Skip to main content
Log in

Subclinical coronary atherosclerosis and neighbourhood deprivation in an urban region

  • Cardiovascular Disease
  • Published:
European Journal of Epidemiology Aims and scope Submit manuscript

Abstract

Inhabitants of deprived neighbourhoods are at higher risk of coronary heart disease. In this study we investigate the hypothesis that social inequalities at neighbourhood level become already manifest in subclinical coronary atherosclerosis, as defined by electron-beam computed tomography derived measures. Coronary artery calcification was assessed as a marker of atherosclerosis in a population based sample of 4301 men and women (45–75 years) without a history of coronary heart disease. Participants lived in three adjacent cities in Germany and were examined between 2000 and 2003 as part of the Heinz Nixdorf Recall Study. Individual level data was combined with neighbourhood level information about unemployment, welfare and living space per inhabitant. This dataset was analysed with descriptive and multilevel regression methods. An association between neighbourhood deprivation and subclinical coronary calcification was observed. After adjustment for age and individual socioeconomic status male inhabitants of high unemployment neighbourhoods had an odds ratio of 1.45 (1.11, 1.96) of exhibiting a high calcification score (>75th percentile) compared to men living in low unemployment areas. The respective odds for women was 1.29 (0.97, 1.70). Additional explorative analyses suggest that clustering of unhealthy lifestyles in deprived neighbourhoods contributes to the observed association. In conclusion, findings suggest that certain neighbourhood characteristics promote the emergence of coronary atherosclerosis. This might point to a pathway from neighbourhood deprivation to manifest coronary heart disease.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

Abbreviations

BMI:

Body mass index

CAC:

Coronary artery calcification

CHD:

Coronary heart disease

EBCT:

Electron-beam computed tomography

HNR:

Heinz Nixdorf Recall Study

SES:

Socioeconomic status

References

  1. Borrell LN, Diez Roux AV, Rose K, Catellier D, Clark BL. Atherosclerosis Risk in Communities Study. Neighbourhood characteristics and mortality in the Atherosclerosis Risk in Communities Study. Int J Epidemiol. 2004;33:398–407. doi:10.1093/ije/dyh063.

    Article  PubMed  Google Scholar 

  2. Chaix B, Rosvall M, Merlo J. Recent increase of neighborhood socioeconomic effects on ischemic heart disease mortality: a multilevel survival analysis of two large Swedish cohorts. Am J Epidemiol. 2007;165:22–6. doi:10.1093/aje/kwj322.

    Article  PubMed  Google Scholar 

  3. Diez Roux AV, Merkin SS, Arnett D, Chambless L, Massing M, Nieto FJ, et al. Neighborhood of residence and incidence of coronary heart disease. N Engl J Med. 2001;345:99–106. doi:10.1056/NEJM200107123450205.

    Article  CAS  PubMed  Google Scholar 

  4. Diez Roux AV, Borrell LN, Haan M, Jackson SA, Schultz R. Neighbourhood environments and mortality in an elderly cohort: results from the cardiovascular health study. J Epidemiol Community Health. 2004;58:917–23. doi:10.1136/jech.2003.019596.

    Article  PubMed  Google Scholar 

  5. Engstrom G, Goransson M, Hansen O, Hedblad B, Tyden P, Todt T, et al. Trends in long-term survival after myocardial infarction: less favourable patterns for patients from deprived areas. J Intern Med. 2000;248:425–34. doi:10.1046/j.1365-2796.2000.00757.x.

    Article  CAS  PubMed  Google Scholar 

  6. Macintyre K, Stewart S, Chalmers J, Pell J, Finlayson A, Boyd J, et al. Relation between socioeconomic deprivation and death from a first myocardial infarction in Scotland: population based analysis. BMJ. 2001;322:1152–3. doi:10.1136/bmj.322.7295.1152.

    Article  CAS  PubMed  Google Scholar 

  7. Stjärne MK, Fritzell J, De Leon AP, Hallqvist J, SHEEP Study Group. Neighborhood socioeconomic context, individual income and myocardial infarction. Epidemiology. 2006;17:14–23. doi:10.1097/01.ede.0000187178.51024.a7.

    Article  PubMed  Google Scholar 

  8. Forastiere F, Stafoggia M, Tasco C, Picciotto S, Agabiti N, Cesaroni G, et al. Socioeconomic status, particulate air pollution, and daily mortality: differential exposure or differential susceptibility. Am J Ind Med. 2007;50:208–16. doi:10.1002/ajim.20368.

    Article  PubMed  Google Scholar 

  9. Petersen KL, Bleil ME, McCaffery J, Mackey RH, Sutton-Tyrrell K, Muldoon MF, et al. Community socioeconomic status is associated with carotid artery atherosclerosis in untreated, hypertensive men. Am J Hypertens. 2006;19:560–6. doi:10.1016/j.amjhyper.2005.12.008.

    Article  PubMed  Google Scholar 

  10. Nordstrom CK, Diez Roux AV, Jackson SA, Gardin JM. Cardovascular Health Study. The association of personal and neighborhood socioeconomic indicators with subclinical cardiovascular disease in an elderly cohort. The cardiovascular health study. Soc Sci Med. 2004;59:2139–47. doi:10.1016/j.socscimed.2004.03.017.

    Article  PubMed  Google Scholar 

  11. Gee GC, Payne-Sturges DC. Environmental health disparities: a framework integrating psychosocial and environmental concepts. Environ Health Perspect. 2004;112:1645–53.

    PubMed  Google Scholar 

  12. van Lenthe FJ, Mackenbach JP. Neighbourhood and individual socioeconomic inequalities in smoking: the role of physical neighbourhood stressors. J Epidemiol Community Health. 2006;60:699–705. doi:10.1136/jech.2005.043851.

    Article  PubMed  Google Scholar 

  13. Diez-Roux AV. Residential environments and cardiovascular risk. J Urban Health. 2003;80:569–89. doi:10.1093/jurban/jtg065.

    PubMed  Google Scholar 

  14. Dragano N, Bobak M, Wege N, Peasey A, Verde PE, Kubinova R, et al. Neighbourhood socioeconomic status and cardiovascular risk factors: a multilevel analysis of nine cities in the Czech Republic and Germany. BMC Public Health. 2007;7:255. doi:10.1186/1471-2458-7-255.

    Article  PubMed  Google Scholar 

  15. van Lenthe FJ, Brug J, Mackenbach JP. Neighbourhood inequalities in physical inactivity: the role of neighbourhood attractiveness, proximity to local facilities and safety in the Netherlands. Soc Sci Med. 2005;60:763–75. doi:10.1016/j.socscimed.2004.06.013.

    Article  PubMed  Google Scholar 

  16. Carson AP, Rose KM, Catellier DJ, Kaufman JS, Wyatt SB, Diez-Roux AV, et al. Cumulative socioeconomic status across the life course and subclinical atherosclerosis. Ann Epidemiol. 2007;17:296–303. doi:10.1016/j.annepidem.2006.07.009.

    Article  PubMed  Google Scholar 

  17. Rosvall M, Engström G, Hedblad B, Janzon L, Berglund G. Area social characteristics and carotid atherosclerosis. Eur J Public Health. 2007;17:333–9. doi:10.1093/eurpub/ckl239.

    Article  CAS  PubMed  Google Scholar 

  18. Wagenknecht LE, Langefeld CD, Freedman BI, Carr JJ, Bowden DW. A comparison of risk factors for calcified atherosclerotic plaque in the coronary, carotid, and abdominal aortic arteries: the diabetes heart study. Am J Epidemiol. 2007;166:340–7. doi:10.1093/aje/kwm091.

    Article  PubMed  Google Scholar 

  19. Rumberger JA, Simons DB, Fitzpatrick LA, Sheedy PF, Schwartz RS. Coronary artery calcium area by electron-beam computed tomography and coronary atherosclerotic plaque area. A histopathologic correlative study. Circulation. 1995;92:2157–62.

    CAS  PubMed  Google Scholar 

  20. Lamonte MJ, Fitzgerald SJ, Church TS, Barlow CE, Radford NB, Levine BD, et al. Coronary artery calcium score and coronary heart disease events in a large cohort of asymptomatic men and women. Am J Epidemiol. 2005;162:421–9. doi:10.1093/aje/kwi228.

    Article  PubMed  Google Scholar 

  21. Schmermund A, Möhlenkamp S, Stang A, Grönemeyer D, Seibel R, Hirche H, et al. Assessment of clinically silent atherosclerotic disease and established and novel risk factors for predicting myocardial infarction and cardiac death in healthy middle-aged subjects: rationale and design of the Heinz Nixdorf Recall Study. Am Heart J. 2002;144:212–8. doi:10.1067/mhj.2002.123579.

    Article  PubMed  Google Scholar 

  22. Stang A, Moebus S, Dragano N, Beck E, Möhlenkamp S, Schmermund A, et al. Baseline recruitment and analyses of nonresponse of the Heinz Nixdorf Recall Study: identifiability of phone numbers as the major determinant of response. Eur J Epidemiol. 2005;20:489–96. doi:10.1007/s10654-005-5529-z.

    Article  CAS  PubMed  Google Scholar 

  23. Schmermund A, Möhlenkamp S, Berenbein S, Pump H, Moebus S, Roggenbuck U, et al. Population-based assessment of subclinical coronary atherosclerosis using electron-beam computed tomography. Atherosclerosis. 2006;185:177–82. doi:10.1016/j.atherosclerosis.2005.06.003.

    Article  CAS  PubMed  Google Scholar 

  24. Schmermund A, Lehmann N, Bielak LF, Yu P, Sheedy PF, Cassidy-Bushrow AE, et al. Comparison of subclinical coronary atherosclerosis and risk factors in unselected populations in Germany and US-America. Atherosclerosis. 2007;195:e207–16. doi:10.1016/j.atherosclerosis.2007.04.009.

    Article  CAS  PubMed  Google Scholar 

  25. Agatston AS, Janowitz WR, Hildner FJ, Zusmer NR, Viamonte M, Detrano R. Quantification of coronary artery calcium using ultrafast computed tomography. J Am Coll Cardiol. 1990;15:827–32.

    Article  CAS  PubMed  Google Scholar 

  26. Executive summary of the third report of the national cholesterol education program (NCEP) expert panel on detection, evaluation and treatment of high blood cholesterol in adults (Adult Treatment Panel III). JAMA. 2001;285:2486–97. doi:10.1001/jama.285.19.2486

  27. UNESCO. International Standard Classification of Education. ISCED 1997. Paris: UNESCO; 1997.

    Google Scholar 

  28. Hoffmann B, Moebus S, Stang A, Beck E, Dragano N, Möhlenkamp S, et al. Residence close to high traffic and prevalence of coronary heart disease. Eur Heart J. 2006;27:2696–702. doi:10.1093/eurheartj/ehl278.

    Article  PubMed  Google Scholar 

  29. Naess O, Piro FN, Nafstad P, Davey Smith G, Leyland AH. Air pollution, social deprivation, and mortality. A multilevel cohort study. Epidemiology. 2007;18:686–94.

    Article  PubMed  Google Scholar 

  30. Hoffmann B, Moebus S, Möhlenkamp S, Stang A, Lehmann N, Dragano N, et al. Residential exposure to traffic is associated with coronary atherosclerosis. Circulation. 2007;116:489–96. doi:10.1161/CIRCULATIONAHA.107.693622.

    Article  CAS  PubMed  Google Scholar 

  31. Cubbin C, Sundquist K, Ahlen H, Johansson SE, Winkleby MA, Sundquist J. Neighborhood deprivation and cardiovascular disease risk factors: protective and harmful effects. Scand J Public Health. 2006;34:228–37. doi:10.1080/14034940500327935.

    Article  PubMed  Google Scholar 

  32. Sundquist J, Malmstrom M, Johansson SE. Cardiovascular risk factors and the neighbourhood environment: a multilevel analysis. Int J Epidemiol. 1999;28:841–5. doi:10.1093/ije/28.5.841.

    Article  CAS  PubMed  Google Scholar 

  33. Davey Smith G, Hart C, Watt G, Hole D, Hawthorne V. Individual social class, area-based deprivation, cardiovascular disease risk factors, and mortality: the Renfrew and Paisley study. J Epidemiol Community Health. 1998;52:399–405.

    Article  Google Scholar 

  34. Chaix B, Chauvin P. Tobacco and alcohol consumption, sedentary lifestyle and overweightness in France: a multilevel analysis of individual and area-level determinants. Eur J Epidemiol. 2003;18:531–8. doi:10.1023/A:1024642301343.

    Article  PubMed  Google Scholar 

  35. Stang A, Moebus S, Möhlenkamp S, Dragano N, Schmermund A, Beck EM, et al. Algorithms for converting Hawksley random zero to automated oscillometric blood pressure values and vice versa. Am J Epidemiol. 2006;164:85–94. doi:10.1093/aje/kwj160.

    Article  PubMed  Google Scholar 

  36. Jackson C, Best N, Richardson S. Hierarchical related regression for combining aggregate and individual data in studies of socio-economic disease risk factors. J R Stat Soc Ser A. 2008;171:159–178.

    Google Scholar 

  37. Breslow NE, Clayton DG. Approximate inference in generalized linear mixed models. J Am Stat Assoc. 1993;88:9–25. doi:10.2307/2290687.

    Article  Google Scholar 

  38. Pollitt RA, Kaufman JS, Rose KM, Diez-Roux AV, Zeng D, Heiss G. Early-life and adult socioeconomic status and inflammatory risk markers in adulthood. Eur J Epidemiol. 2007;22:55–66. doi:10.1007/s10654-006-9082-1.

    Article  PubMed  Google Scholar 

  39. Pickett KE, Pearl M. Multilevel analyses of neighbourhood socioeconomic context and health outcomes: a critical review. J Epidemiol Community Health. 2001;55:111–22. doi:10.1136/jech.55.2.111.

    Article  CAS  PubMed  Google Scholar 

  40. Riva M, Gauvin L, Barnett TA. Toward the next generation of research into small area effects on health: a synthesis of multilevel investigations published since July 1998. J Epidemiol Community Health. 2007;61:853–61. doi:10.1136/jech.2006.050740.

    Article  PubMed  Google Scholar 

  41. Babisch W. Transportation noise and cardiovascular risk: updated review and synthesis of epidemiological studies indicate that the evidence has increased. Noise Health. 2006;8:1–29.

    Article  PubMed  Google Scholar 

  42. Kaufman JS, Maclehose RF, Kaufman S. A further critique of the analytic strategy of adjusting for covariates to identify biologic mediation. Epidemiol Perspect Innov. 2004;1(1):4. doi:10.1186/1742-5573-1-4.

    Article  PubMed  Google Scholar 

  43. Connolly S, O’Reilly D, Rosato M. Increasing inequalities in health: is it an artefact caused by the selective movement of people? Soc Sci Med. 2007;64:2008–15. doi:10.1016/j.socscimed.2007.02.021.

    Article  PubMed  Google Scholar 

  44. van Lenthe FJ. Aggregate deprivation and effects on health. In: Siegrist J, Marmot M, editors. Social inequalities in health. Oxford: Oxford University Press; 2006. p. 167–192.

    Chapter  Google Scholar 

  45. Chaix B, Merlo J, Subramanian SV, Lynch J, Chauvin P. Comparison of a spatial perspective with the multilevel analytical approach in neighborhood studies: the case of mental and behavioral disorders due to psychoactive substance use in Malmö, Sweden, 2001. Am J Epidemiol. 2005;162:171–82. doi:10.1093/aje/kwi175.

    Article  PubMed  Google Scholar 

Download references

Acknowledgments and funding

We thank the Heinz Nixdorf Foundation (Chairman: Dr. jur. G. Schmidt) for generous support of the Heinz Nixdorf Study. The study is also supported by the German Ministry of Education and Science. An additional research grant was received from Imatron Inc., South San Francisco, CA, which produced the EBCT scanners, and GE-Imatron, South San Francisco, CA, after the acquisition of Imatron Inc. Assessment of psychosocial factors and neighbourhood level information is funded by the German Research Council (DFG; Project SI 236/8-1 and SI 236/9-1). We are indebted to the investigative group and the study personnel, in particular E. M. Beck, Dr. M. Bröker-Preuß, U. Roggenbuck. We gratefully acknowledge the collaboration with: Prof. Dr. Grönemeyer and Prof. Dr. R. Seibel. Also we are grateful to H. Feldmann (City Council Bochum), F. Beyer (City Council Essen) and H. J. Libera (City Council Mülheim an der Ruhr).

Author information

Authors and Affiliations

Authors

Consortia

Corresponding author

Correspondence to Nico Dragano.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Dragano, N., Hoffmann, B., Stang, A. et al. Subclinical coronary atherosclerosis and neighbourhood deprivation in an urban region. Eur J Epidemiol 24, 25–35 (2009). https://doi.org/10.1007/s10654-008-9292-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10654-008-9292-9

Keywords

Navigation