Skip to main content
Erschienen 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

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

Erschienen in: Osteoporosis International | Ausgabe 5/2013

Einloggen, um Zugang zu erhalten

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.
Literatur
1.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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.
Zurück zum Zitat 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
Metadaten
Titel
Women with previous fragility fractures can be classified based on bone microarchitecture and finite element analysis measured with HR-pQCT
verfasst von
K. K. Nishiyama
H. M. Macdonald
D. A. Hanley
S. K. Boyd
Publikationsdatum
01.05.2013
Verlag
Springer-Verlag
Erschienen in
Osteoporosis International / Ausgabe 5/2013
Print ISSN: 0937-941X
Elektronische ISSN: 1433-2965
DOI
https://doi.org/10.1007/s00198-012-2160-1

Weitere Artikel der Ausgabe 5/2013

Osteoporosis International 5/2013 Zur Ausgabe

Arthropedia

Grundlagenwissen der Arthroskopie und Gelenkchirurgie. Erweitert durch Fallbeispiele, Videos und Abbildungen. 
» Jetzt entdecken

Update Orthopädie und Unfallchirurgie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.