Skip to main content
Erschienen in: Osteoporosis International 8/2007

01.08.2007 | Original Article

Development of a nomogram for individualizing hip fracture risk in men and women

verfasst von: N. D. Nguyen, S. A. Frost, J. R. Center, J. A. Eisman, T. V. Nguyen

Erschienen in: Osteoporosis International | Ausgabe 8/2007

Einloggen, um Zugang zu erhalten

Abstract

Summary

Until now there has been no published prognostic tool available for predicting of hip fracture to primary care settings. We have developed a nomogram for predicting the absolute risk of hip fracture for any individual by using clinical factors, including age, prior fracture and fall, in addition to BMD that was based on a 15-year follow-up cohort study.

Introduction

Bone mineral density or clinical risk factors alone are useful but limited tools for the identification of individuals with high-risk of hip fracture. It is hypothesized that the combination of clinical risk factors and BMD can improve the accuracy of fracture prediction. This study was aimed at developing a nomogram which combines these factors for predicting 5-year and 10-year risk of hip fracture for an individual.

Methods

The study, designed as a epidemiologic, community-based prospective study, included 1,208 women and 740 men aged 60+ years with median duration of follow-up of 13 years (inter-quartile range, IQR: 6–14) for both women and men, yielding 10,523 and 7,586 person-years of observation, respectively. Main outcome measures were incidence of hip fractures and risk factors were femoral neck bone mineral density (FNBMD), prior fracture, history of fall, postural sway and quadriceps strength. Femoral neck BMD was measured by DXA (GE-LUNAR Corp, Madison, Wisconsin, USA). Cox’s proportional hazards model was used to estimate the risk of fracture for individuals, and a nomogram was constructed for predicting hip fracture risk.

Results

Between 1989 and 2004, 127 individuals (96 women) sustained a hip fracture. Advancing age, low femoral neck BMD, prior fracture and history of falls were independent predictors of hip fracture. The area under the receiver operating characteristic curve for the model was 0.85 for both sexes. A nomogram was constructed for predicting hip fracture risk for an individual. Among those aged 75 or older with BMD T-scores ≤ −2.5, the risk of hip fracture in men was comparable to or higher than in women; however, in younger age groups, the risk was higher in women than in men.

Conclusion

The combination of BMD and non-invasive clinical risk factors in a nomogram could be useful for identifying high-risk individuals for intervention to reduce the risk of hip fracture.
Literatur
1.
Zurück zum Zitat Center JR, Nguyen TV, Schneider D, Sambrook PN, Eisman JA (1999) Mortality after all major types of osteoporotic fracture in men and women: an observational study. Lancet 353:878–882PubMedCrossRef Center JR, Nguyen TV, Schneider D, Sambrook PN, Eisman JA (1999) Mortality after all major types of osteoporotic fracture in men and women: an observational study. Lancet 353:878–882PubMedCrossRef
2.
Zurück zum Zitat Nguyen TV, Center JR, Eisman JA (2005) Femoral neck bone loss predicts fracture risk independent of baseline BMD. J Bone Miner Res 20:1195–1201PubMedCrossRef Nguyen TV, Center JR, Eisman JA (2005) Femoral neck bone loss predicts fracture risk independent of baseline BMD. J Bone Miner Res 20:1195–1201PubMedCrossRef
3.
Zurück zum Zitat Burger H, de Laet CE, Weel AE, Hofman A, Pols HA (1999) Added value of bone mineral density in hip fracture risk scores. Bone 25:369–374PubMedCrossRef Burger H, de Laet CE, Weel AE, Hofman A, Pols HA (1999) Added value of bone mineral density in hip fracture risk scores. Bone 25:369–374PubMedCrossRef
4.
Zurück zum Zitat Taylor BC, Schreiner PJ, Stone KL, Fink HA, Cummings SR, Nevitt MC, Bowman PJ, Ensrud KE (2004) Long-term prediction of incident hip fracture risk in elderly white women: study of osteoporotic fractures. J Am Geriatr Soc 52:1479–1486PubMedCrossRef Taylor BC, Schreiner PJ, Stone KL, Fink HA, Cummings SR, Nevitt MC, Bowman PJ, Ensrud KE (2004) Long-term prediction of incident hip fracture risk in elderly white women: study of osteoporotic fractures. J Am Geriatr Soc 52:1479–1486PubMedCrossRef
5.
Zurück zum Zitat Cummings SR, Nevitt MC, Browner WS, Stone K, Fox KM, Ensrud KE, Cauley J, Black D, Vogt TM (1995) Risk factors for hip fracture in white women. Study of osteoporotic fractures research group. N Engl J Med 332:767–773PubMedCrossRef Cummings SR, Nevitt MC, Browner WS, Stone K, Fox KM, Ensrud KE, Cauley J, Black D, Vogt TM (1995) Risk factors for hip fracture in white women. Study of osteoporotic fractures research group. N Engl J Med 332:767–773PubMedCrossRef
6.
Zurück zum Zitat Marshall D, Johnell O, Wedel H (1996) Meta-analysis of how well measures of bone mineral density predict occurrence of osteoporotic fractures. BMJ 312:1254–1259PubMed Marshall D, Johnell O, Wedel H (1996) Meta-analysis of how well measures of bone mineral density predict occurrence of osteoporotic fractures. BMJ 312:1254–1259PubMed
7.
Zurück zum Zitat Johnell O, Kanis JA, Oden A, Johansson H, De Laet C, Delmas P, Eisman JA, Fujiwara S, Kroger H, Mellstrom D, Meunier PJ, Melton LJ 3rd, O’Neill T, Pols H, Reeve J, Silman A, Tenenhouse A (2005) Predictive value of BMD for hip and other fractures. J Bone Miner Res 20:1185–1194PubMedCrossRef Johnell O, Kanis JA, Oden A, Johansson H, De Laet C, Delmas P, Eisman JA, Fujiwara S, Kroger H, Mellstrom D, Meunier PJ, Melton LJ 3rd, O’Neill T, Pols H, Reeve J, Silman A, Tenenhouse A (2005) Predictive value of BMD for hip and other fractures. J Bone Miner Res 20:1185–1194PubMedCrossRef
8.
Zurück zum Zitat Haentjens P, Autier P, Collins J, Velkeniers B, Vanderschueren D, Boonen S (2003) Colles fracture, spine fracture, and subsequent risk of hip fracture in men and women. A meta-analysis. J Bone Joint Surg Am 85-A:1936–1943PubMed Haentjens P, Autier P, Collins J, Velkeniers B, Vanderschueren D, Boonen S (2003) Colles fracture, spine fracture, and subsequent risk of hip fracture in men and women. A meta-analysis. J Bone Joint Surg Am 85-A:1936–1943PubMed
9.
Zurück zum Zitat Nguyen ND, Pongchaiyakul C, Center JR, Eisman JA, Nguyen TV (2005) Identification of high-risk individuals for hip fracture: a 14-year prospective study. J Bone Miner Res 20:1921–1928PubMedCrossRef Nguyen ND, Pongchaiyakul C, Center JR, Eisman JA, Nguyen TV (2005) Identification of high-risk individuals for hip fracture: a 14-year prospective study. J Bone Miner Res 20:1921–1928PubMedCrossRef
10.
Zurück zum Zitat Kanis JA, Borgstrom F, De Laet C, Johansson H, Johnell O, Jonsson B, Oden A, Zethraeus N, Pfleger B, Khaltaev N (2005) Assessment of fracture risk. Osteoporos Int 16:581–589PubMedCrossRef Kanis JA, Borgstrom F, De Laet C, Johansson H, Johnell O, Jonsson B, Oden A, Zethraeus N, Pfleger B, Khaltaev N (2005) Assessment of fracture risk. Osteoporos Int 16:581–589PubMedCrossRef
11.
Zurück zum Zitat Sambrook PN, Seeman E, Phillips SR, Ebeling PR (2002) Preventing osteoporosis: outcomes of the Australian Fracture Prevention Summit. Med J Aust 176 Suppl:S1–S16PubMed Sambrook PN, Seeman E, Phillips SR, Ebeling PR (2002) Preventing osteoporosis: outcomes of the Australian Fracture Prevention Summit. Med J Aust 176 Suppl:S1–S16PubMed
12.
Zurück zum Zitat Kattan MW, Reuter V, Motzer RJ, Katz J, Russo P (2001) A postoperative prognostic nomogram for renal cell carcinoma. J Urol 166:63–67PubMedCrossRef Kattan MW, Reuter V, Motzer RJ, Katz J, Russo P (2001) A postoperative prognostic nomogram for renal cell carcinoma. J Urol 166:63–67PubMedCrossRef
13.
Zurück zum Zitat Kattan MW, Zelefsky MJ, Kupelian PA, Scardino PT, Fuks Z, Leibel SA (2000) Pretreatment nomogram for predicting the outcome of three-dimensional conformal radiotherapy in prostate cancer. J Clin Oncol 18:3352–3359PubMed Kattan MW, Zelefsky MJ, Kupelian PA, Scardino PT, Fuks Z, Leibel SA (2000) Pretreatment nomogram for predicting the outcome of three-dimensional conformal radiotherapy in prostate cancer. J Clin Oncol 18:3352–3359PubMed
14.
Zurück zum Zitat Kattan MW (2003) Nomograms are superior to staging and risk grouping systems for identifying high-risk patients: preoperative application in prostate cancer. Curr Opin Urol 13:111–116PubMedCrossRef Kattan MW (2003) Nomograms are superior to staging and risk grouping systems for identifying high-risk patients: preoperative application in prostate cancer. Curr Opin Urol 13:111–116PubMedCrossRef
15.
Zurück zum Zitat Wong SL, Kattan, MW, McMasters KM, Coit DG (2005) A nomogram that predicts the presence of sentinel node metastasis in melanoma with better discrimination than the American Joint Committee on Cancer staging system. Ann Surg Oncol 12:282–288PubMedCrossRef Wong SL, Kattan, MW, McMasters KM, Coit DG (2005) A nomogram that predicts the presence of sentinel node metastasis in melanoma with better discrimination than the American Joint Committee on Cancer staging system. Ann Surg Oncol 12:282–288PubMedCrossRef
16.
Zurück zum Zitat Jones G, Nguyen T, Sambrook PN, Kelly PJ, Gilbert C, Eisman JA (1994) Symptomatic fracture incidence in elderly men and women: the Dubbo Osteoporosis Epidemiology Study (DOES). Osteoporos Int 4:277–282PubMedCrossRef Jones G, Nguyen T, Sambrook PN, Kelly PJ, Gilbert C, Eisman JA (1994) Symptomatic fracture incidence in elderly men and women: the Dubbo Osteoporosis Epidemiology Study (DOES). Osteoporos Int 4:277–282PubMedCrossRef
17.
Zurück zum Zitat Nguyen T, Sambrook P, Kelly P, Jones G, Lord S, Freund J, Eisman J (1993) Prediction of osteoporotic fractures by postural instability and bone density. BMJ 307:1111–1115PubMedCrossRef Nguyen T, Sambrook P, Kelly P, Jones G, Lord S, Freund J, Eisman J (1993) Prediction of osteoporotic fractures by postural instability and bone density. BMJ 307:1111–1115PubMedCrossRef
18.
Zurück zum Zitat Lord SR, Clark RD, Webster IW (1991) Postural stability and associated physiological factors in a population of aged persons. J Gerontol 46:M69–M76PubMed Lord SR, Clark RD, Webster IW (1991) Postural stability and associated physiological factors in a population of aged persons. J Gerontol 46:M69–M76PubMed
19.
Zurück zum Zitat Cox DR (1972) Regression models and life tables. J R Stat Soc (B) 34:187–220 Cox DR (1972) Regression models and life tables. J R Stat Soc (B) 34:187–220
20.
Zurück zum Zitat Cox DR, Snell EJ (1989) Analysis of binary data. Chapman and Hall, London, UK Cox DR, Snell EJ (1989) Analysis of binary data. Chapman and Hall, London, UK
21.
Zurück zum Zitat Hoeting JA (1999) Bayesian model averaging: a tutorial. Stat Sci 14:147–382 Hoeting JA (1999) Bayesian model averaging: a tutorial. Stat Sci 14:147–382
22.
Zurück zum Zitat Raftery AE, Madigan D, Hoeting JA (1997) Bayesian model averaging dor linear regression models. J Am Stat A 92:179–191CrossRef Raftery AE, Madigan D, Hoeting JA (1997) Bayesian model averaging dor linear regression models. J Am Stat A 92:179–191CrossRef
23.
Zurück zum Zitat Volinsky CT, Madigan D, Raftery AE, Kronmal RA (1997) Bayesian model averaging in proportional hazard models: assessing the risk of a stroke. Appl Statist 48:433–448 Volinsky CT, Madigan D, Raftery AE, Kronmal RA (1997) Bayesian model averaging in proportional hazard models: assessing the risk of a stroke. Appl Statist 48:433–448
24.
Zurück zum Zitat Raftery AE (1995) Bayesian model selection in social research. In: Marsden PV (ed) Sociological methodology. Blackwell, Cambridge, MA Raftery AE (1995) Bayesian model selection in social research. In: Marsden PV (ed) Sociological methodology. Blackwell, Cambridge, MA
25.
Zurück zum Zitat Swets JA (1986) Form of empirical ROCs in discrimination and diagnostic tasks: implications for theory and measurement of performance. Psychol Bull 99:181–198PubMedCrossRef Swets JA (1986) Form of empirical ROCs in discrimination and diagnostic tasks: implications for theory and measurement of performance. Psychol Bull 99:181–198PubMedCrossRef
26.
Zurück zum Zitat Swets JA (1986) Indices of discrimination or diagnostic accuracy: their ROCs and implied models. Psychol Bull 99:100–117PubMedCrossRef Swets JA (1986) Indices of discrimination or diagnostic accuracy: their ROCs and implied models. Psychol Bull 99:100–117PubMedCrossRef
27.
28.
Zurück zum Zitat Hanley JA, McNeil BJ (1982) The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143:29–36PubMed Hanley JA, McNeil BJ (1982) The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143:29–36PubMed
29.
Zurück zum Zitat Harrell FE Jr, Lee KL, Mark DB (1996) Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med 15:361–387PubMedCrossRef Harrell FE Jr, Lee KL, Mark DB (1996) Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med 15:361–387PubMedCrossRef
30.
Zurück zum Zitat Harrell FE Jr, Margolis PA, Gove S, Mason KE, Mulholland EK, Lehmann D, Muhe L, Gatchalian S, Eichenwald HF (1998) Development of a clinical prediction model for an ordinal outcome: the World Health Organization multicentre study of clinical signs and etiological agents of pneumonia, sepsis and meningitis in young infants. WHO/ARI Young Infant Multicentre Study Group. Stat Med 17:909–944PubMedCrossRef Harrell FE Jr, Margolis PA, Gove S, Mason KE, Mulholland EK, Lehmann D, Muhe L, Gatchalian S, Eichenwald HF (1998) Development of a clinical prediction model for an ordinal outcome: the World Health Organization multicentre study of clinical signs and etiological agents of pneumonia, sepsis and meningitis in young infants. WHO/ARI Young Infant Multicentre Study Group. Stat Med 17:909–944PubMedCrossRef
31.
Zurück zum Zitat SAS Institute Inc. (2004) Base SAS 9.1.3 Procedures guide, volumes 1–4. SAS Publishing, Cary, NC, USA SAS Institute Inc. (2004) Base SAS 9.1.3 Procedures guide, volumes 1–4. SAS Publishing, Cary, NC, USA
33.
Zurück zum Zitat Adams AM, Smith AF (2001) Risk perception and communication: recent developments and implications for anaesthesia. Anaesthesia 56:745–755PubMedCrossRef Adams AM, Smith AF (2001) Risk perception and communication: recent developments and implications for anaesthesia. Anaesthesia 56:745–755PubMedCrossRef
34.
Zurück zum Zitat Kattan MW (2002) Nomograms. Introduction. Semin Urol Oncol 20:79–81PubMed Kattan MW (2002) Nomograms. Introduction. Semin Urol Oncol 20:79–81PubMed
35.
Zurück zum Zitat Kattan MW, Leung DH, Brennan MF (2002) Postoperative nomogram for 12-year sarcoma-specific death. J Clin Oncol 20:791–796PubMedCrossRef Kattan MW, Leung DH, Brennan MF (2002) Postoperative nomogram for 12-year sarcoma-specific death. J Clin Oncol 20:791–796PubMedCrossRef
36.
Zurück zum Zitat Nguyen TV, Pocock N, Eisman JA (2000) Interpretation of bone mineral density measurement and its change. J Clin Densitom 3:107–119PubMedCrossRef Nguyen TV, Pocock N, Eisman JA (2000) Interpretation of bone mineral density measurement and its change. J Clin Densitom 3:107–119PubMedCrossRef
37.
Zurück zum Zitat Kanis JA, Johnell O, De Laet C, Johansson H, Oden A, Delmas P, Eisman J, Fujiwara S, Garnero P, Kroger H, McCloskey EV, Mellstrom D, Melton LJ, Pols H, Reeve J, Silman A, Tenenhouse A (2004) A meta-analysis of previous fracture and subsequent fracture risk. Bone 35:375–382PubMedCrossRef Kanis JA, Johnell O, De Laet C, Johansson H, Oden A, Delmas P, Eisman J, Fujiwara S, Garnero P, Kroger H, McCloskey EV, Mellstrom D, Melton LJ, Pols H, Reeve J, Silman A, Tenenhouse A (2004) A meta-analysis of previous fracture and subsequent fracture risk. Bone 35:375–382PubMedCrossRef
38.
Zurück zum Zitat Grisso JA, Kelsey JL, O’Brien LA, Miles CG, Sidney S, Maislin G, LaPann K, Moritz D, Peters B (1997) Risk factors for hip fracture in men. Hip Fracture Study Group. Am J Epidemiol 145:786–793PubMed Grisso JA, Kelsey JL, O’Brien LA, Miles CG, Sidney S, Maislin G, LaPann K, Moritz D, Peters B (1997) Risk factors for hip fracture in men. Hip Fracture Study Group. Am J Epidemiol 145:786–793PubMed
39.
Zurück zum Zitat Raisz LG (2005) Pathogenesis of osteoporosis: concepts, conflicts, and prospects. J Clin Invest 115:3318–3325PubMedCrossRef Raisz LG (2005) Pathogenesis of osteoporosis: concepts, conflicts, and prospects. J Clin Invest 115:3318–3325PubMedCrossRef
Metadaten
Titel
Development of a nomogram for individualizing hip fracture risk in men and women
verfasst von
N. D. Nguyen
S. A. Frost
J. R. Center
J. A. Eisman
T. V. Nguyen
Publikationsdatum
01.08.2007
Verlag
Springer-Verlag
Erschienen in
Osteoporosis International / Ausgabe 8/2007
Print ISSN: 0937-941X
Elektronische ISSN: 1433-2965
DOI
https://doi.org/10.1007/s00198-007-0362-8

Weitere Artikel der Ausgabe 8/2007

Osteoporosis International 8/2007 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.