Total Knee Replacement: Subject-Specific Modeling, Finite Element Analysis, and Evaluation of Dynamic Activities

This study presents a semi-automatic framework to create subject-specific total knee replacement finite element models, which can be used to analyze locomotion patterns and evaluate knee dynamics. In recent years, much scientific attention was attracted to pre-clinical optimization of customized tot...

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Main Authors: Iliana Loi, Dimitar Stanev, Konstantinos Moustakas
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-04-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fbioe.2021.648356/full
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spelling doaj-23266ebda76940019c3f83927b75c8b92021-04-16T05:36:10ZengFrontiers Media S.A.Frontiers in Bioengineering and Biotechnology2296-41852021-04-01910.3389/fbioe.2021.648356648356Total Knee Replacement: Subject-Specific Modeling, Finite Element Analysis, and Evaluation of Dynamic ActivitiesIliana Loi0Dimitar Stanev1Dimitar Stanev2Konstantinos Moustakas3Department of Electrical and Computer Engineering, University of Patras, Patras, GreeceDepartment of Electrical and Computer Engineering, University of Patras, Patras, GreeceSchool of Engineering, Institute of Bioengineering, École Polytechnique Fédérale de Lausanne, Lausanne, SwitzerlandDepartment of Electrical and Computer Engineering, University of Patras, Patras, GreeceThis study presents a semi-automatic framework to create subject-specific total knee replacement finite element models, which can be used to analyze locomotion patterns and evaluate knee dynamics. In recent years, much scientific attention was attracted to pre-clinical optimization of customized total knee replacement operations through computational modeling to minimize post-operational adverse effects. However, the time-consuming and laborious process of developing a subject-specific finite element model poses an obstacle to the latter. One of this work's main goals is to automate the finite element model development process, which speeds up the proposed framework and makes it viable for practical applications. This pipeline's reliability was ratified by developing and validating a subject-specific total knee replacement model based on the 6th SimTK Grand Challenge data set. The model was validated by analyzing contact pressures on the tibial insert in relation to the patient's gait and analysis of tibial contact forces, which were found to be in accordance with the ones provided by the Grand Challenge data set. Subsequently, a sensitivity analysis was carried out to assess the influence of modeling choices on tibial insert's contact pressures and determine possible uncertainties on the models produced by the framework. Parameters, such as the position of ligament origin points, ligament stiffness, reference strain, and implant-bone alignment were used for the sensitivity study. Notably, it was found that changes in the alignment of the femoral component in reference to the knee bones significantly affect the load distribution at the tibiofemoral joint, with an increase of 206.48% to be observed at contact pressures during 5° internal rotation. Overall, the models produced by this pipeline can be further used to optimize and personalize surgery by evaluating the best surgical parameters in a simulated manner before the actual surgery.https://www.frontiersin.org/articles/10.3389/fbioe.2021.648356/fulltotal knee replacementfinite elementsubject-specific modelingmusculoskeletalsensitivity analysis
collection DOAJ
language English
format Article
sources DOAJ
author Iliana Loi
Dimitar Stanev
Dimitar Stanev
Konstantinos Moustakas
spellingShingle Iliana Loi
Dimitar Stanev
Dimitar Stanev
Konstantinos Moustakas
Total Knee Replacement: Subject-Specific Modeling, Finite Element Analysis, and Evaluation of Dynamic Activities
Frontiers in Bioengineering and Biotechnology
total knee replacement
finite element
subject-specific modeling
musculoskeletal
sensitivity analysis
author_facet Iliana Loi
Dimitar Stanev
Dimitar Stanev
Konstantinos Moustakas
author_sort Iliana Loi
title Total Knee Replacement: Subject-Specific Modeling, Finite Element Analysis, and Evaluation of Dynamic Activities
title_short Total Knee Replacement: Subject-Specific Modeling, Finite Element Analysis, and Evaluation of Dynamic Activities
title_full Total Knee Replacement: Subject-Specific Modeling, Finite Element Analysis, and Evaluation of Dynamic Activities
title_fullStr Total Knee Replacement: Subject-Specific Modeling, Finite Element Analysis, and Evaluation of Dynamic Activities
title_full_unstemmed Total Knee Replacement: Subject-Specific Modeling, Finite Element Analysis, and Evaluation of Dynamic Activities
title_sort total knee replacement: subject-specific modeling, finite element analysis, and evaluation of dynamic activities
publisher Frontiers Media S.A.
series Frontiers in Bioengineering and Biotechnology
issn 2296-4185
publishDate 2021-04-01
description This study presents a semi-automatic framework to create subject-specific total knee replacement finite element models, which can be used to analyze locomotion patterns and evaluate knee dynamics. In recent years, much scientific attention was attracted to pre-clinical optimization of customized total knee replacement operations through computational modeling to minimize post-operational adverse effects. However, the time-consuming and laborious process of developing a subject-specific finite element model poses an obstacle to the latter. One of this work's main goals is to automate the finite element model development process, which speeds up the proposed framework and makes it viable for practical applications. This pipeline's reliability was ratified by developing and validating a subject-specific total knee replacement model based on the 6th SimTK Grand Challenge data set. The model was validated by analyzing contact pressures on the tibial insert in relation to the patient's gait and analysis of tibial contact forces, which were found to be in accordance with the ones provided by the Grand Challenge data set. Subsequently, a sensitivity analysis was carried out to assess the influence of modeling choices on tibial insert's contact pressures and determine possible uncertainties on the models produced by the framework. Parameters, such as the position of ligament origin points, ligament stiffness, reference strain, and implant-bone alignment were used for the sensitivity study. Notably, it was found that changes in the alignment of the femoral component in reference to the knee bones significantly affect the load distribution at the tibiofemoral joint, with an increase of 206.48% to be observed at contact pressures during 5° internal rotation. Overall, the models produced by this pipeline can be further used to optimize and personalize surgery by evaluating the best surgical parameters in a simulated manner before the actual surgery.
topic total knee replacement
finite element
subject-specific modeling
musculoskeletal
sensitivity analysis
url https://www.frontiersin.org/articles/10.3389/fbioe.2021.648356/full
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AT dimitarstanev totalkneereplacementsubjectspecificmodelingfiniteelementanalysisandevaluationofdynamicactivities
AT dimitarstanev totalkneereplacementsubjectspecificmodelingfiniteelementanalysisandevaluationofdynamicactivities
AT konstantinosmoustakas totalkneereplacementsubjectspecificmodelingfiniteelementanalysisandevaluationofdynamicactivities
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