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...
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Published in | Frontiers in bioengineering and biotechnology Vol. 11; p. 1140527 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Switzerland
Frontiers Media S.A
24.02.2023
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Subjects | |
Online Access | Get full text |
ISSN | 2296-4185 2296-4185 |
DOI | 10.3389/fbioe.2023.1140527 |
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Abstract | 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. |
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AbstractList | 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. 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. 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.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. |
Author | Gonçalves, Basílio Kainz, Hans Baca, Arnold Koller, Willi |
AuthorAffiliation | 2 Neuromechanics Research Group , Centre for Sport Science and University Sports , University of Vienna , Vienna , Austria 3 Vienna Doctoral School of Pharmaceutical , Nutritional and Sport Sciences , University of Vienna , Vienna , Austria 1 Department of Biomechanics , Kinesiology and Computer Science in Sport , Centre for Sport Science and University Sports , University of Vienna , Vienna , Austria |
AuthorAffiliation_xml | – name: 1 Department of Biomechanics , Kinesiology and Computer Science in Sport , Centre for Sport Science and University Sports , University of Vienna , Vienna , Austria – name: 3 Vienna Doctoral School of Pharmaceutical , Nutritional and Sport Sciences , University of Vienna , Vienna , Austria – name: 2 Neuromechanics Research Group , Centre for Sport Science and University Sports , University of Vienna , Vienna , Austria |
Author_xml | – sequence: 1 givenname: Willi surname: Koller fullname: Koller, Willi – sequence: 2 givenname: Basílio surname: Gonçalves fullname: Gonçalves, Basílio – sequence: 3 givenname: Arnold surname: Baca fullname: Baca, Arnold – sequence: 4 givenname: Hans surname: Kainz fullname: Kainz, Hans |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36911204$$D View this record in MEDLINE/PubMed |
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CitedBy_id | crossref_primary_10_1016_j_gaitpost_2024_06_012 crossref_primary_10_1038_s41598_024_53857_9 crossref_primary_10_1371_journal_pone_0291789 |
Cites_doi | 10.1016/j.jbiomech.2021.110589 10.3389/fnhum.2020.00040 10.1016/j.clinbiomech.2021.105402 10.2106/00004623-195638050-00009 10.1002/jor.1100080310 10.1007/s00264-012-1699-y 10.1115/1.4005694 10.1016/j.jbiomech.2020.110186 10.1016/j.medengphy.2021.02.008 10.1016/j.gaitpost.2021.03.004 10.1016/j.clinbiomech.2021.105405 10.1016/j.jbiomech.2015.09.021 10.1016/j.mri.2012.05.001 10.1016/0021-9290(93)90042-D 10.1302/0301-620X.90B10.20733 10.1109/TBME.2007.901024 10.1243/EMED_JOUR_1985_014_042_02 10.1179/1743280412Y.0000000008 10.1007/s00247-014-3146-2 10.1007/s10237-017-0925-3 10.1038/s41598-022-13386-9 10.1371/journal.pone.0235966 10.1080/10255841003682505 10.1016/j.gaitpost.2011.11.023 10.1002/jor.1100060604 10.1016/j.ridd.2013.08.012 10.1016/j.gaitpost.2012.05.029 10.2106/00004623-197355080-00017 10.1186/s12984-016-0170-5 10.1111/j.1469-8749.1997.tb08202.x 10.3389/fneur.2021.692582 10.3389/fbioe.2022.973788 10.1097/00003086-199907000-00025 10.1002/jor.1100170505 10.1016/j.jbiomech.2016.03.039 10.1002/jor.22364 10.1111/j.1469-8749.1969.tb01437.x 10.1111/dmcn.13205 10.1111/dmcn.13597 10.1016/j.gaitpost.2021.06.014 10.1016/j.ejpn.2023.01.007 10.4021/jocmr477w 10.1023/B:ABME.0000012750.73170.ba 10.1115/1.4029304 10.1016/j.gaitpost.2018.07.172 10.1123/jab.2016-0282 10.1371/journal.pone.0208811 10.1148/radiographics.22.2.g02mr19257 10.1016/j.jbiomech.2019.05.026 10.1016/0167-9457(91)90046-Z |
ContentType | Journal Article |
Copyright | Copyright © 2023 Koller, Gonçalves, Baca and Kainz. Copyright © 2023 Koller, Gonçalves, Baca and Kainz. 2023 Koller, Gonçalves, Baca and Kainz |
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Keywords | musculoskeletal simulation femoral growth plate osteogenic index cerebral palsy femoral deformities finite element analysis growth plate personalized modelling |
Language | English |
License | Copyright © 2023 Koller, Gonçalves, Baca and Kainz. 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. |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Thomas K. Uchida, University of Ottawa, Canada Edited by: Ilse Jonkers, KU Leuven, Belgium This article was submitted to Biomechanics, a section of the journal Frontiers in Bioengineering and Biotechnology Reviewed by: Reinald Brunner, University Children’s Hospital Basel, Switzerland |
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SubjectTerms | Bioengineering and Biotechnology cerebral palsy femoral deformities femoral growth plate finite element analysis growth plate musculoskeletal simulation |
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Title | Intra- and inter-subject variability of femoral growth plate stresses in typically developing children and children with cerebral palsy |
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