3D Finite Element Models Reconstructed From 2D Dual-Energy X-Ray Absorptiometry (DXA) Images Improve Hip Fracture Prediction Compared to Areal BMD in Osteoporotic Fractures in Men (MrOS) Sweden Cohort

被引:9
作者
Grassi, Lorenzo [1 ]
Vaananen, Sami P. P. [2 ,3 ]
Jehpsson, Lars [4 ]
Ljunggren, Osten [5 ]
Rosengren, Bjorn E. [4 ]
Karlsson, Magnus K. K. [4 ]
Isaksson, Hanna [1 ]
机构
[1] Lund Univ, Dept Biomed Engn, Box 118, SE-22100 Lund, Sweden
[2] Kuopio Univ Hosp, Diagnost Imaging Ctr, Kuopio, Finland
[3] Univ Eastern Finland, Dept Appl Phys, Eastern Finland, Finland
[4] Lund Univ, Dept Clin Sci Malmo, Lund, Sweden
[5] Uppsala Univ, Dept Med Sci, Uppsala, Sweden
基金
瑞典研究理事会;
关键词
FRACTURE RISK ASSESSMENT; OSTEOPOROSIS; BIOMECHANICS; DXA; SCREENING; PROXIMAL FEMUR FRACTURES; ELDERLY-MEN; RISK; ACCURACY; MORTALITY; STRENGTH; DENSITY; FALL; ASSOCIATION; DISABILITY;
D O I
10.1002/jbmr.4878
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Bone strength is an important contributor to fracture risk. Areal bone mineral density (aBMD) derived from dual-energy X-ray absorptiometry (DXA) is used as a surrogate for bone strength in fracture risk prediction tools. 3D finite element (FE) models predict bone strength better than aBMD, but their clinical use is limited by the need for 3D computed tomography and lack of automation. We have earlier developed amethod to reconstruct the 3D hip anatomy froma 2D DXA image, followed by subject-specific FE-based prediction of proximal femoral strength. In the current study, we aim to evaluate the method's ability to predict incident hip fractures in a populationbased cohort (Osteoporotic Fractures in Men [MrOS] Sweden). We defined two subcohorts: (i) hip fracture cases and controls cohort: 120men with a hip fracture (<10 years frombaseline) and two controls to each hip fracture case, matched by age, height, and body mass index; and (ii) fallers cohort: 86men who had fallen the year before their hip DXA scan was acquired, 15 of which sustained a hip fracture during the following 10 years. For each participant, we reconstructed the 3D hip anatomy and predicted proximal femoral strength in 10 sideways fall configurations using FE analysis. The FE-predicted proximal femoral strength was a better predictor of incident hip fractures than aBMD for both hip fracture cases and controls (difference in area under the receiver operating characteristics curve, Delta AUROC = 0.06) and fallers (Delta AUROC = 0.22) cohorts. This is the first time that FE models outperformed aBMD in predicting incident hip fractures in a population-based prospectively followed cohort based on 3D FE models obtained from a 2D DXA scan. Our approach has potential to notably improve the accuracy of fracture risk predictions in a clinically feasible manner (only one single DXA image is needed) and without additional costs compared to the current clinical approach. (c) 2023 The Authors. Journal of Bone and Mineral Research published by Wiley Periodicals LLC on behalf of American Society for Bone and Mineral Research (ASBMR).
引用
收藏
页码:1258 / 1267
页数:10
相关论文
共 65 条
[1]   Osteoporosis in men: a review [J].
Adler, Robert A. .
BONE RESEARCH, 2014, 2
[2]   Cost-effectiveness of Virtual Bone Strength Testing in Osteoporosis Screening Programs for Postmenopausal Women in the United States [J].
Agten, Christoph A. ;
Ramme, Austin J. ;
Kang, Stella ;
Honig, Stephen ;
Chang, Gregory .
RADIOLOGY, 2017, 285 (02) :506-517
[3]   An experimental comparison of cross-validation techniques for estimating the area under the ROC curve [J].
Airola, Antti ;
Pahikkala, Tapio ;
Waegeman, Willem ;
De Baets, Bernard ;
Salakoski, Tapio .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2011, 55 (04) :1828-1844
[4]   Excess Mortality After Pelvic Fractures Among Older People [J].
Andrich, Silke ;
Haastert, Burkhard ;
Neuhaus, Elke ;
Neidert, Kathrin ;
Arend, Werner ;
Ohmann, Christian ;
Grebe, Juergen ;
Vogt, Andreas ;
Jungbluth, Pascal ;
Thelen, Simon ;
Windolf, Joachim ;
Icks, Andrea .
JOURNAL OF BONE AND MINERAL RESEARCH, 2017, 32 (09) :1789-1801
[5]  
BACKMAN S, 1957, Acta Radiol Suppl, P1
[6]   Standardized Loads Acting in Hip Implants [J].
Bergmann, Georg ;
Bender, Alwina ;
Dymke, Joern ;
Duda, Georg ;
Damm, Philipp .
PLOS ONE, 2016, 11 (05)
[7]   Incidence and Mortality of Hip Fractures in the United States [J].
Brauer, Carmen A. ;
Coca-Perraillon, Marcelo ;
Cutler, David M. ;
Rosen, Allison B. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2009, 302 (14) :1573-1579
[8]  
Chambers J. M., 2018, Graphical methods for data analysis, DOI DOI 10.1201/9781351072304
[9]   Femoral strength is better predicted by finite element models than QCT and DXA [J].
Cody, DD ;
Gross, GJ ;
Hou, FJ ;
Spencer, HJ ;
Goldstein, SA ;
Fyhrie, DP .
JOURNAL OF BIOMECHANICS, 1999, 32 (10) :1013-1020
[10]   Fracture Risk Assessment An Update [J].
Cozadd, Andrew J. ;
Schroder, Lisa K. ;
Switzer, Julie A. .
JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME, 2021, 103 (13) :1238-1246