FEMORAL STRENGTH PREDICTION USING A 3D RECONSTRUCTION METHOD FROM DUAL-ENERGY X-RAY ABSORPTIOMETRY

被引:0
作者
Humbert, Ludovic [1 ]
Whitmarsh, Tristan [1 ]
Fritscher, Karl
del Rio Barquero, Luis Miguel
Eckstein, Felix
Link, Thomas
Schubert, Rainer
Frangi, Alejandro F. [1 ]
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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收藏
页码:1451 / 1454
页数:4
相关论文
共 15 条
[1]   Partial least squares regression and projection on latent structure regression (PLS Regression) [J].
Abdi, Herve .
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2010, 2 (01) :97-106
[2]   Prediction of strength and strain of the proximal femur by a CT-based finite element method [J].
Bessho, Masahiko ;
Ohnishi, Isao ;
Matsuyama, Juntaro ;
Matsumoto, Takuya ;
Imai, Kazuhiro ;
Nakamura, Kozo .
JOURNAL OF BIOMECHANICS, 2007, 40 (08) :1745-1753
[3]   Volumetric quantitative computed tomography of the proximal femur: relationships linking geometric and densitometric variables to bone strength. Role for compact bone [J].
Bousson, V ;
Bras, A ;
Roqueplan, F ;
Kang, Y ;
Mitton, D ;
Kolta, S ;
Bergot, C ;
Skalli, W ;
Vicaut, E ;
Kalender, W ;
Engelke, K ;
Laredo, JD .
OSTEOPOROSIS INTERNATIONAL, 2006, 17 (06) :855-864
[4]   Automated simulation of areal bone mineral density assessment in the distal radius from high-resolution peripheral quantitative computed tomography [J].
Burghardt, A. J. ;
Kazakia, G. J. ;
Link, T. M. ;
Majumdar, S. .
OSTEOPOROSIS INTERNATIONAL, 2009, 20 (12) :2017-2024
[5]   Reproducibility and side differences of mechanical tests for determining the structural strength of the proximal femur [J].
Eckstein, F ;
Wunderer, C ;
Boehm, H ;
Kuhn, V ;
Priemel, M ;
Link, TM ;
Lochmüller, EM .
JOURNAL OF BONE AND MINERAL RESEARCH, 2004, 19 (03) :379-385
[6]   DXA scanning in clinical practice [J].
El Maghraoui, A. ;
Roux, C. .
QJM-AN INTERNATIONAL JOURNAL OF MEDICINE, 2008, 101 (08) :605-617
[7]   Clinical use of quantitative computed tomography and peripheral quantitative computed tomography in the management of osteoporosis in adults: The 2007 ISCD Official Positions [J].
Engelke, Klaus ;
Adams, Judith E. ;
Armbrecht, Gabriele ;
Augat, Peter ;
Bogado, Cesar E. ;
Bouxsein, Mary L. ;
Felsenberg, Dieter ;
Ito, Masako ;
Prevrhal, Sven ;
Hans, Didier B. ;
Lewiecki, E. Michael .
JOURNAL OF CLINICAL DENSITOMETRY, 2008, 11 (01) :123-162
[8]   Improved prediction of proximal femoral fracture load using nonlinear finite element models [J].
Keyak, JH .
MEDICAL ENGINEERING & PHYSICS, 2001, 23 (03) :165-173
[9]   Comparison of QCT-derived and DXA-derived areal bone mineral density and T scores [J].
Khoo, B. C. C. ;
Brown, K. ;
Cann, C. ;
Zhu, K. ;
Henzell, S. ;
Low, V. ;
Gustafsson, S. ;
Price, R. I. ;
Prince, R. L. .
OSTEOPOROSIS INTERNATIONAL, 2009, 20 (09) :1539-1545
[10]   Volumetric quantitative computed tomography of the proximal femur: Precision and relation to bone strength [J].
Lang, TF ;
Keyak, JH ;
Heitz, MW ;
Augat, P ;
Lu, Y ;
Mathur, A ;
Genant, HK .
BONE, 1997, 21 (01) :101-108