Skip to main content
Erschienen in: Osteoporosis International 10/2006

01.10.2006 | Original Article

Radiographic texture analysis of densitometer-generated calcaneus images differentiates postmenopausal women with and without fractures

verfasst von: T. J. Vokes, M. L. Giger, M. R. Chinander, T. G. Karrison, M. J. Favus, L. B. Dixon

Erschienen in: Osteoporosis International | Ausgabe 10/2006

Einloggen, um Zugang zu erhalten

Abstract

Introduction

Bone fragility is determined by bone mass, measured as bone mineral density (BMD), and by trabecular structure, which cannot be easily measured using currently available noninvasive methods. In previous studies, radiographic texture analysis (RTA) performed on the radiographic images of the spine, proximal femur, and os calcis differentiated subjects with and without osteoporotic fractures. The present cross-sectional study was undertaken to determine whether such differentiation could also be made using high-resolution os calcis images obtained on a peripheral densitometer.

Methods

In 170 postmenopausal women (42 with and 128 without prevalent vertebral fractures) who had no secondary causes of osteoporosis and were not receiving treatment for osteoporosis, BMD of the lumbar spine, proximal femur, and os calcis was measured using dual energy x-ray absorptiometry. Vertebral fractures were diagnosed on densitometric spine images. RTA, including Fourier-based and fractal analyses, was performed on densitometric images of os calcis.

Results

BMD at all three sites and all texture features was significantly different in subjects with and without fractures, with the most significant differences observed for the femoral neck and total hip measurements and for the RTA feature Minkowski fractal (p<0.001). In univariate logistic regression analysis, Minkowski fractal predicted the presence of vertebral fractures as well as femoral neck BMD (p<0.001). In multivariate logistic regression analysis, both femoral neck BMD and Minkowski fractal yielded significant predictive effects (p=0.001), and when age was added to the model, the effect of RTA remained significant (p=0.002), suggesting that RTA reflects an aspect of bone fragility that is not captured by age or BMD. Finally, when RTA was compared in 42 fracture patients and 42 nonfracture patients matched for age and BMD, the RTA features were significantly different between the groups (p=0.003 to p=0.04), although BMD and age were not.

Conclusion

This study suggests that RTA of densitometer-generated calcaneus images provides an estimate of bone fragility independent of and complementary to BMD measurement and age.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Ross PD, Davis JW, Vogel JM, Wasnich RD (1990) A critical review of bone mass and the risk of fractures in osteoporosis. Calcif Tissue Int 46:149–161PubMedCrossRef Ross PD, Davis JW, Vogel JM, Wasnich RD (1990) A critical review of bone mass and the risk of fractures in osteoporosis. Calcif Tissue Int 46:149–161PubMedCrossRef
2.
Zurück zum Zitat Cummings SR, Black DM, Nevitt MC, Browner W, Cauley J, Ensrud K, Genant HK, Palermo L, Scott J, Vogt TM (1993) Bone density at various sites for prediction of hip fractures. The Study of Osteoporotic Fractures Research Group. Lancet 341:72–75PubMedCrossRef Cummings SR, Black DM, Nevitt MC, Browner W, Cauley J, Ensrud K, Genant HK, Palermo L, Scott J, Vogt TM (1993) Bone density at various sites for prediction of hip fractures. The Study of Osteoporotic Fractures Research Group. Lancet 341:72–75PubMedCrossRef
3.
Zurück zum Zitat Cummings SR, Karpf DB, Harris F, Genant HK, Ensrud K, LaCroix AZ, Black DM (2002) Improvement in spine bone density and reduction in risk of vertebral fractures during treatment with antiresorptive drugs. Am J Med 112:281–289PubMedCrossRef Cummings SR, Karpf DB, Harris F, Genant HK, Ensrud K, LaCroix AZ, Black DM (2002) Improvement in spine bone density and reduction in risk of vertebral fractures during treatment with antiresorptive drugs. Am J Med 112:281–289PubMedCrossRef
4.
Zurück zum Zitat Hochberg MC, Greenspan S, Wasnich RD, Miller P, Thompson DE, Ross PD (2002) Changes in bone density and turnover explain the reductions in incidence of nonvertebral fractures that occur during treatment with antiresorptive agents. J Clin Endocrinol Metab 87:1586–1592PubMedCrossRef Hochberg MC, Greenspan S, Wasnich RD, Miller P, Thompson DE, Ross PD (2002) Changes in bone density and turnover explain the reductions in incidence of nonvertebral fractures that occur during treatment with antiresorptive agents. J Clin Endocrinol Metab 87:1586–1592PubMedCrossRef
5.
Zurück zum Zitat Parfitt AM (1992) Implications of architecture for the pathogenesis and prevention of vertebral fracture. Bone 13(Suppl 2):S41–S47PubMedCrossRef Parfitt AM (1992) Implications of architecture for the pathogenesis and prevention of vertebral fracture. Bone 13(Suppl 2):S41–S47PubMedCrossRef
6.
Zurück zum Zitat Kleerekoper M, Villanueva AR, Stanciu J, Rao DS, Parfitt AM (1985) The role of three-dimensional trabecular microstructure in the pathogenesis of vertebral compression fractures. Calcif Tissue Int 37:594–597PubMedCrossRef Kleerekoper M, Villanueva AR, Stanciu J, Rao DS, Parfitt AM (1985) The role of three-dimensional trabecular microstructure in the pathogenesis of vertebral compression fractures. Calcif Tissue Int 37:594–597PubMedCrossRef
7.
Zurück zum Zitat Dempster DW (2000) The contribution of trabecular architecture to cancellous bone quality. J Bone Miner Res 15:20–23PubMedCrossRef Dempster DW (2000) The contribution of trabecular architecture to cancellous bone quality. J Bone Miner Res 15:20–23PubMedCrossRef
8.
Zurück zum Zitat Majumdar S, Kothari M, Augat P, Newitt DC, Link TM, Lin JC, Lang T, Lu Y, Genant HK (1998) High-resolution magnetic resonance imaging: three-dimensional trabecular bone architecture and biomechanical properties. Bone 22:445–454PubMedCrossRef Majumdar S, Kothari M, Augat P, Newitt DC, Link TM, Lin JC, Lang T, Lu Y, Genant HK (1998) High-resolution magnetic resonance imaging: three-dimensional trabecular bone architecture and biomechanical properties. Bone 22:445–454PubMedCrossRef
9.
Zurück zum Zitat Lang T, Augat P, Majumdar S, Ouyang X, Genant HK (1998) Noninvasive assessment of bone density and structure using computed tomography and magnetic resonance. Bone 22:149S–153SPubMedCrossRef Lang T, Augat P, Majumdar S, Ouyang X, Genant HK (1998) Noninvasive assessment of bone density and structure using computed tomography and magnetic resonance. Bone 22:149S–153SPubMedCrossRef
10.
Zurück zum Zitat Wehrli FW, Saha PK, Gomberg BR, Song HK, Snyder PJ, Benito M, Wright A, Weening R (2002) Role of magnetic resonance for assessing structure and function of trabecular bone. Top Magn Reson Imaging 13:335–355PubMedCrossRef Wehrli FW, Saha PK, Gomberg BR, Song HK, Snyder PJ, Benito M, Wright A, Weening R (2002) Role of magnetic resonance for assessing structure and function of trabecular bone. Top Magn Reson Imaging 13:335–355PubMedCrossRef
11.
Zurück zum Zitat Link TM, Bauer J, Kollstedt A, Stumpf I, Hudelmaier M, Settles M, Majumdar S, Lochmuller EM, Eckstein F (2004) Trabecular bone structure of the distal radius, the calcaneus, and the spine: which site predicts fracture status of the spine best? Invest Radiol 39:487–497PubMedCrossRef Link TM, Bauer J, Kollstedt A, Stumpf I, Hudelmaier M, Settles M, Majumdar S, Lochmuller EM, Eckstein F (2004) Trabecular bone structure of the distal radius, the calcaneus, and the spine: which site predicts fracture status of the spine best? Invest Radiol 39:487–497PubMedCrossRef
12.
Zurück zum Zitat Sell CA, Masi JN, Burghardt A, Newitt D, Link TM, Majumdar S (2005) Quantification of trabecular bone structure using magnetic resonance imaging at 3 tesla-calibration studies using microcomputed tomography as a standard of reference. Calcif Tissue Int Sell CA, Masi JN, Burghardt A, Newitt D, Link TM, Majumdar S (2005) Quantification of trabecular bone structure using magnetic resonance imaging at 3 tesla-calibration studies using microcomputed tomography as a standard of reference. Calcif Tissue Int
13.
Zurück zum Zitat Boutry N, Cortet B, Chappard D, Dubois P, Demondion X, Marchandise X, Cotten A (2004) Bone structure of the calcaneus: analysis with magnetic resonance imaging and correlation with histomorphometric study. Osteoporos Int 15:827–833PubMedCrossRef Boutry N, Cortet B, Chappard D, Dubois P, Demondion X, Marchandise X, Cotten A (2004) Bone structure of the calcaneus: analysis with magnetic resonance imaging and correlation with histomorphometric study. Osteoporos Int 15:827–833PubMedCrossRef
14.
Zurück zum Zitat Link TM, Vieth V, Stehling C, Lotter A, Beer A, Newitt D, Majumdar S (2003) High-resolution MRI vs multislice spiral CT: which technique depicts the trabecular bone structure best? Eur Radiol 13:663–671PubMed Link TM, Vieth V, Stehling C, Lotter A, Beer A, Newitt D, Majumdar S (2003) High-resolution MRI vs multislice spiral CT: which technique depicts the trabecular bone structure best? Eur Radiol 13:663–671PubMed
15.
Zurück zum Zitat Caligiuri P, Giger ML, Favus M (1994) Multifractal radiographic analysis of osteoporosis. Med Phys 21:503–508PubMedCrossRef Caligiuri P, Giger ML, Favus M (1994) Multifractal radiographic analysis of osteoporosis. Med Phys 21:503–508PubMedCrossRef
16.
Zurück zum Zitat Caligiuri P, Giger ML, Favus MJ, Jia H, Doi K, Dixon LB (1993) Computerized radiographic analysis of osteoporosis: preliminary evaluation. Radiology 186:471–474PubMed Caligiuri P, Giger ML, Favus MJ, Jia H, Doi K, Dixon LB (1993) Computerized radiographic analysis of osteoporosis: preliminary evaluation. Radiology 186:471–474PubMed
17.
Zurück zum Zitat Chinander MR, Giger ML, Martell JM, Jiang C, Favus MJ (1999) Computerized radiographic texture measures for characterizing bone strength: a simulated clinical setup using femoral neck specimens. Med Phys 26:2295–2300PubMedCrossRef Chinander MR, Giger ML, Martell JM, Jiang C, Favus MJ (1999) Computerized radiographic texture measures for characterizing bone strength: a simulated clinical setup using femoral neck specimens. Med Phys 26:2295–2300PubMedCrossRef
18.
Zurück zum Zitat Jiang C, Giger ML, Chinander MR, Martell JM, Kwak S, Favus MJ (1999) Characterization of bone quality using computer-extracted radiographic features. Med Phys 26:872–879PubMedCrossRef Jiang C, Giger ML, Chinander MR, Martell JM, Kwak S, Favus MJ (1999) Characterization of bone quality using computer-extracted radiographic features. Med Phys 26:872–879PubMedCrossRef
19.
Zurück zum Zitat Gregory JS, Stewart A, Undrill PE, Reid DM, Aspden RM (2004) Identification of hip fracture patients from radiographs using Fourier analysis of the trabecular structure: a cross-sectional study. BMC Med Imaging 4:4PubMedCrossRef Gregory JS, Stewart A, Undrill PE, Reid DM, Aspden RM (2004) Identification of hip fracture patients from radiographs using Fourier analysis of the trabecular structure: a cross-sectional study. BMC Med Imaging 4:4PubMedCrossRef
20.
Zurück zum Zitat Lin JC, Grampp S, Link T, Kothari M, Newitt DC, Felsenberg D, Majumdar S (1999) Fractal analysis of proximal femur radiographs: correlation with biomechanical properties and bone mineral density. Osteoporos Int 9:516–524PubMed Lin JC, Grampp S, Link T, Kothari M, Newitt DC, Felsenberg D, Majumdar S (1999) Fractal analysis of proximal femur radiographs: correlation with biomechanical properties and bone mineral density. Osteoporos Int 9:516–524PubMed
21.
Zurück zum Zitat Majumdar S, Link TM, Millard J, Lin JC, Augat P, Newitt D, Lane N, Genant HK (2000) In vivo assessment of trabecular bone structure using fractal analysis of distal radius radiographs. Med Phys 27:2594–2599PubMedCrossRef Majumdar S, Link TM, Millard J, Lin JC, Augat P, Newitt D, Lane N, Genant HK (2000) In vivo assessment of trabecular bone structure using fractal analysis of distal radius radiographs. Med Phys 27:2594–2599PubMedCrossRef
22.
Zurück zum Zitat Benhamou CL, Poupon S, Lespessailles E, Loiseau S, Jennane R, Siroux V, Ohley W, Pothuaud L (2001) Fractal analysis of radiographic trabecular bone texture and bone mineral density: two complementary parameters related to osteoporotic fractures. J Bone Miner Res 16:697–704PubMedCrossRef Benhamou CL, Poupon S, Lespessailles E, Loiseau S, Jennane R, Siroux V, Ohley W, Pothuaud L (2001) Fractal analysis of radiographic trabecular bone texture and bone mineral density: two complementary parameters related to osteoporotic fractures. J Bone Miner Res 16:697–704PubMedCrossRef
23.
Zurück zum Zitat Pothuaud L, Lespessailles E, Harba R, Jennane R, Royant V, Eynard E, Benhamou CL (1998) Fractal analysis of trabecular bone texture on radiographs: discriminant value in postmenopausal osteoporosis. Osteoporos Int 8:618–625PubMedCrossRef Pothuaud L, Lespessailles E, Harba R, Jennane R, Royant V, Eynard E, Benhamou CL (1998) Fractal analysis of trabecular bone texture on radiographs: discriminant value in postmenopausal osteoporosis. Osteoporos Int 8:618–625PubMedCrossRef
24.
Zurück zum Zitat Chappard C, Brunet-Imbault B, Lemineur G, Giraudeau B, Basillais A, Harba R, Benhamou CL (2005) Anisotropy changes in post-menopausal osteoporosis: characterization by a new index applied to trabecular bone radiographic images. Oseoporos Int Chappard C, Brunet-Imbault B, Lemineur G, Giraudeau B, Basillais A, Harba R, Benhamou CL (2005) Anisotropy changes in post-menopausal osteoporosis: characterization by a new index applied to trabecular bone radiographic images. Oseoporos Int
25.
Zurück zum Zitat Lespessailles E, Roux JP, Benhamou CL, Arlot ME, Eynard E, Harba R, Padonou C, Meunier PJ (1998) Fractal analysis of bone texture on os calcis radiographs compared with trabecular microarchitecture analyzed by histomorphometry. Calcif Tissue Int 63:121–125PubMedCrossRef Lespessailles E, Roux JP, Benhamou CL, Arlot ME, Eynard E, Harba R, Padonou C, Meunier PJ (1998) Fractal analysis of bone texture on os calcis radiographs compared with trabecular microarchitecture analyzed by histomorphometry. Calcif Tissue Int 63:121–125PubMedCrossRef
26.
Zurück zum Zitat Lespessailles E, Jullien A, Eynard E, Harba R, Jacquet G, Ildefonse JP, Ohley W, Benhamou CL (1998) Biomechanical properties of human os calcanei: relationships with bone density and fractal evaluation of bone microarchitecture. J Biomech 31:817–824PubMedCrossRef Lespessailles E, Jullien A, Eynard E, Harba R, Jacquet G, Ildefonse JP, Ohley W, Benhamou CL (1998) Biomechanical properties of human os calcanei: relationships with bone density and fractal evaluation of bone microarchitecture. J Biomech 31:817–824PubMedCrossRef
27.
Zurück zum Zitat Wilkie JR, Giger ML, Chinander MR, Vokes TJ, Nishikawa RM, Carlin MD (2004) Investigation of physical image quality indices of a bone densitometry system. Med Phys 31:873–881PubMedCrossRef Wilkie JR, Giger ML, Chinander MR, Vokes TJ, Nishikawa RM, Carlin MD (2004) Investigation of physical image quality indices of a bone densitometry system. Med Phys 31:873–881PubMedCrossRef
28.
Zurück zum Zitat Wilkie JR, Giger ML, Chinander MR, Vokes TJ, Li H, Dixon L, Jaros V (2004) Comparison of radiographic texture analysis from computed radiography and bone densitometry systems. Med Phys 31:882–891PubMedCrossRef Wilkie JR, Giger ML, Chinander MR, Vokes TJ, Li H, Dixon L, Jaros V (2004) Comparison of radiographic texture analysis from computed radiography and bone densitometry systems. Med Phys 31:882–891PubMedCrossRef
29.
Zurück zum Zitat Ross PD, Davis JW, Epstein RS, Wasnich RD (1991) Pre-existing fractures and bone mass predict vertebral fracture incidence in women. Ann Intern Med 114:919–923PubMed Ross PD, Davis JW, Epstein RS, Wasnich RD (1991) Pre-existing fractures and bone mass predict vertebral fracture incidence in women. Ann Intern Med 114:919–923PubMed
30.
Zurück zum Zitat Kotowicz MA, Melton LJ 3rd, Cooper C, Atkinson EJ, O’Fallon WM, Riggs BL (1994) Risk of hip fracture in women with vertebral fracture. J Bone Miner Res 9:599–605PubMedCrossRef Kotowicz MA, Melton LJ 3rd, Cooper C, Atkinson EJ, O’Fallon WM, Riggs BL (1994) Risk of hip fracture in women with vertebral fracture. J Bone Miner Res 9:599–605PubMedCrossRef
31.
Zurück zum Zitat Black DM, Arden NK, Palermo L, Pearson J, Cummings SR (1999) Prevalent vertebral deformities predict hip fractures and new vertebral deformities but not wrist fractures. Study of osteoporotic fractures research group. J Bone Miner Res 14:821–828PubMedCrossRef Black DM, Arden NK, Palermo L, Pearson J, Cummings SR (1999) Prevalent vertebral deformities predict hip fractures and new vertebral deformities but not wrist fractures. Study of osteoporotic fractures research group. J Bone Miner Res 14:821–828PubMedCrossRef
32.
Zurück zum Zitat Melton LJ 3rd, Atkinson EJ, Cooper C, O’Fallon WM, Riggs BL (1999) Vertebral fractures predict subsequent fractures. Osteoporos Int 10:214–221PubMedCrossRef Melton LJ 3rd, Atkinson EJ, Cooper C, O’Fallon WM, Riggs BL (1999) Vertebral fractures predict subsequent fractures. Osteoporos Int 10:214–221PubMedCrossRef
33.
Zurück zum Zitat Lindsay R, Silverman SL, Cooper C, Hanley DA, Barton I, Broy SB, Licata A, Benhamou L, Geusens P, Flowers K, Stracke H, Seeman E (2001) Risk of new vertebral fracture in the year following a fracture. JAMA 285:320–323PubMedCrossRef Lindsay R, Silverman SL, Cooper C, Hanley DA, Barton I, Broy SB, Licata A, Benhamou L, Geusens P, Flowers K, Stracke H, Seeman E (2001) Risk of new vertebral fracture in the year following a fracture. JAMA 285:320–323PubMedCrossRef
34.
Zurück zum Zitat Delmas PD, Genant HK, Crans GG, Stock JL, Wong M, Siris E, Adachi JD (2003) Severity of prevalent vertebral fractures and the risk of subsequent vertebral and nonvertebral fractures: results from the MORE trial. Bone 33:522–532PubMedCrossRef Delmas PD, Genant HK, Crans GG, Stock JL, Wong M, Siris E, Adachi JD (2003) Severity of prevalent vertebral fractures and the risk of subsequent vertebral and nonvertebral fractures: results from the MORE trial. Bone 33:522–532PubMedCrossRef
35.
Zurück zum Zitat Oleksik A, Ott SM, Vedi S, Bravenboer N, Compston J, Lips P (2000) Bone structure in patients with low bone mineral density with or without vertebral fractures. J Bone Miner Res 15:1368–1375PubMedCrossRef Oleksik A, Ott SM, Vedi S, Bravenboer N, Compston J, Lips P (2000) Bone structure in patients with low bone mineral density with or without vertebral fractures. J Bone Miner Res 15:1368–1375PubMedCrossRef
36.
Zurück zum Zitat Wehrli FW, Hilaire L, Fernandez-Seara M, Gomberg BR, Song HK, Zemel B, Loh L, Snyder PJ (2002) Quantitative magnetic resonance imaging in the calcaneus and femur of women with varying degrees of osteopenia and vertebral deformity status. J Bone Miner Res 17:2265–2273PubMedCrossRef Wehrli FW, Hilaire L, Fernandez-Seara M, Gomberg BR, Song HK, Zemel B, Loh L, Snyder PJ (2002) Quantitative magnetic resonance imaging in the calcaneus and femur of women with varying degrees of osteopenia and vertebral deformity status. J Bone Miner Res 17:2265–2273PubMedCrossRef
37.
Zurück zum Zitat The Writing Group for the ISCD Position Development Conference (2004) Indications and reporting for dual-energy x-ray absorptiometry. J Clin Densitom 7:37–44 The Writing Group for the ISCD Position Development Conference (2004) Indications and reporting for dual-energy x-ray absorptiometry. J Clin Densitom 7:37–44
38.
Zurück zum Zitat Vokes TJ, Gillen DL, Lovett J, Favus MJ (2005) Comparison of T-scores from different skeletal sites in differentiating postmenopausal women with and without prevalent vertebral fractures. J Clin Densitom 8:206–215PubMedCrossRef Vokes TJ, Gillen DL, Lovett J, Favus MJ (2005) Comparison of T-scores from different skeletal sites in differentiating postmenopausal women with and without prevalent vertebral fractures. J Clin Densitom 8:206–215PubMedCrossRef
39.
Zurück zum Zitat Vokes TJ, Dixon LB, Favus MJ (2003) Utility of lateral vertebral assessment (LVA) in diagnosing vertebral fractures in clinical practice. Submitted for publication to Osteoporosis International Vokes TJ, Dixon LB, Favus MJ (2003) Utility of lateral vertebral assessment (LVA) in diagnosing vertebral fractures in clinical practice. Submitted for publication to Osteoporosis International
40.
Zurück zum Zitat Genant HK, Wu CY, van Kuijk C, Nevitt MC (1993) Vertebral fracture assessment using a semiquantitative technique. J Bone Miner Res 8:1137–1148PubMed Genant HK, Wu CY, van Kuijk C, Nevitt MC (1993) Vertebral fracture assessment using a semiquantitative technique. J Bone Miner Res 8:1137–1148PubMed
41.
Zurück zum Zitat Abdel-Hamid Osman A, Bassiouni H, Koutri R, Nijs J, Geusens P, Dequeker J (1994) Aging of the thoracic spine: distinction between wedging in osteoarthritis and fracture in osteoporosis-a cross-sectional and longitudinal study. Bone 15:437–442PubMedCrossRef Abdel-Hamid Osman A, Bassiouni H, Koutri R, Nijs J, Geusens P, Dequeker J (1994) Aging of the thoracic spine: distinction between wedging in osteoarthritis and fracture in osteoporosis-a cross-sectional and longitudinal study. Bone 15:437–442PubMedCrossRef
42.
Zurück zum Zitat Ziegler R, Scheidt-Nave C, Leidig-Bruckner G (1996) What is a vertebral fracture? Bone 18:169S–177SPubMedCrossRef Ziegler R, Scheidt-Nave C, Leidig-Bruckner G (1996) What is a vertebral fracture? Bone 18:169S–177SPubMedCrossRef
43.
Zurück zum Zitat Lin JC, Amling M, Newitt DC, Selby K, Srivastav SK, Delling G, Genant HK, Majumdar S (1998) Heterogeneity of trabecular bone structure in the calcaneus using magnetic resonance imaging. Osteoporos Int 8:16–24PubMedCrossRef Lin JC, Amling M, Newitt DC, Selby K, Srivastav SK, Delling G, Genant HK, Majumdar S (1998) Heterogeneity of trabecular bone structure in the calcaneus using magnetic resonance imaging. Osteoporos Int 8:16–24PubMedCrossRef
44.
Zurück zum Zitat Hosmer D, Lemeshow S (1989) Applied logistic regression. John Wiley & Sons, New York Hosmer D, Lemeshow S (1989) Applied logistic regression. John Wiley & Sons, New York
45.
Zurück zum Zitat Pregibon D (1981) Logistic regression diagnostics. Annals Statistics 9:705–724 Pregibon D (1981) Logistic regression diagnostics. Annals Statistics 9:705–724
46.
Zurück zum Zitat DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44:837–845PubMedCrossRef DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44:837–845PubMedCrossRef
47.
Zurück zum Zitat Jones G, White C, Nguyen T, Sambrook PN, Kelly PJ, Eisman JA (1996) Prevalent vertebral deformities: relationship to bone mineral density and spinal osteophytosis in elderly men and women. Osteoporos Int 6:233–239PubMedCrossRef Jones G, White C, Nguyen T, Sambrook PN, Kelly PJ, Eisman JA (1996) Prevalent vertebral deformities: relationship to bone mineral density and spinal osteophytosis in elderly men and women. Osteoporos Int 6:233–239PubMedCrossRef
48.
Zurück zum Zitat De Laet CE, Van Hout BA, Burger H, Weel AE, Hofman A, Pols HA (1998) Hip fracture prediction in elderly men and women: validation in the Rotterdam study. J Bone Miner Res 13:1587–1593PubMedCrossRef De Laet CE, Van Hout BA, Burger H, Weel AE, Hofman A, Pols HA (1998) Hip fracture prediction in elderly men and women: validation in the Rotterdam study. J Bone Miner Res 13:1587–1593PubMedCrossRef
49.
Zurück zum Zitat Kanis JA, Johnell O, Oden A, Jonsson B, De Laet C, Dawson A (2000) Risk of hip fracture according to the World Health Organization criteria for osteopenia and osteoporosis. Bone 27:585–590PubMedCrossRef Kanis JA, Johnell O, Oden A, Jonsson B, De Laet C, Dawson A (2000) Risk of hip fracture according to the World Health Organization criteria for osteopenia and osteoporosis. Bone 27:585–590PubMedCrossRef
50.
Zurück zum Zitat Rea JA, Li J, Blake GM, Steiger P, Genant HK, Fogelman I (2000) Visual assessment of vertebral deformity by x-ray absorptiometry: a highly predictive method to exclude vertebral deformity. Osteoporos Int 11:660–668PubMedCrossRef Rea JA, Li J, Blake GM, Steiger P, Genant HK, Fogelman I (2000) Visual assessment of vertebral deformity by x-ray absorptiometry: a highly predictive method to exclude vertebral deformity. Osteoporos Int 11:660–668PubMedCrossRef
51.
Zurück zum Zitat Rea JA, Chen MB, Li J, Blake GM, Steiger P, Genant HK, Fogelman I (2000) Morphometric X-ray absorptiometry and morphometric radiography of the spine: a comparison of prevalent vertebral deformity identification. J Bone Miner Res 15:564–574PubMedCrossRef Rea JA, Chen MB, Li J, Blake GM, Steiger P, Genant HK, Fogelman I (2000) Morphometric X-ray absorptiometry and morphometric radiography of the spine: a comparison of prevalent vertebral deformity identification. J Bone Miner Res 15:564–574PubMedCrossRef
52.
Zurück zum Zitat Ferrar L, Jiang G, Barrington NA, Eastell R (2000) Identification of vertebral deformities in women: comparison of radiological assessment and quantitative morphometry using morphometric radiography and morphometric X-ray absorptiometry. J Bone Miner Res 15:575–585PubMedCrossRef Ferrar L, Jiang G, Barrington NA, Eastell R (2000) Identification of vertebral deformities in women: comparison of radiological assessment and quantitative morphometry using morphometric radiography and morphometric X-ray absorptiometry. J Bone Miner Res 15:575–585PubMedCrossRef
53.
Zurück zum Zitat Genant HK, Li J, Wu CY, Shepherd JA (2000) Vertebral fractures in osteoporosis: a new method for clinical assessment. J Clin Densitom 3:281–290PubMedCrossRef Genant HK, Li J, Wu CY, Shepherd JA (2000) Vertebral fractures in osteoporosis: a new method for clinical assessment. J Clin Densitom 3:281–290PubMedCrossRef
54.
Zurück zum Zitat Faciszewski T, McKiernan F (2002) Calling all vertebral fractures classification of vertebral compression fractures: a consensus for comparison of treatment and outcome. J Bone Miner Res 17:185–191PubMedCrossRef Faciszewski T, McKiernan F (2002) Calling all vertebral fractures classification of vertebral compression fractures: a consensus for comparison of treatment and outcome. J Bone Miner Res 17:185–191PubMedCrossRef
55.
Zurück zum Zitat Harrell FE Jr, Lee KL, Matchar DB, Reichert TA (1985) Regression models for prognostic prediction: advantages, problems, and suggested solutions. Cancer Treat Rep 69:1071–1077PubMed Harrell FE Jr, Lee KL, Matchar DB, Reichert TA (1985) Regression models for prognostic prediction: advantages, problems, and suggested solutions. Cancer Treat Rep 69:1071–1077PubMed
Metadaten
Titel
Radiographic texture analysis of densitometer-generated calcaneus images differentiates postmenopausal women with and without fractures
verfasst von
T. J. Vokes
M. L. Giger
M. R. Chinander
T. G. Karrison
M. J. Favus
L. B. Dixon
Publikationsdatum
01.10.2006
Verlag
Springer-Verlag
Erschienen in
Osteoporosis International / Ausgabe 10/2006
Print ISSN: 0937-941X
Elektronische ISSN: 1433-2965
DOI
https://doi.org/10.1007/s00198-006-0089-y

Weitere Artikel der Ausgabe 10/2006

Osteoporosis International 10/2006 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.