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Published in: Osteoporosis International 5/2013

01-05-2013 | Original Article

Women with previous fragility fractures can be classified based on bone microarchitecture and finite element analysis measured with HR-pQCT

Authors: K. K. Nishiyama, H. M. Macdonald, D. A. Hanley, S. K. Boyd

Published in: Osteoporosis International | Issue 5/2013

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Abstract

Summary

High-resolution peripheral quantitative computed tomography (HR-pQCT) measurements of distal radius and tibia bone microarchitecture and finite element (FE) estimates of bone strength performed well at classifying postmenopausal women with and without previous fracture. The HR-pQCT measurements outperformed dual energy x-ray absorptiometry (DXA) at classifying forearm fractures and fractures at other skeletal sites.

Introduction

Areal bone mineral density (aBMD) is the primary measurement used to assess osteoporosis and fracture risk; however, it does not take into account bone microarchitecture, which also contributes to bone strength. Thus, our objective was to determine if bone microarchitecture measured with HR-pQCT and FE estimates of bone strength could classify women with and without low-trauma fractures.

Methods

We used HR-pQCT to assess bone microarchitecture at the distal radius and tibia in 44 postmenopausal women with a history of low-trauma fracture and 88 age-matched controls from the Calgary cohort of the Canadian Multicentre Osteoporosis Study (CaMos) study. We estimated bone strength using FE analysis and simulated distal radius aBMD from the HR-pQCT scans. Femoral neck (FN) and lumbar spine (LS) aBMD were measured with DXA. We used support vector machines (SVM) and a tenfold cross-validation to classify the fracture cases and controls and to determine accuracy.

Results

The combination of HR-pQCT measures of microarchitecture and FE estimates of bone strength had the highest area under the receiver operating characteristic (ROC) curve of 0.82 when classifying forearm fractures compared to an area under the curve (AUC) of 0.71 from DXA-derived aBMD of the forearm and 0.63 from FN and spine DXA. For all fracture types, FE estimates of bone strength at the forearm alone resulted in an AUC of 0.69.

Conclusion

Models based on HR-pQCT measurements of bone microarchitecture and estimates of bone strength performed better than DXA-derived aBMD at classifying women with and without prior fracture. In future, these models may improve prediction of individuals at risk of low-trauma fracture.
Literature
1.
go back to reference Black DM, Cummings SR, Genant HK, Nevitt MC, Palermo L, Browner W (1992) Axial and appendicular bone density predict fractures in older women. J Bone Miner Res 7:633–638PubMedCrossRef Black DM, Cummings SR, Genant HK, Nevitt MC, Palermo L, Browner W (1992) Axial and appendicular bone density predict fractures in older women. J Bone Miner Res 7:633–638PubMedCrossRef
2.
go back to reference Schuit CE, van der Klift M, Weel A, de Laet C, Burger H, Seeman E, Hofman A, Uitterlinden G, van Leeuwen J, Pols AP (2004) Fracture incidence and association with bone mineral density in elderly men and women: the Rotterdam Study. Bone 34:195–202PubMedCrossRef Schuit CE, van der Klift M, Weel A, de Laet C, Burger H, Seeman E, Hofman A, Uitterlinden G, van Leeuwen J, Pols AP (2004) Fracture incidence and association with bone mineral density in elderly men and women: the Rotterdam Study. Bone 34:195–202PubMedCrossRef
3.
go back to reference van der Linden JC, Weinans H (2007) Effects of microarchitecture on bone strength. Curr Osteoporos Rep 5:56–61PubMedCrossRef van der Linden JC, Weinans H (2007) Effects of microarchitecture on bone strength. Curr Osteoporos Rep 5:56–61PubMedCrossRef
4.
go back to reference Sornay-Rendu E, Boutroy S, Munoz F, Delmas PD (2007) Alterations of cortical and trabecular architecture are associated with fractures in postmenopausal women, partially independent of decreased BMD measured by DXA: the OFELY study. J Bone Miner Res 22:425–433PubMedCrossRef Sornay-Rendu E, Boutroy S, Munoz F, Delmas PD (2007) Alterations of cortical and trabecular architecture are associated with fractures in postmenopausal women, partially independent of decreased BMD measured by DXA: the OFELY study. J Bone Miner Res 22:425–433PubMedCrossRef
5.
go back to reference Boutroy S, Bouxsein ML, Munoz F, Delmas PD (2005) In vivo assessment of trabecular bone microarchitecture by high-resolution peripheral quantitative computed tomography. J Clin Endocrinol Metab 90:6508–6515PubMedCrossRef Boutroy S, Bouxsein ML, Munoz F, Delmas PD (2005) In vivo assessment of trabecular bone microarchitecture by high-resolution peripheral quantitative computed tomography. J Clin Endocrinol Metab 90:6508–6515PubMedCrossRef
6.
go back to reference MacNeil JA, Boyd SK (2007) Accuracy of high-resolution peripheral quantitative computed tomography for measurement of bone quality. Med Eng Phys 29:1096–1105PubMedCrossRef MacNeil JA, Boyd SK (2007) Accuracy of high-resolution peripheral quantitative computed tomography for measurement of bone quality. Med Eng Phys 29:1096–1105PubMedCrossRef
7.
go back to reference MacNeil JA, Boyd SK (2008) Bone strength at the distal radius can be estimated from high-resolution peripheral quantitative computed tomography and the finite element method. Bone 42:1203–1213PubMedCrossRef MacNeil JA, Boyd SK (2008) Bone strength at the distal radius can be estimated from high-resolution peripheral quantitative computed tomography and the finite element method. Bone 42:1203–1213PubMedCrossRef
8.
go back to reference Melton LJ, Riggs BL, van Lenthe GH, Achenbach SJ, Müller R, Bouxsein ML, Amin S, Atkinson EJ, Khosla S (2007) Contribution of in vivo structural measurements and load/strength ratios to the determination of forearm fracture risk in postmenopausal women. J Bone Miner Res 22:1442–1448PubMedCrossRef Melton LJ, Riggs BL, van Lenthe GH, Achenbach SJ, Müller R, Bouxsein ML, Amin S, Atkinson EJ, Khosla S (2007) Contribution of in vivo structural measurements and load/strength ratios to the determination of forearm fracture risk in postmenopausal women. J Bone Miner Res 22:1442–1448PubMedCrossRef
9.
go back to reference Boutroy S, Van Rietbergen B, Sornay-Rendu E, Munoz F, Bouxsein ML, Delmas PD (2008) Finite element analysis based on in vivo HR-pQCT images of the distal radius is associated with wrist fracture in postmenopausal women. J Bone Miner Res 23:392–399PubMedCrossRef Boutroy S, Van Rietbergen B, Sornay-Rendu E, Munoz F, Bouxsein ML, Delmas PD (2008) Finite element analysis based on in vivo HR-pQCT images of the distal radius is associated with wrist fracture in postmenopausal women. J Bone Miner Res 23:392–399PubMedCrossRef
10.
go back to reference Vilayphiou N, Boutroy S, Sornay-Rendu E, Van Rietbergen B, Munoz F, Delmas PD, Chapurlat R (2010) Finite element analysis performed on radius and tibia HR-pQCT images and fragility fractures at all sites in postmenopausal women. Bone 46:1030–1037PubMedCrossRef Vilayphiou N, Boutroy S, Sornay-Rendu E, Van Rietbergen B, Munoz F, Delmas PD, Chapurlat R (2010) Finite element analysis performed on radius and tibia HR-pQCT images and fragility fractures at all sites in postmenopausal women. Bone 46:1030–1037PubMedCrossRef
11.
go back to reference Vico L, Zouch M, Amirouche A, Frère D, Laroche N, Koller B, Laib A, Thomas T, Alexandre C (2008) High-resolution pQCT analysis at the distal radius and tibia discriminates patients with recent wrist and femoral neck fractures. J Bone Miner Res 23:1741–1750PubMedCrossRef Vico L, Zouch M, Amirouche A, Frère D, Laroche N, Koller B, Laib A, Thomas T, Alexandre C (2008) High-resolution pQCT analysis at the distal radius and tibia discriminates patients with recent wrist and femoral neck fractures. J Bone Miner Res 23:1741–1750PubMedCrossRef
12.
go back to reference Atkinson EJ, Therneau TM, Melton LJ, Camp JJ, Achenbach SJ, Amin S and Khosla S (2012) Assessing fracture risk using gradient boosting machine (GBM) models. J Bone Miner Res Atkinson EJ, Therneau TM, Melton LJ, Camp JJ, Achenbach SJ, Amin S and Khosla S (2012) Assessing fracture risk using gradient boosting machine (GBM) models. J Bone Miner Res
13.
go back to reference Macdonald HM, Nishiyama KK, Kang J, Hanley DA, Boyd SK (2011) Age-related patterns of trabecular and cortical bone loss differ between sexes and skeletal sites: a population-based HR-pQCT study. J Bone Miner Res 26:50–62PubMedCrossRef Macdonald HM, Nishiyama KK, Kang J, Hanley DA, Boyd SK (2011) Age-related patterns of trabecular and cortical bone loss differ between sexes and skeletal sites: a population-based HR-pQCT study. J Bone Miner Res 26:50–62PubMedCrossRef
14.
go back to reference Nishiyama KK, Macdonald HM, Buie HR, Hanley DA, Boyd SK (2010) Postmenopausal women with osteopenia have higher cortical porosity and thinner cortices at the distal radius and tibia than women with normal aBMD: an in vivo HR-pQCT study. J Bone Miner Res 25:882–890PubMed Nishiyama KK, Macdonald HM, Buie HR, Hanley DA, Boyd SK (2010) Postmenopausal women with osteopenia have higher cortical porosity and thinner cortices at the distal radius and tibia than women with normal aBMD: an in vivo HR-pQCT study. J Bone Miner Res 25:882–890PubMed
15.
go back to reference Kreiger N, Tenenhouse A, Joseph L, MacKenzie T, Poliquin S, Brown J, Prior J, Rittmaster R (1999) The Canadian Multicentre Osteoporosis Study (CaMos): background, rationale, methods. Can J Aging 18:376–387CrossRef Kreiger N, Tenenhouse A, Joseph L, MacKenzie T, Poliquin S, Brown J, Prior J, Rittmaster R (1999) The Canadian Multicentre Osteoporosis Study (CaMos): background, rationale, methods. Can J Aging 18:376–387CrossRef
16.
go back to reference Berger C, Langsetmo L, Joseph L, Hanley DA, Davison KS, Josse RG, Prior JC, Kreiger N, Tenenhouse A, Goltzman D (2009) Association between change in BMD and fragility fracture in women and men. J Bone Miner Res 24:361–370PubMedCrossRef Berger C, Langsetmo L, Joseph L, Hanley DA, Davison KS, Josse RG, Prior JC, Kreiger N, Tenenhouse A, Goltzman D (2009) Association between change in BMD and fragility fracture in women and men. J Bone Miner Res 24:361–370PubMedCrossRef
17.
go back to reference Laib A, Häuselmann HJ, Rüegsegger P (1998) In vivo high resolution 3D-QCT of the human forearm. Technol Health Care 6:329–337PubMed Laib A, Häuselmann HJ, Rüegsegger P (1998) In vivo high resolution 3D-QCT of the human forearm. Technol Health Care 6:329–337PubMed
18.
go back to reference Sekhon K, Kazakia GJ, Burghardt AJ, Hermannsson B, Majumdar S (2009) Accuracy of volumetric bone mineral density measurement in high-resolution peripheral quantitative computed tomography. Bone 45:473–479PubMedCrossRef Sekhon K, Kazakia GJ, Burghardt AJ, Hermannsson B, Majumdar S (2009) Accuracy of volumetric bone mineral density measurement in high-resolution peripheral quantitative computed tomography. Bone 45:473–479PubMedCrossRef
19.
go back to reference MacNeil JA, Boyd SK (2008) Improved reproducibility of high-resolution peripheral quantitative computed tomography for measurement of bone quality. Med Eng Phys 30:792–799PubMedCrossRef MacNeil JA, Boyd SK (2008) Improved reproducibility of high-resolution peripheral quantitative computed tomography for measurement of bone quality. Med Eng Phys 30:792–799PubMedCrossRef
20.
go back to reference Buie HR, Campbell GM, Klinck RJ, MacNeil JA, Boyd SK (2007) Automatic segmentation of cortical and trabecular compartments based on a dual threshold technique for in vivo micro-CT bone analysis. Bone 41:505–515PubMedCrossRef Buie HR, Campbell GM, Klinck RJ, MacNeil JA, Boyd SK (2007) Automatic segmentation of cortical and trabecular compartments based on a dual threshold technique for in vivo micro-CT bone analysis. Bone 41:505–515PubMedCrossRef
21.
go back to reference Burghardt AJ, Kazakia GJ, Link TM, Majumdar S (2009) Automated simulation of areal bone mineral density assessment in the distal radius from high-resolution peripheral quantitative computed tomography. Osteoporos Int 20:2017–2024PubMedCrossRef Burghardt AJ, Kazakia GJ, Link TM, Majumdar S (2009) Automated simulation of areal bone mineral density assessment in the distal radius from high-resolution peripheral quantitative computed tomography. Osteoporos Int 20:2017–2024PubMedCrossRef
22.
go back to reference Müller R, Rüegsegger P (1995) Three-dimensional finite element modelling of non-invasively assessed trabecular bone structures. Med Eng Phys 17:126–133PubMedCrossRef Müller R, Rüegsegger P (1995) Three-dimensional finite element modelling of non-invasively assessed trabecular bone structures. Med Eng Phys 17:126–133PubMedCrossRef
23.
go back to reference Van Rietbergen B, Weinans H, Huiskes R, Odgaard A (1995) A new method to determine trabecular bone elastic properties and loading using micromechanical finite-element models. J Biomech 28:69–81PubMedCrossRef Van Rietbergen B, Weinans H, Huiskes R, Odgaard A (1995) A new method to determine trabecular bone elastic properties and loading using micromechanical finite-element models. J Biomech 28:69–81PubMedCrossRef
24.
go back to reference Chiu J, Robinovitch SN (1998) Prediction of upper extremity impact forces during falls on the outstretched hand. J Biomech 31:1169–1176PubMedCrossRef Chiu J, Robinovitch SN (1998) Prediction of upper extremity impact forces during falls on the outstretched hand. J Biomech 31:1169–1176PubMedCrossRef
25.
go back to reference Hayes WC, Piazza SJ, Zysset PK (1991) Biomechanics of fracture risk prediction of the hip and spine by quantitative computed tomography. Radiol Clin North Am 29:1–18PubMed Hayes WC, Piazza SJ, Zysset PK (1991) Biomechanics of fracture risk prediction of the hip and spine by quantitative computed tomography. Radiol Clin North Am 29:1–18PubMed
26.
go back to reference Keaveny TM, Bouxsein ML (2008) Theoretical implications of the biomechanical fracture threshold. J Bone Miner Res 23:1541–1547PubMedCrossRef Keaveny TM, Bouxsein ML (2008) Theoretical implications of the biomechanical fracture threshold. J Bone Miner Res 23:1541–1547PubMedCrossRef
27.
go back to reference Vapnik V Estimation of dependences based on empirical data: Springer series in statistics. Springer, New York Vapnik V Estimation of dependences based on empirical data: Springer series in statistics. Springer, New York
28.
go back to reference Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH (2009) The WEKA data mining software: an update. SIGKDD Explorations 11 Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH (2009) The WEKA data mining software: an update. SIGKDD Explorations 11
29.
go back to reference Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20:273–297 Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20:273–297
30.
go back to reference Valyon J, Horváth G (2003) A weighted generalized LS-SVM. Period Polytech Electr Eng 47:229–251 Valyon J, Horváth G (2003) A weighted generalized LS-SVM. Period Polytech Electr Eng 47:229–251
31.
go back to reference Suykens JAK, De Brabanter J, Lukas L, Vandewalle J (2002) Weighted least squares support vector machines: robustness and sparse approximation. Neurocomputing 48:85–105CrossRef Suykens JAK, De Brabanter J, Lukas L, Vandewalle J (2002) Weighted least squares support vector machines: robustness and sparse approximation. Neurocomputing 48:85–105CrossRef
32.
go back to reference Harvey N, Dennison E, Cooper C, ASBMR (2009) Chapter 38. Epidemiology of osteoporotic fractures. In: Rosen JC (ed) Primer on the metabolic bone diseases and disorders of mineral metabolism, 7th edn. American Society for Bone and Mineral Research, Washington, pp 197–203 Harvey N, Dennison E, Cooper C, ASBMR (2009) Chapter 38. Epidemiology of osteoporotic fractures. In: Rosen JC (ed) Primer on the metabolic bone diseases and disorders of mineral metabolism, 7th edn. American Society for Bone and Mineral Research, Washington, pp 197–203
Metadata
Title
Women with previous fragility fractures can be classified based on bone microarchitecture and finite element analysis measured with HR-pQCT
Authors
K. K. Nishiyama
H. M. Macdonald
D. A. Hanley
S. K. Boyd
Publication date
01-05-2013
Publisher
Springer-Verlag
Published in
Osteoporosis International / Issue 5/2013
Print ISSN: 0937-941X
Electronic ISSN: 1433-2965
DOI
https://doi.org/10.1007/s00198-012-2160-1

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