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Published in: Journal of General Internal Medicine 12/2015

01-12-2015 | Original Research

Healthcare Expenditures Associated with Depression Among Individuals with Osteoarthritis: Post-Regression Linear Decomposition Approach

Authors: Parul Agarwal, MPhil, MPH, Usha Sambamoorthi, PhD

Published in: Journal of General Internal Medicine | Issue 12/2015

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ABSTRACT

BACKGROUND

Depression is common among individuals with osteoarthritis and leads to increased healthcare burden. The objective of this study was to examine excess total healthcare expenditures associated with depression among individuals with osteoarthritis in the US.

DESIGN

Adults with self-reported osteoarthritis (n = 1881) were identified using data from the 2010 Medical Expenditure Panel Survey (MEPS). Among those with osteoarthritis, chi-square tests and ordinary least square regressions (OLS) were used to examine differences in healthcare expenditures between those with and without depression. Post-regression linear decomposition technique was used to estimate the relative contribution of different constructs of the Anderson’s behavioral model, i.e., predisposing, enabling, need, personal healthcare practices, and external environment factors, to the excess expenditures associated with depression among individuals with osteoarthritis. All analysis accounted for the complex survey design of MEPS.

KEY RESULTS

Depression coexisted among 20.6 % of adults with osteoarthritis. The average total healthcare expenditures were $13,684 among adults with depression compared to $9284 among those without depression. Multivariable OLS regression revealed that adults with depression had 38.8 % higher healthcare expenditures (p < 0.001) compared to those without depression. Post-regression linear decomposition analysis indicated that 50 % of differences in expenditures among adults with and without depression can be explained by differences in need factors.

CONCLUSIONS

Among individuals with coexisting osteoarthritis and depression, excess healthcare expenditures associated with depression were mainly due to comorbid anxiety, chronic conditions and poor health status. These expenditures may potentially be reduced by providing timely intervention for need factors or by providing care under a collaborative care model.
Appendix
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Literature
1.
go back to reference Lawrence RC, Felson DT, Helmick CG, et al. Estimates of the prevalence of arthritis and other rheumatic conditions in the United States: Part II. Arthritis Rheum. 2008;58(1):26–35.PubMedCentralCrossRefPubMed Lawrence RC, Felson DT, Helmick CG, et al. Estimates of the prevalence of arthritis and other rheumatic conditions in the United States: Part II. Arthritis Rheum. 2008;58(1):26–35.PubMedCentralCrossRefPubMed
2.
go back to reference Helmick CG, Felson DT, Lawrence RC, et al. Estimates of the prevalence of arthritis and other rheumatic conditions in the United States: Part I. Arthritis Rheum. 2008;58(1):15–25.CrossRefPubMed Helmick CG, Felson DT, Lawrence RC, et al. Estimates of the prevalence of arthritis and other rheumatic conditions in the United States: Part I. Arthritis Rheum. 2008;58(1):15–25.CrossRefPubMed
3.
go back to reference Thorpe KE, Florence CS, Joski P. Which medical conditions account for the rise in health care spending? Health Aff. 2004;Suppl Web Exclusives:W4-437-445. Thorpe KE, Florence CS, Joski P. Which medical conditions account for the rise in health care spending? Health Aff. 2004;Suppl Web Exclusives:W4-437-445.
4.
go back to reference Centers for Disease Control and Prevention. Prevalence of self-reported arthritis or chronic joint symptoms among adults–United States, 2001. MMWR Morb Mortal Wkly Rep. 2002;51(42):948–950. Centers for Disease Control and Prevention. Prevalence of self-reported arthritis or chronic joint symptoms among adults–United States, 2001. MMWR Morb Mortal Wkly Rep. 2002;51(42):948–950.
5.
go back to reference Yelin E, Cisternas M, Foreman A, Pasta D, Murphy L, Helmick CG. National and state medical expenditures and lost earnings attributable to arthritis and other rheumatic conditions—United States, 2003. MMWR Morb Mortal Wkly Rep. 2007;56(1):4. Yelin E, Cisternas M, Foreman A, Pasta D, Murphy L, Helmick CG. National and state medical expenditures and lost earnings attributable to arthritis and other rheumatic conditions—United States, 2003. MMWR Morb Mortal Wkly Rep. 2007;56(1):4.
6.
go back to reference Sale JE, Gignac M, Hawker G. The relationship between disease symptoms, life events, coping and treatment, and depression among older adults with osteoarthritis. J Rheumatol. 2008;35(2):335–342.PubMed Sale JE, Gignac M, Hawker G. The relationship between disease symptoms, life events, coping and treatment, and depression among older adults with osteoarthritis. J Rheumatol. 2008;35(2):335–342.PubMed
7.
go back to reference Rosemann T, Backenstrass M, Joest K, Rosemann A, Szecsenyi J, Laux G. Predictors of depression in a sample of 1,021 primary care patients with osteoarthritis. Arthritis Rheum. 2007;57(3):415–422.CrossRefPubMed Rosemann T, Backenstrass M, Joest K, Rosemann A, Szecsenyi J, Laux G. Predictors of depression in a sample of 1,021 primary care patients with osteoarthritis. Arthritis Rheum. 2007;57(3):415–422.CrossRefPubMed
8.
go back to reference Gore M, Tai KS, Sadosky A, Leslie D, Stacey BR. Clinical comorbidities, treatment patterns, and direct medical costs of patients with osteoarthritis in usual care: a retrospective claims database analysis. J Med Econ. 2011;14(4):497–507.PubMed Gore M, Tai KS, Sadosky A, Leslie D, Stacey BR. Clinical comorbidities, treatment patterns, and direct medical costs of patients with osteoarthritis in usual care: a retrospective claims database analysis. J Med Econ. 2011;14(4):497–507.PubMed
10.
go back to reference Dunlop DD, Lyons JS, Manheim LM, Song J, Chang RW. Arthritis and heart disease as risk factors for major depression: the role of functional limitation. Med Care. 2004;42(6):502–511.CrossRefPubMed Dunlop DD, Lyons JS, Manheim LM, Song J, Chang RW. Arthritis and heart disease as risk factors for major depression: the role of functional limitation. Med Care. 2004;42(6):502–511.CrossRefPubMed
11.
go back to reference Bruce TO. Comorbid depression in rheumatoid arthritis: pathophysiology and clinical implications. Curr Psychiatry Rep. 2008;10(3):258–264.CrossRefPubMed Bruce TO. Comorbid depression in rheumatoid arthritis: pathophysiology and clinical implications. Curr Psychiatry Rep. 2008;10(3):258–264.CrossRefPubMed
12.
go back to reference Godha D, Shi L, Mavronicolas H. Association between tendency towards depression and severity of rheumatoid arthritis from a national representative sample: the Medical Expenditure Panel Survey. Curr Med Res Opin. 2010;26(7):1685–1690.CrossRefPubMed Godha D, Shi L, Mavronicolas H. Association between tendency towards depression and severity of rheumatoid arthritis from a national representative sample: the Medical Expenditure Panel Survey. Curr Med Res Opin. 2010;26(7):1685–1690.CrossRefPubMed
13.
go back to reference Egede LE, Zheng D, Simpson K. Comorbid depression is associated with increased health care use and expenditures in individuals with diabetes. Diabetes Care. 2002;25(3):464.CrossRefPubMed Egede LE, Zheng D, Simpson K. Comorbid depression is associated with increased health care use and expenditures in individuals with diabetes. Diabetes Care. 2002;25(3):464.CrossRefPubMed
14.
go back to reference Welch CA, Czerwinski D, Ghimire B, Bertsimas D. Depression and costs of health care. Psychosomatics. 2009;50(4):392–401.CrossRefPubMed Welch CA, Czerwinski D, Ghimire B, Bertsimas D. Depression and costs of health care. Psychosomatics. 2009;50(4):392–401.CrossRefPubMed
15.
go back to reference Nichols GA, Bell TJ, Pedula KL, O’Keeffe-Rosetti M. Medical care costs among patients with established cardiovascular disease. Am J Manag Care. 2010;16(3):e86–e93.PubMed Nichols GA, Bell TJ, Pedula KL, O’Keeffe-Rosetti M. Medical care costs among patients with established cardiovascular disease. Am J Manag Care. 2010;16(3):e86–e93.PubMed
16.
go back to reference Kadam UT, Croft PR. Clinical comorbidity in osteoarthritis: associations with physical function in older patients in family practice. J Rheumatol. 2007;34(9):1899–1904.PubMed Kadam UT, Croft PR. Clinical comorbidity in osteoarthritis: associations with physical function in older patients in family practice. J Rheumatol. 2007;34(9):1899–1904.PubMed
17.
go back to reference Wilkie R, Blagojevic-Bucknall M, Jordan KP, Lacey R, McBeth J. Reasons why multimorbidity increases the risk of participation restriction in older adults with lower extremity osteoarthritis: a prospective cohort study in primary care. Arthritis Care Res (Hoboken). 2013;65(6):910–919.CrossRef Wilkie R, Blagojevic-Bucknall M, Jordan KP, Lacey R, McBeth J. Reasons why multimorbidity increases the risk of participation restriction in older adults with lower extremity osteoarthritis: a prospective cohort study in primary care. Arthritis Care Res (Hoboken). 2013;65(6):910–919.CrossRef
18.
go back to reference Andersen RM. Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav. 1995;36(1):1–10.CrossRefPubMed Andersen RM. Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav. 1995;36(1):1–10.CrossRefPubMed
21.
go back to reference Machlin S, Cohen J, Elixhauser A, Beauregard K, Steiner C. Sensitivity of household reported medical conditions in the medical expenditure panel survey. Med Care. 2009;47(6):618–625.CrossRefPubMed Machlin S, Cohen J, Elixhauser A, Beauregard K, Steiner C. Sensitivity of household reported medical conditions in the medical expenditure panel survey. Med Care. 2009;47(6):618–625.CrossRefPubMed
23.
go back to reference Oaxaca R. Male–female wage differentials in urban labor markets. Int Econ Rev. 1973;14(3):693–709.CrossRef Oaxaca R. Male–female wage differentials in urban labor markets. Int Econ Rev. 1973;14(3):693–709.CrossRef
24.
go back to reference Blinder AS. Wage discrimination: reduced form and structural estimates. J Hum Resour. 1973;8(4):436–455.CrossRef Blinder AS. Wage discrimination: reduced form and structural estimates. J Hum Resour. 1973;8(4):436–455.CrossRef
25.
go back to reference Jann B, Zürich E. The Blinder–Oaxaca decomposition for linear regression models. Stata J. 2008;8(4):453–479. Jann B, Zürich E. The Blinder–Oaxaca decomposition for linear regression models. Stata J. 2008;8(4):453–479.
26.
go back to reference Neumark D. Employers’ discriminatory behavior and the estimation of wage discrimination. J Hum Resour. 1988;23(3):279–295.CrossRef Neumark D. Employers’ discriminatory behavior and the estimation of wage discrimination. J Hum Resour. 1988;23(3):279–295.CrossRef
27.
go back to reference Banerjea R, Sambamoorthi U, Smelson D, Pogach LM. Expenditures in mental illness and substance use disorders among veteran clinic users with diabetes. J Behav Health Serv Res. 2008;35(3):290–303.CrossRefPubMed Banerjea R, Sambamoorthi U, Smelson D, Pogach LM. Expenditures in mental illness and substance use disorders among veteran clinic users with diabetes. J Behav Health Serv Res. 2008;35(3):290–303.CrossRefPubMed
28.
go back to reference Himelhoch S, Weller WE, Wu AW, Anderson GF, Cooper LA. Chronic medical illness, depression, and use of acute medical services among Medicare beneficiaries. Med Care. 2004;42(6):512–521.CrossRefPubMed Himelhoch S, Weller WE, Wu AW, Anderson GF, Cooper LA. Chronic medical illness, depression, and use of acute medical services among Medicare beneficiaries. Med Care. 2004;42(6):512–521.CrossRefPubMed
30.
go back to reference Lin EH, Katon W, Von Korff M, et al. Effect of improving depression care on pain and functional outcomes among older adults with arthritis: a randomized controlled trial. JAMA. 2003;290(18):2428–2429.CrossRefPubMed Lin EH, Katon W, Von Korff M, et al. Effect of improving depression care on pain and functional outcomes among older adults with arthritis: a randomized controlled trial. JAMA. 2003;290(18):2428–2429.CrossRefPubMed
31.
go back to reference Katon W, Guico-Pabia CJ. Improving quality of depression care using organized systems of care: a review of the literature. Prima Care companion to CNS disorders. 2011;13(1):e1–e8. Katon W, Guico-Pabia CJ. Improving quality of depression care using organized systems of care: a review of the literature. Prima Care companion to CNS disorders. 2011;13(1):e1–e8.
32.
go back to reference Urato C, David BNM, Jerry C. Evaluation of Medicare Care Management for High Cost Beneficiaries (CMHCB) Demonstration: Massachusetts General Hospital and Massachusetts General Physicians Organization (MGH). Baltimore: Centers for Medicare & Medicaid Services; 2010. Urato C, David BNM, Jerry C. Evaluation of Medicare Care Management for High Cost Beneficiaries (CMHCB) Demonstration: Massachusetts General Hospital and Massachusetts General Physicians Organization (MGH). Baltimore: Centers for Medicare & Medicaid Services; 2010.
Metadata
Title
Healthcare Expenditures Associated with Depression Among Individuals with Osteoarthritis: Post-Regression Linear Decomposition Approach
Authors
Parul Agarwal, MPhil, MPH
Usha Sambamoorthi, PhD
Publication date
01-12-2015
Publisher
Springer US
Published in
Journal of General Internal Medicine / Issue 12/2015
Print ISSN: 0884-8734
Electronic ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-015-3393-4

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