Validation of 3D finite element models from simulated DXA images for biofidelic simulations of sideways fall impact to the hip

被引:15
作者
Grassi, Lorenzo [1 ]
Fleps, Ingmar [2 ]
Sahlstedt, Hannicka [1 ]
Vaananen, Sami P. [3 ,4 ]
Ferguson, Stephen J. [2 ]
Isaksson, Hanna [1 ]
Helgason, Benedikt [2 ]
机构
[1] Lund Univ, Dept Biomed Engn, Box 118, S-22100 Lund, Sweden
[2] Swiss Fed Inst Technol, Inst Biomech, Zurich, Switzerland
[3] Univ Eastern Finland, Dept Appl Phys, Kuopio, Finland
[4] Kuopio Univ Hosp, Diagnost Imaging Ctr, Kuopio, Finland
基金
瑞士国家科学基金会; 瑞典研究理事会;
关键词
Fracture risk assessment; Biomechanics; Statistical shape model; Validation; Statistical appearance models; Orthopedics; PROXIMAL FEMUR; FRACTURE RISK; COMPUTED-TOMOGRAPHY; FEMORAL STRENGTH; OSTEOPOROSIS; PREDICTION; DENSITY; SHAPE; REGISTRATION; GENERATION;
D O I
10.1016/j.bone.2020.115678
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Computed tomography (CT)-derived finite element (FE) models have been proposed as a tool to improve the current clinical assessment of osteoporosis and personalized hip fracture risk by providing an accurate estimate of femoral strength. However, this solution has two main drawbacks, namely: (i) 3D CT images are needed, whereas 2D dual-energy x-ray absorptiometry (DXA) images are more generally available, and (ii) quasi-static femoral strength is predicted as a surrogate for fracture risk, instead of predicting whether a fall would result in a fracture or not. The aim of this study was to combine a biofidelic fall simulation technique, based on 3D computed tomography (CT) data with an algorithm that reconstructs 3D femoral shape and BMD distribution from a 2D DXA image. This approach was evaluated on 11 pelvis-femur constructs for which CT scans, ex vivo sideways fall impact experiments and CT-derived biofidelic FE models were available. Simulated DXA images were used to reconstruct the 3D shape and bone mineral density (BMD) distribution of the left femurs by registering a projection of a statistical shape and appearance model with a genetic optimization algorithm. The 2D-to-3D reconstructed femurs were meshed, and the resulting FE models inserted into a biofidelic FE modeling pipeline for simulating a sideways fall. The median 2D-to-3D reconstruction error was 1.02 mm for the shape and 0.06 g/cm(3) for BMD for the 11 specimens. FE models derived from simulated DXAs predicted the outcome of the falls in terms of fracture versus non-fracture with the same accuracy as the CT-derived FE models. This study represents a milestone towards improved assessment of hip fracture risk based on widely available clinical DXA images.
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页数:9
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