共 15 条
FEMORAL STRENGTH PREDICTION USING A 3D RECONSTRUCTION METHOD FROM DUAL-ENERGY X-RAY ABSORPTIOMETRY
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作者:

Humbert, Ludovic
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机构:
Univ Pompeu Fabra, Barcelona, Spain Univ Pompeu Fabra, Barcelona, Spain

Whitmarsh, Tristan
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机构:
Univ Pompeu Fabra, Barcelona, Spain Univ Pompeu Fabra, Barcelona, Spain

Fritscher, Karl
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机构: Univ Pompeu Fabra, Barcelona, Spain

del Rio Barquero, Luis Miguel
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机构: Univ Pompeu Fabra, Barcelona, Spain

Eckstein, Felix
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机构: Univ Pompeu Fabra, Barcelona, Spain

Link, Thomas
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机构: Univ Pompeu Fabra, Barcelona, Spain

Schubert, Rainer
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机构: Univ Pompeu Fabra, Barcelona, Spain

Frangi, Alejandro F.
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机构:
Univ Pompeu Fabra, Barcelona, Spain Univ Pompeu Fabra, Barcelona, Spain
机构:
[1] Univ Pompeu Fabra, Barcelona, Spain
来源:
2012 9TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI)
|
2012年
关键词:
Statistical Model;
3D Reconstruction;
Partial Least Square Regression;
Femoral strength;
Osteoporosis;
QUANTITATIVE COMPUTED-TOMOGRAPHY;
PROXIMAL FEMUR;
BONE STRENGTH;
MODELS;
D O I:
暂无
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
Femoral strength is estimated in clinical routine from 2D Dual-energy X- rays Absorptiometry (DXA). In this study, a new pipeline for femoral strength prediction from DXA images is presented, using a 3D reconstruction method of the shape and the Bone Mineral Density (BMD) distribution and a regression analysis based on partial least squares. A database of 90 proximal femoral cadaveric specimens, that were previously imaged and tested to measure their fracture load, was used to develop and to validate the method. The proposed pipeline resulted in a correlation coefficient of 0.85 between predicted and measured fracture load, while a regression using 2D BMD measurements from DXA resulted in a correlation coefficient of 0.77. With an improved femoral strength prediction from DXA images, this method opens interesting translational perspectives in clinics for a better diagnosis of osteoporosis and fracture risk prediction.
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页码:1451 / 1454
页数:4
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