LibHip: An open-access hip joint model repository suitable for finite element method simulation

•Open-access hip joint finite element model repository designed for simulation studies.•11 clinically verified subject-specific bilateral models, covering the bones and cartilages in the hip joint area.•Open-access semi-automated modeling workflow using cutting-edge geometry processing tools.•A dire...

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Published in:Computer methods and programs in biomedicine Vol. 226; p. 107140
Main Authors: Moshfeghifar, Faezeh, Gholamalizadeh, Torkan, Ferguson, Zachary, Schneider, Teseo, Nielsen, Michael Bachmann, Panozzo, Daniele, Darkner, Sune, Erleben, Kenny
Format: Journal Article
Language:English
Published: Elsevier B.V 01-11-2022
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Abstract •Open-access hip joint finite element model repository designed for simulation studies.•11 clinically verified subject-specific bilateral models, covering the bones and cartilages in the hip joint area.•Open-access semi-automated modeling workflow using cutting-edge geometry processing tools.•A direct geometry processing cartilage reconstruction method using segmented bone models.•Multi-body volume mesh generation, resulting in high-quality discretization, conforming and congruent shared interfaces, and accurate geometries. Background and objective: population-based finite element analysis of hip joints allows us to understand the effect of inter-subject variability on simulation results. Developing large subject-specific population models is challenging and requires extensive manual effort. Thus, the anatomical representations are often subjected to simplification. The discretized geometries do not guarantee conformity in shared interfaces, leading to complications in setting up simulations. Additionally, these models are not openly accessible, challenging reproducibility. Our work provides multiple subject-specific hip joint finite element models and a novel semi-automated modeling workflow. Methods: we reconstruct 11 healthy subject-specific models, including the sacrum, the paired pelvic bones, the paired proximal femurs, the paired hip joints, the paired sacroiliac joints, and the pubic symphysis. The bones are derived from CT scans, and the cartilages are generated from the bone geometries. We generate the whole complex’s volume mesh with conforming interfaces. Our models are evaluated using both mesh quality metrics and simulation experiments. Results: the geometry of all the models are inspected by our clinical expert and show high-quality discretization with accurate geometries. The simulations produce smooth stress patterns, and the variance among the subjects highlights the effect of inter-subject variability and asymmetry in the predicted results. Conclusions: our work is one of the largest model repositories with respect to the number of subjects and regions of interest in the hip joint area. Our detailed research data, including the clinical images, the segmentation label maps, the finite element models, and software tools, are openly accessible on GitHub and the link is provided in Moshfeghifar et al.(2022)[1]. Our aim is to empower clinical researchers to have free access to verified and reproducible models. In future work, we aim to add additional structures to our models.
AbstractList BACKGROUND AND OBJECTIVEpopulation-based finite element analysis of hip joints allows us to understand the effect of inter-subject variability on simulation results. Developing large subject-specific population models is challenging and requires extensive manual effort. Thus, the anatomical representations are often subjected to simplification. The discretized geometries do not guarantee conformity in shared interfaces, leading to complications in setting up simulations. Additionally, these models are not openly accessible, challenging reproducibility. Our work provides multiple subject-specific hip joint finite element models and a novel semi-automated modeling workflow. METHODSwe reconstruct 11 healthy subject-specific models, including the sacrum, the paired pelvic bones, the paired proximal femurs, the paired hip joints, the paired sacroiliac joints, and the pubic symphysis. The bones are derived from CT scans, and the cartilages are generated from the bone geometries. We generate the whole complex's volume mesh with conforming interfaces. Our models are evaluated using both mesh quality metrics and simulation experiments. RESULTSthe geometry of all the models are inspected by our clinical expert and show high-quality discretization with accurate geometries. The simulations produce smooth stress patterns, and the variance among the subjects highlights the effect of inter-subject variability and asymmetry in the predicted results. CONCLUSIONSour work is one of the largest model repositories with respect to the number of subjects and regions of interest in the hip joint area. Our detailed research data, including the clinical images, the segmentation label maps, the finite element models, and software tools, are openly accessible on GitHub and the link is provided in Moshfeghifar et al.(2022)[1]. Our aim is to empower clinical researchers to have free access to verified and reproducible models. In future work, we aim to add additional structures to our models.
•Open-access hip joint finite element model repository designed for simulation studies.•11 clinically verified subject-specific bilateral models, covering the bones and cartilages in the hip joint area.•Open-access semi-automated modeling workflow using cutting-edge geometry processing tools.•A direct geometry processing cartilage reconstruction method using segmented bone models.•Multi-body volume mesh generation, resulting in high-quality discretization, conforming and congruent shared interfaces, and accurate geometries. Background and objective: population-based finite element analysis of hip joints allows us to understand the effect of inter-subject variability on simulation results. Developing large subject-specific population models is challenging and requires extensive manual effort. Thus, the anatomical representations are often subjected to simplification. The discretized geometries do not guarantee conformity in shared interfaces, leading to complications in setting up simulations. Additionally, these models are not openly accessible, challenging reproducibility. Our work provides multiple subject-specific hip joint finite element models and a novel semi-automated modeling workflow. Methods: we reconstruct 11 healthy subject-specific models, including the sacrum, the paired pelvic bones, the paired proximal femurs, the paired hip joints, the paired sacroiliac joints, and the pubic symphysis. The bones are derived from CT scans, and the cartilages are generated from the bone geometries. We generate the whole complex’s volume mesh with conforming interfaces. Our models are evaluated using both mesh quality metrics and simulation experiments. Results: the geometry of all the models are inspected by our clinical expert and show high-quality discretization with accurate geometries. The simulations produce smooth stress patterns, and the variance among the subjects highlights the effect of inter-subject variability and asymmetry in the predicted results. Conclusions: our work is one of the largest model repositories with respect to the number of subjects and regions of interest in the hip joint area. Our detailed research data, including the clinical images, the segmentation label maps, the finite element models, and software tools, are openly accessible on GitHub and the link is provided in Moshfeghifar et al.(2022)[1]. Our aim is to empower clinical researchers to have free access to verified and reproducible models. In future work, we aim to add additional structures to our models.
ArticleNumber 107140
Author Schneider, Teseo
Moshfeghifar, Faezeh
Gholamalizadeh, Torkan
Darkner, Sune
Ferguson, Zachary
Nielsen, Michael Bachmann
Panozzo, Daniele
Erleben, Kenny
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  surname: Ferguson
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  organization: Courant Institute of Mathematical Sciences, New York University, 60 5th Ave, New York, NY 10011, United States
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  surname: Schneider
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  fullname: Darkner, Sune
  organization: Department of Computer Science, University of Copenhagen, Copenhagen 2100, Denmark
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  givenname: Kenny
  surname: Erleben
  fullname: Erleben, Kenny
  organization: Department of Computer Science, University of Copenhagen, Copenhagen 2100, Denmark
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CitedBy_id crossref_primary_10_1016_j_cmpb_2022_107140
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crossref_primary_10_1016_j_cmpb_2022_107009
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Keywords Population-based finite element analysis
Multi-body meshing
Hip joint repository
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Snippet •Open-access hip joint finite element model repository designed for simulation studies.•11 clinically verified subject-specific bilateral models, covering the...
BACKGROUND AND OBJECTIVEpopulation-based finite element analysis of hip joints allows us to understand the effect of inter-subject variability on simulation...
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SubjectTerms Hip joint repository
Multi-body meshing
Population-based finite element analysis
Title LibHip: An open-access hip joint model repository suitable for finite element method simulation
URI https://dx.doi.org/10.1016/j.cmpb.2022.107140
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