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Advancing HR-pQCT-based homogenised FE models with smooth structured hexahedral meshes
Simone Poncioni1, Kurt Lippuner2, Philippe Zysset3
1ARTORG Center for Biomedical Engineering Research, University of Bern, Bern, Switzerland; Department of Osteoporosis, Bern University Hospital, Bern, Switzerland.
This study introduces an automated pipeline for creating detailed 3D bone models from scans, significantly improving the accuracy of predicting bone strength and stiffness. This advancement enhances computational efficiency and clinical insights for skeletal analysis.
Area of Science:
- Biomechanics
- Medical Imaging
- Computational Modeling
Background:
- Nonlinear homogenized finite element (hFE) models predict bone stiffness and strength from HR-pQCT images.
- Current voxel-based meshes simplify geometry, limiting strain localization prediction.
- A need exists for improved meshing techniques for accurate bone mechanical analysis.
Purpose of the Study:
- To develop and validate a fully automated pipeline for generating smooth, structured hexahedral meshes from HR-pQCT scans.
- To enhance the prediction accuracy of bone stiffness and strength in distal radius and tibia.
- To assess the computational performance and repeatability of the new meshing approach.
Main Methods:
- Developed an automated pipeline for structured hexahedral mesh generation from HR-pQCT data.
- Validated the pipeline using ex vivo and in vivo HR-pQCT datasets of human radii and tibiae.
- Performed mesh sensitivity analysis and assessed mesh quality using Dice similarity coefficients and element quality metrics.
Main Results:
- Achieved high accuracy in predicting bone stiffness (R²=0.88-0.94) and yield force (R²=0.93-0.95).
- Demonstrated excellent mesh-image similarity (Dice >0.98) and good element quality.
- Showcased improved computational efficiency compared to previous methods.
Conclusions:
- The automated structured hexahedral meshing pipeline accurately predicts bone mechanical properties from HR-pQCT.
- The approach enhances geometric representation and computational performance for skeletal analysis.
- This method offers improved clinical insights for patient-specific bone assessments and longitudinal studies.
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