow based on musculoskeletal simulations and mechanobiological finite element (FE) analysis can be used to estimate growth plate loading and femoral growth trends. Personalizing the model in this workflow is time-consuming and therefore previous studies included small sample sizes (N < 4) or generic finite element models. The aim of this study was to develop a semi-automated toolbox to perform this workflow and to quantify intra-subject variability in growth plate stresses in 13 typically developing (TD) children and 12 children with cerebral palsy (CP). Additionally, we investigated the influence of the musculoskeletal model and the chosen material properties on the simulation results. Intra-subject variability in growth plate stresses was higher in cerebral palsy than in typically developing children. The highest osteogenic index (OI) was observed in the posterior region in 62% of the TD femurs while in children with CP the lateral region was the most common (50%). A representative reference osteogenic index distribution heatmap generated from data of 26 TD children’s femurs showed a ring shape with low values in the center region and high values at the border of the growth plate. Our simulation results can be used as reference values for further investigations. Furthermore, the code of the developed GP-Tool (“Growth Prediction-Tool”) is freely available on GitHub (https://github.com/WilliKoller/GP-Tool) to enable peers to conduct mechanobiological growth studies with larger sample sizes to improve our understanding of femoral growth and to support clinical decision making in the near future. Frontiers Media S.A. 2023-02-24 /pmc/articles/PMC9999378/ /pubmed/36911204 http://dx.doi.org/10.3389/fbioe.2023.1140527 Text en Copyright © 2023 Koller, Gonçalves, Baca and Kainz. https://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 Koller, Willi Gonçalves, Basílio Baca, Arnold Kainz, Hans Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy |
title | Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy |
title_full | Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy |
title_fullStr | Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy |
title_full_unstemmed | Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy |
title_short | Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy |
title_sort | intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9999378/ https://www.ncbi.nlm.nih.gov/pubmed/36911204 http://dx.doi.org/10.3389/fbioe.2023.1140527 |
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