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Published in: Clinical Rheumatology 12/2018

Open Access 01-12-2018 | Original Article

Socio-economic gradients in the presence of musculoskeletal and other chronic diseases: results from a cross-sectional study in the Netherlands

Authors: P. Putrik, S. Ramiro, A. M. Chorus, A. P. Keszei, A. Boonen

Published in: Clinical Rheumatology | Issue 12/2018

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Abstract

Socio-economic gradients in occurrence of diseases have been reported for many chronic conditions. However, whether the magnitude of socio-economic gradients differs across diseases and the extent to which lifestyle mediates such relationships are not known. Cross-sectional data from The National Monitor on Musculoskeletal System was used. Respondents (> 18 years) completed a questionnaire including gender, education, social status, lifestyle, and physician-diagnosed diseases. Logistic regressions investigated the relationship between education and the major chronic diseases (musculoskeletal diseases (MSKD), diabetes, cardiovascular (CVD), cancer, mental, respiratory, any disease). Next, analyses were repeated in individuals with potential to have paid work (i.e., those < 65 having paid work, being unemployed, or receiving living allowance (minimum income)). The mediating role of smoking and BMI between education and occurrence of diseases was assessed by testing indirect effects. From 8904 individuals (mean age 54 years, 46% male), 4378 (49%) had at least one disease. Gradients in occurrence of disease by education were present for all diseases except cancer and mental disease, with the strongest gradient in diabetes (OR 2.0 [95%CI 1.4;2.8]). Unemployment and especially living on minimum income were associated with increased odds to have MSKD and mental and respiratory disease, after adjusting for education. Smoking and obesity mediated part of the relationship between education and disease, with obesity playing more pronounced role. Association between deprivation and occurrence of all major chronic diseases is of comparable magnitude, with education having most consistent contribution. Our results support the notion of the generic (i.e., non-disease specific) mechanisms underlying socio-economic gradients in health.
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Literature
1.
go back to reference Murray CJ, Vos T, Lozano R, Naghavi M, Flaxman AD, Michaud C et al (2012) Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010. Lancet 380(9859):2197–2223CrossRef Murray CJ, Vos T, Lozano R, Naghavi M, Flaxman AD, Michaud C et al (2012) Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010. Lancet 380(9859):2197–2223CrossRef
2.
go back to reference Hayward RA, Rathod T, Roddy E, Muller S, Hider SL, Mallen CD (2013) The association of gout with socioeconomic status in primary care: a cross-sectional observational study. Rheumatology (Oxford) 52(11):2004–2008CrossRef Hayward RA, Rathod T, Roddy E, Muller S, Hider SL, Mallen CD (2013) The association of gout with socioeconomic status in primary care: a cross-sectional observational study. Rheumatology (Oxford) 52(11):2004–2008CrossRef
3.
go back to reference Brennan SL, Turrell G (2012) Neighborhood disadvantage, individual-level socioeconomic position, and self-reported chronic arthritis: a cross-sectional multilevel study. Arthritis Care Res (Hoboken) 64(5):721–728CrossRef Brennan SL, Turrell G (2012) Neighborhood disadvantage, individual-level socioeconomic position, and self-reported chronic arthritis: a cross-sectional multilevel study. Arthritis Care Res (Hoboken) 64(5):721–728CrossRef
4.
go back to reference Callahan LF, Cleveland RJ, Shreffler J, Schwartz TA, Schoster B, Randolph R, Renner JB, Jordan JM (2011) Associations of educational attainment, occupation and community poverty with knee osteoarthritis in the Johnston County (North Carolina) osteoarthritis project. Arthritis Res Ther 13(5):R169CrossRef Callahan LF, Cleveland RJ, Shreffler J, Schwartz TA, Schoster B, Randolph R, Renner JB, Jordan JM (2011) Associations of educational attainment, occupation and community poverty with knee osteoarthritis in the Johnston County (North Carolina) osteoarthritis project. Arthritis Res Ther 13(5):R169CrossRef
5.
go back to reference Massardo L, Pons-Estel BA, Wojdyla D, Cardiel MH, Galarza-Maldonado CM, Sacnun MP, Soriano ER, Laurindo IM, Acevedo-Vásquez EM, Caballero-Uribe CV, Padilla O, Guibert-Toledano ZM, da Mota LM, Montufar RA, Lino-Pérez L, Díaz-Coto JF, Achurra-Castillo AF, Hernández JA, Esteva-Spinetti MH, Ramírez LA, Pineda C, Furst DE (2012) Early rheumatoid arthritis in Latin America: low socioeconomic status related to high disease activity at baseline. Arthritis Care Res (Hoboken). 64(8):1135–1143PubMed Massardo L, Pons-Estel BA, Wojdyla D, Cardiel MH, Galarza-Maldonado CM, Sacnun MP, Soriano ER, Laurindo IM, Acevedo-Vásquez EM, Caballero-Uribe CV, Padilla O, Guibert-Toledano ZM, da Mota LM, Montufar RA, Lino-Pérez L, Díaz-Coto JF, Achurra-Castillo AF, Hernández JA, Esteva-Spinetti MH, Ramírez LA, Pineda C, Furst DE (2012) Early rheumatoid arthritis in Latin America: low socioeconomic status related to high disease activity at baseline. Arthritis Care Res (Hoboken). 64(8):1135–1143PubMed
6.
go back to reference Harrison MJ, Tricker KJ, Davies L, Hassell A, Dawes P, Scott DL, Knight S, Davis M, Mulherin D, Symmons DP (2005) The relationship between social deprivation, disease outcome measures, and response to treatment in patients with stable, long-standing rheumatoid arthritis. J Rheumatol 32(12):2330–2336PubMed Harrison MJ, Tricker KJ, Davies L, Hassell A, Dawes P, Scott DL, Knight S, Davis M, Mulherin D, Symmons DP (2005) The relationship between social deprivation, disease outcome measures, and response to treatment in patients with stable, long-standing rheumatoid arthritis. J Rheumatol 32(12):2330–2336PubMed
7.
go back to reference Camacho EM, Verstappen SM, Symmons DP (2012) Association between socioeconomic status, learned helplessness, and disease outcome in patients with inflammatory polyarthritis. Arthritis Care Res (Hoboken). 64(8):1225–1232PubMedPubMedCentral Camacho EM, Verstappen SM, Symmons DP (2012) Association between socioeconomic status, learned helplessness, and disease outcome in patients with inflammatory polyarthritis. Arthritis Care Res (Hoboken). 64(8):1225–1232PubMedPubMedCentral
8.
go back to reference Singh JA (2013) Racial and gender disparities among patients with gout. Curr Rheumatol Rep 15(2):307CrossRef Singh JA (2013) Racial and gender disparities among patients with gout. Curr Rheumatol Rep 15(2):307CrossRef
9.
go back to reference Mackenbach JP (1992) Socio-economic health differences in The Netherlands: a review of recent empirical findings. Soc Sci Med 34(3):213–226CrossRef Mackenbach JP (1992) Socio-economic health differences in The Netherlands: a review of recent empirical findings. Soc Sci Med 34(3):213–226CrossRef
10.
go back to reference Mackenbach JP, Stirbu I, Roskam AJ, Schaap MM, Menvielle G, Leinsalu M, Kunst AE, European Union Working Group on Socioeconomic Inequalities in Health (2008) Socioeconomic inequalities in health in 22 European countries. N Engl J Med 358(23):2468–2481CrossRef Mackenbach JP, Stirbu I, Roskam AJ, Schaap MM, Menvielle G, Leinsalu M, Kunst AE, European Union Working Group on Socioeconomic Inequalities in Health (2008) Socioeconomic inequalities in health in 22 European countries. N Engl J Med 358(23):2468–2481CrossRef
11.
go back to reference Stirbu I, Looman C, Nijhof GJ, Reulings PG, Mackenbach JP (2012) Income inequalities in case death of ischaemic heart disease in the Netherlands: a national record-linked study. J Epidemiol Community Health 66(12):1159–1166CrossRef Stirbu I, Looman C, Nijhof GJ, Reulings PG, Mackenbach JP (2012) Income inequalities in case death of ischaemic heart disease in the Netherlands: a national record-linked study. J Epidemiol Community Health 66(12):1159–1166CrossRef
12.
go back to reference Wilkinson R, Marmot M (2003) Social determinants of health. The solid facts, 2nd edn. WHO Regional Office for Europe, Copenhagen Wilkinson R, Marmot M (2003) Social determinants of health. The solid facts, 2nd edn. WHO Regional Office for Europe, Copenhagen
13.
go back to reference Mackenbach JP, Kunst AE, Cavelaars AE, Groenhof F, Geurts JJ (1997) Socioeconomic inequalities in morbidity and mortality in western Europe. The EU Working Group on Socioeconomic Inequalities in Health. Lancet 349(9066):1655–1659CrossRef Mackenbach JP, Kunst AE, Cavelaars AE, Groenhof F, Geurts JJ (1997) Socioeconomic inequalities in morbidity and mortality in western Europe. The EU Working Group on Socioeconomic Inequalities in Health. Lancet 349(9066):1655–1659CrossRef
14.
go back to reference Chandola T (1998) Social inequality in coronary heart disease: a comparison of occupational classifications. Soc Sci Med 47(4):525–533CrossRef Chandola T (1998) Social inequality in coronary heart disease: a comparison of occupational classifications. Soc Sci Med 47(4):525–533CrossRef
15.
go back to reference O'Neill J, Tabish H, Welch V, Petticrew M, Pottie K, & Clarke M (2014) Applying an equity lens to interventions: Using PROGRESS ensures consideration of socially stratifying factors to illuminate inequities in health. J Clin Epidemiol 67:56–64CrossRef O'Neill J, Tabish H, Welch V, Petticrew M, Pottie K, & Clarke M (2014) Applying an equity lens to interventions: Using PROGRESS ensures consideration of socially stratifying factors to illuminate inequities in health. J Clin Epidemiol 67:56–64CrossRef
16.
go back to reference Evans T, Brown H (2003) Road traffic crashes: operationalizing equity in the context of health sector reform. Inj Control Saf Promot 10(1–2):11–12CrossRef Evans T, Brown H (2003) Road traffic crashes: operationalizing equity in the context of health sector reform. Inj Control Saf Promot 10(1–2):11–12CrossRef
17.
go back to reference Evans TWM, Diderichsen F, Bhuiya A, Wirth M (editors) (2001) Introduction. in: Challenging inequities in health: from ethics to action: Oxford University Press Evans TWM, Diderichsen F, Bhuiya A, Wirth M (editors) (2001) Introduction. in: Challenging inequities in health: from ethics to action: Oxford University Press
18.
go back to reference Whitehead M (1991) The concepts and principles of equity and health. Health Promotion Int 6(3):217–228CrossRef Whitehead M (1991) The concepts and principles of equity and health. Health Promotion Int 6(3):217–228CrossRef
19.
go back to reference Mol GD, van de Lisdonk EH, Smits JP, van den Hoogen JM, Bor JH, Westert GP (2005) A widening health gap in general practice? Socio-economic differences in morbidity between 1975 and 2000 in The Netherlands. Public Health 119(7):616–625CrossRef Mol GD, van de Lisdonk EH, Smits JP, van den Hoogen JM, Bor JH, Westert GP (2005) A widening health gap in general practice? Socio-economic differences in morbidity between 1975 and 2000 in The Netherlands. Public Health 119(7):616–625CrossRef
20.
go back to reference Chorus A, Schokker D (2010) National monitor on musculoskeletal system 2010. Leiden Chorus A, Schokker D (2010) National monitor on musculoskeletal system 2010. Leiden
21.
go back to reference Elske van den Akker-van Marle M, Chorus AM, Vliet Vlieland TP, van den Hout WB (2012) Cost of rheumatic disorders in the Netherlands. Best Pract Res Clin Rheumatol 26(5):721–731CrossRef Elske van den Akker-van Marle M, Chorus AM, Vliet Vlieland TP, van den Hout WB (2012) Cost of rheumatic disorders in the Netherlands. Best Pract Res Clin Rheumatol 26(5):721–731CrossRef
22.
go back to reference Keij-Deerenberg I (2000) Numbers of foreigners according to several definitions (Aantallen allochtonen volgens verschillende definities). Maandstatistiek Bevolking 5:14–17 Keij-Deerenberg I (2000) Numbers of foreigners according to several definitions (Aantallen allochtonen volgens verschillende definities). Maandstatistiek Bevolking 5:14–17
23.
go back to reference WHO (2000) Obesity: preventing and managing the global epidemic. Report of a WHO Consultation. WHO Technical Report Series 894. Geneva WHO (2000) Obesity: preventing and managing the global epidemic. Report of a WHO Consultation. WHO Technical Report Series 894. Geneva
24.
go back to reference WHO (1995) Physical status: the use and interpretation of anthropometry. Report of a WHO Expert Committee. WHO Technical Report Series 854. Geneva WHO (1995) Physical status: the use and interpretation of anthropometry. Report of a WHO Expert Committee. WHO Technical Report Series 854. Geneva
25.
go back to reference Mackinnon D, Dwyer J (1993) Estimating mediated effects in prevention studies. Eval Rev 17:144–158CrossRef Mackinnon D, Dwyer J (1993) Estimating mediated effects in prevention studies. Eval Rev 17:144–158CrossRef
26.
go back to reference Lieffers JR, Baracos VE, Winget M, Fassbender K (2011) A comparison of Charlson and Elixhauser comorbidity measures to predict colorectal cancer survival using administrative health data. Cancer 117(9):1957–1965CrossRef Lieffers JR, Baracos VE, Winget M, Fassbender K (2011) A comparison of Charlson and Elixhauser comorbidity measures to predict colorectal cancer survival using administrative health data. Cancer 117(9):1957–1965CrossRef
27.
go back to reference Schafer JL (1999) Multiple imputation: a primer. Stat Methods Med Res 8(1):3–15CrossRef Schafer JL (1999) Multiple imputation: a primer. Stat Methods Med Res 8(1):3–15CrossRef
28.
go back to reference Royston P (2005) Multiple imputation of missing values: update. Stata J 5:188–201 Royston P (2005) Multiple imputation of missing values: update. Stata J 5:188–201
29.
go back to reference van Buuren S, Boshuizen HC, Knook DL (1999) Multiple imputation of missing blood pressure covariates in survival analysis. Stat Med 18(6):681–694CrossRef van Buuren S, Boshuizen HC, Knook DL (1999) Multiple imputation of missing blood pressure covariates in survival analysis. Stat Med 18(6):681–694CrossRef
30.
go back to reference StataCorp (2011) Stata statistical software: release 12. StataCorp LP, College Station StataCorp (2011) Stata statistical software: release 12. StataCorp LP, College Station
31.
go back to reference Abad-Diez JM, Calderon-Larranaga A, Poncel-Falco A, Poblador-Plou B, Calderon-Meza JM, Sicras-Mainar A et al (2014) Age and gender differences in the prevalence and patterns of multimorbidity in the older population. BMC Geriatr 14:75CrossRef Abad-Diez JM, Calderon-Larranaga A, Poncel-Falco A, Poblador-Plou B, Calderon-Meza JM, Sicras-Mainar A et al (2014) Age and gender differences in the prevalence and patterns of multimorbidity in the older population. BMC Geriatr 14:75CrossRef
32.
go back to reference Bos V, Kunst AE, Keij-Deerenberg IM, Garssen J, Mackenbach JP (2004) Ethnic inequalities in age- and cause-specific mortality in The Netherlands. Int J Epidemiol 33(5):1112–1119CrossRef Bos V, Kunst AE, Keij-Deerenberg IM, Garssen J, Mackenbach JP (2004) Ethnic inequalities in age- and cause-specific mortality in The Netherlands. Int J Epidemiol 33(5):1112–1119CrossRef
33.
go back to reference Beenackers M, Nusselder W, Oude Groeniger J, van Lenthe V (2015) Het terugdringen van gezondheidsachterstanden: een systematisch overzicht van kansrijke en effectieve interventies Beenackers M, Nusselder W, Oude Groeniger J, van Lenthe V (2015) Het terugdringen van gezondheidsachterstanden: een systematisch overzicht van kansrijke en effectieve interventies
34.
go back to reference Cavelaars AE, Kunst AE, Geurts JJ, Helmert U, Lundberg O, Mielck A, Matheson J, Mizrahi A, Mizrahi A, Rasmussen N, Spuhler T, Mackenbach JP (1998) Morbidity differences by occupational class among men in seven European countries: an application of the Erikson-Goldthorpe social class scheme. Int J Epidemiol 27(2):222–230CrossRef Cavelaars AE, Kunst AE, Geurts JJ, Helmert U, Lundberg O, Mielck A, Matheson J, Mizrahi A, Mizrahi A, Rasmussen N, Spuhler T, Mackenbach JP (1998) Morbidity differences by occupational class among men in seven European countries: an application of the Erikson-Goldthorpe social class scheme. Int J Epidemiol 27(2):222–230CrossRef
35.
go back to reference Dalstra JA, Kunst AE, Borrell C, Breeze E, Cambois E, Costa G, Geurts JJM, Lahelma E, van Oyen H, Rasmussen NK, Regidor E, Spadea T, Mackenbach JP (2005) Socioeconomic differences in the prevalence of common chronic diseases: an overview of eight European countries. Int J Epidemiol 34(2):316–326CrossRef Dalstra JA, Kunst AE, Borrell C, Breeze E, Cambois E, Costa G, Geurts JJM, Lahelma E, van Oyen H, Rasmussen NK, Regidor E, Spadea T, Mackenbach JP (2005) Socioeconomic differences in the prevalence of common chronic diseases: an overview of eight European countries. Int J Epidemiol 34(2):316–326CrossRef
36.
go back to reference Putrik P, Ramiro S, Chorus AM, Keszei AP, Boonen A (2015) Socioeconomic inequities in perceived health among patients with musculoskeletal disorders compared with other chronic disorders: results from a cross-sectional Dutch study. RMD Open 1(1):e000045CrossRef Putrik P, Ramiro S, Chorus AM, Keszei AP, Boonen A (2015) Socioeconomic inequities in perceived health among patients with musculoskeletal disorders compared with other chronic disorders: results from a cross-sectional Dutch study. RMD Open 1(1):e000045CrossRef
37.
go back to reference Groves RM (2006) Nonresponse rates and nonresponse bias in household surveys. Public Opin Q 70(5):646–675CrossRef Groves RM (2006) Nonresponse rates and nonresponse bias in household surveys. Public Opin Q 70(5):646–675CrossRef
39.
go back to reference Wijnands JM, Boonen A, Arts IC, Dagnelie PC, Stehouwer CD, van der Linden S (2011) Large epidemiologic studies of gout: challenges in diagnosis and diagnostic criteria. Curr Rheumatol Rep 13(2):167–174CrossRef Wijnands JM, Boonen A, Arts IC, Dagnelie PC, Stehouwer CD, van der Linden S (2011) Large epidemiologic studies of gout: challenges in diagnosis and diagnostic criteria. Curr Rheumatol Rep 13(2):167–174CrossRef
40.
go back to reference Haapanen N, Miilunpalo S, Pasanen M, Oja P, Vuori I (1997) Agreement between questionnaire data and medical records of chronic diseases in middle-aged and elderly Finnish men and women. Am J Epidemiol 145(8):762–769CrossRef Haapanen N, Miilunpalo S, Pasanen M, Oja P, Vuori I (1997) Agreement between questionnaire data and medical records of chronic diseases in middle-aged and elderly Finnish men and women. Am J Epidemiol 145(8):762–769CrossRef
41.
go back to reference CBS (2012) Central Bureau of Statistics (The Netheralands). Gezondheid aandoeningen beperkingen; persoonskenmerken CBS (2012) Central Bureau of Statistics (The Netheralands). Gezondheid aandoeningen beperkingen; persoonskenmerken
42.
go back to reference Hosseinpoor AR, Bergen N, Mendis S, Harper S, Verdes E, Kunst A, Chatterji S (2012) Socioeconomic inequality in the prevalence of noncommunicable diseases in low- and middle-income countries: results from the World Health Survey. BMC Public Health 12:474CrossRef Hosseinpoor AR, Bergen N, Mendis S, Harper S, Verdes E, Kunst A, Chatterji S (2012) Socioeconomic inequality in the prevalence of noncommunicable diseases in low- and middle-income countries: results from the World Health Survey. BMC Public Health 12:474CrossRef
Metadata
Title
Socio-economic gradients in the presence of musculoskeletal and other chronic diseases: results from a cross-sectional study in the Netherlands
Authors
P. Putrik
S. Ramiro
A. M. Chorus
A. P. Keszei
A. Boonen
Publication date
01-12-2018
Publisher
Springer London
Published in
Clinical Rheumatology / Issue 12/2018
Print ISSN: 0770-3198
Electronic ISSN: 1434-9949
DOI
https://doi.org/10.1007/s10067-018-4158-3

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