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Published in: Osteoporosis International 6/2011

01-06-2011 | Original Article

Predictors of very low adherence with medications for osteoporosis: towards development of a clinical prediction rule

Authors: D. H. Solomon, M. A. Brookhart, P. Tsao, D. Sundaresan, S. E. Andrade, K. Mazor, R. Yood

Published in: Osteoporosis International | Issue 6/2011

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Abstract

Summary

We developed a clinical prediction rule score to predict medication non-adherence for women prescribed osteoporosis treatment. When combined into a summative score, 62% with seven or more points on the score demonstrated very low adherence. This compares with 17% subjects with fewer than seven points (c-statistic = 0.74).

Introduction

Medication non-adherence is extremely common for osteoporosis; however, no clear methods exist for identifying patients at risk of this behavior. We developed a clinical prediction rule to predict medication non-adherence for women prescribed osteoporosis treatment.

Methods

Women undergoing bone mineral density testing and fulfilling WHO criteria for osteoporosis were invited to complete a questionnaire and then followed for 1 year. Adjusted logistic regression models were examined to identify variables associated with very low adherence (medication possession ratio <20%). The weighted variables, based on the logistic regression, were summed, and the score was compared with the proportion of subjects with very low adherence.

Results

One hundred forty two women participated in the questionnaire and were prescribed an osteoporosis medication. After 1 year, 36% (n = 50) had very low adherence. Variables associated with very low adherence included prior non-adherence with chronic medications, agreement that side effects are concerning, agreement that she is taking too many medications, lack of agreement that osteoporosis is a worry, lack of agreement that a fracture will cause disability, lack of agreement that medications help her stay active, and frequent use of alcohol. When combined into a summative score, 36 of the 58 subjects (62%) with seven or more points on the score demonstrated very low adherence. This compares with 14 of the 84 (17%) subjects with fewer than seven points (c-statistic = 0.74).

Conclusion

We developed a brief clinical prediction rule that was able to discriminate between women likely (and unlikely) to experience very low adherence with osteoporosis medications.
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Literature
1.
go back to reference Braithwaite RS, Col NF, Wong JB (2003) Estimating hip fracture morbidity, mortality and costs. J Am Geriatr Soc 51(3):364–370PubMedCrossRef Braithwaite RS, Col NF, Wong JB (2003) Estimating hip fracture morbidity, mortality and costs. J Am Geriatr Soc 51(3):364–370PubMedCrossRef
2.
go back to reference Melton LJ 3rd (2003) Adverse outcomes of osteoporotic fractures in the general population. J Bone Miner Res 18(6):1139–1141PubMedCrossRef Melton LJ 3rd (2003) Adverse outcomes of osteoporotic fractures in the general population. J Bone Miner Res 18(6):1139–1141PubMedCrossRef
3.
go back to reference Bliuc D, Nguyen ND, Milch VE, Nguyen TV, Eisman JA, Center JR (2009) Mortality risk associated with low-trauma osteoporotic fracture and subsequent fracture in men and women. JAMA 301(5):513–521PubMedCrossRef Bliuc D, Nguyen ND, Milch VE, Nguyen TV, Eisman JA, Center JR (2009) Mortality risk associated with low-trauma osteoporotic fracture and subsequent fracture in men and women. JAMA 301(5):513–521PubMedCrossRef
4.
go back to reference Burge R, Dawson-Hughes B, Solomon DH, Wong JB, King A, Tosteson A (2007) Incidence and economic burden of osteoporosis-related fractures in the United States, 2005–2025. J Bone Miner Res 22(3):465–475PubMedCrossRef Burge R, Dawson-Hughes B, Solomon DH, Wong JB, King A, Tosteson A (2007) Incidence and economic burden of osteoporosis-related fractures in the United States, 2005–2025. J Bone Miner Res 22(3):465–475PubMedCrossRef
5.
go back to reference Cranney A, Guyatt G, Griffith L, Wells G, Tugwell P, Rosen C (2002) Osteoporosis methodology group and the osteoporosis research advisory G. Meta-analyses of therapies for postmenopausal osteoporosis. IX: summary of meta-analyses of therapies for postmenopausal osteoporosis. Endocr Rev 23(4):570–578PubMedCrossRef Cranney A, Guyatt G, Griffith L, Wells G, Tugwell P, Rosen C (2002) Osteoporosis methodology group and the osteoporosis research advisory G. Meta-analyses of therapies for postmenopausal osteoporosis. IX: summary of meta-analyses of therapies for postmenopausal osteoporosis. Endocr Rev 23(4):570–578PubMedCrossRef
6.
go back to reference Solomon DH, Finkelstein JS, Katz JN, Mogun H, Avorn J (2003) Underuse of osteoporosis medications in elderly patients with fractures. Am J Med 115(5):398–400PubMedCrossRef Solomon DH, Finkelstein JS, Katz JN, Mogun H, Avorn J (2003) Underuse of osteoporosis medications in elderly patients with fractures. Am J Med 115(5):398–400PubMedCrossRef
7.
go back to reference Solomon DH, Morris C, Cheng H, Cabral D, Katz JN, Finkelstein JS, Avorn J (2005) Medication use patterns for osteoporosis: an assessment of guidelines, treatment rates, and quality improvement interventions. Mayo Clin Proc 80(2):194–202PubMedCrossRef Solomon DH, Morris C, Cheng H, Cabral D, Katz JN, Finkelstein JS, Avorn J (2005) Medication use patterns for osteoporosis: an assessment of guidelines, treatment rates, and quality improvement interventions. Mayo Clin Proc 80(2):194–202PubMedCrossRef
8.
go back to reference Solomon DH, Avorn J, Katz JN, Finkelstein JS, Arnold M, Polinski JM, Brookhart MA (2005) Compliance with osteoporosis medications. Arch Intern Med 165(20):2414–2419PubMedCrossRef Solomon DH, Avorn J, Katz JN, Finkelstein JS, Arnold M, Polinski JM, Brookhart MA (2005) Compliance with osteoporosis medications. Arch Intern Med 165(20):2414–2419PubMedCrossRef
9.
go back to reference Kothawala P, Badamgarav E, Ryu S, Miller RM, Halbert RJ (2007) Systematic review and meta-analysis of real-world adherence to drug therapy for osteoporosis. Mayo Clin Proc 82(12):1493–1501PubMedCrossRef Kothawala P, Badamgarav E, Ryu S, Miller RM, Halbert RJ (2007) Systematic review and meta-analysis of real-world adherence to drug therapy for osteoporosis. Mayo Clin Proc 82(12):1493–1501PubMedCrossRef
10.
go back to reference Cramer JA, Gold DT, Silverman SL, Lewiecki EM (2007) A systematic review of persistence and compliance with bisphosphonates for osteoporosis. Osteoporos Int 18(8):1023–1031PubMedCrossRef Cramer JA, Gold DT, Silverman SL, Lewiecki EM (2007) A systematic review of persistence and compliance with bisphosphonates for osteoporosis. Osteoporos Int 18(8):1023–1031PubMedCrossRef
11.
go back to reference Rabenda V, Hiligsmann M, Reginster JY (2009) Poor adherence to oral bisphosphonate treatment and its consequences: a review of the evidence. Expert Opin Pharmacother 10(14):2303–2315PubMedCrossRef Rabenda V, Hiligsmann M, Reginster JY (2009) Poor adherence to oral bisphosphonate treatment and its consequences: a review of the evidence. Expert Opin Pharmacother 10(14):2303–2315PubMedCrossRef
12.
go back to reference Haynes RB, Ackloo E, Sahota N, McDonald HP, Yao X (2008) Interventions for enhancing medication adherence. Cochrane Database Syst Rev (2):CD000011 Haynes RB, Ackloo E, Sahota N, McDonald HP, Yao X (2008) Interventions for enhancing medication adherence. Cochrane Database Syst Rev (2):CD000011
13.
go back to reference Gleeson T, Iversen MD, Avorn J, Brookhart AM, Katz JN, Losina E, May F, Patrick AR, Shrank WH, Solomon DH (2009) Interventions to improve adherence and persistence with osteoporosis medications: a systematic literature review. Osteoporos Int 20(12):2127–2134PubMedCrossRef Gleeson T, Iversen MD, Avorn J, Brookhart AM, Katz JN, Losina E, May F, Patrick AR, Shrank WH, Solomon DH (2009) Interventions to improve adherence and persistence with osteoporosis medications: a systematic literature review. Osteoporos Int 20(12):2127–2134PubMedCrossRef
14.
go back to reference Cook PF, Emiliozzi S, McCabe MM (2007) Telephone counseling to improve osteoporosis treatment adherence: an effectiveness study in community practice settings. Am J Med Qual 22(6):445–456PubMedCrossRef Cook PF, Emiliozzi S, McCabe MM (2007) Telephone counseling to improve osteoporosis treatment adherence: an effectiveness study in community practice settings. Am J Med Qual 22(6):445–456PubMedCrossRef
15.
go back to reference Clowes JA, Peel NF, Eastell R (2004) The impact of monitoring on adherence and persistence with antiresorptive treatment for postmenopausal osteoporosis: a randomized controlled trial. J Clin Endocrinol Metab 89(3):1117–1123PubMedCrossRef Clowes JA, Peel NF, Eastell R (2004) The impact of monitoring on adherence and persistence with antiresorptive treatment for postmenopausal osteoporosis: a randomized controlled trial. J Clin Endocrinol Metab 89(3):1117–1123PubMedCrossRef
16.
go back to reference Choudhry NK, Shrank WH, Levin RL, Lee JL, Jan SA, Brookhart MA, Solomon DH (2009) Measuring concurrent adherence to multiple related medications. Am J Manage Care 15(7):457–464 Choudhry NK, Shrank WH, Levin RL, Lee JL, Jan SA, Brookhart MA, Solomon DH (2009) Measuring concurrent adherence to multiple related medications. Am J Manage Care 15(7):457–464
17.
go back to reference Yood RA, Mazor KM, Andrade SE, Emani S, Chan W, Kahler KH (2008) Patient decision to initiate therapy for osteoporosis: the influence of knowledge and beliefs. J Gen Intern Med 23(11):1815–1821PubMedCrossRef Yood RA, Mazor KM, Andrade SE, Emani S, Chan W, Kahler KH (2008) Patient decision to initiate therapy for osteoporosis: the influence of knowledge and beliefs. J Gen Intern Med 23(11):1815–1821PubMedCrossRef
18.
go back to reference Deyo RA, Cherkin DC, Ciol MA (1992) Adapting a clinical comorbidity index for use with ICD-9-CM administrative databases. J Clin Epidemiol 45(6):613–619PubMedCrossRef Deyo RA, Cherkin DC, Ciol MA (1992) Adapting a clinical comorbidity index for use with ICD-9-CM administrative databases. J Clin Epidemiol 45(6):613–619PubMedCrossRef
Metadata
Title
Predictors of very low adherence with medications for osteoporosis: towards development of a clinical prediction rule
Authors
D. H. Solomon
M. A. Brookhart
P. Tsao
D. Sundaresan
S. E. Andrade
K. Mazor
R. Yood
Publication date
01-06-2011
Publisher
Springer-Verlag
Published in
Osteoporosis International / Issue 6/2011
Print ISSN: 0937-941X
Electronic ISSN: 1433-2965
DOI
https://doi.org/10.1007/s00198-010-1381-4

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