Abstract
Objectives
To investigate whether life course exposure to adverse socioeconomic positions (SEP) as well as maintaining a low SEP or decreasing the SEP intra- and intergeneration was associated with an increased 10-year cardiovascular disease (CVD) risk predicted by the Framingham Risk Score.
Methods
This is a cross-sectional analysis of baseline data (2008–2010) of 13,544 active workers from ELSA-Brasil cohort. Maternal education, leg length, social class of first occupation and education were used to evaluate childhood, youth and adulthood SEP.
Results
After considering adulthood SEP, exposure to early-life low SEP remained associated with an increased 10-year CVD risk. The 10-year CVD risk also rose as the number of exposures to low SEP throughout life increased. Compared to individuals in high-stable intragenerational trajectory, those in upward, downward, or stable low trajectory presented higher 10-year CVD risk. Increasing individuals’ SEP over generation showed no increased risk of 10-year CVD risk compared to individuals in high-stable trajectory.
Conclusions
Childhood may be a critical period for exposures to social adversities. Life course low SEP may also affect the 10-year CVD risk via accumulation of risk and social mobility.
Similar content being viewed by others
References
Aquino EM, Barreto SM, Bensenor IM, Carvalho MS, Chor D, Duncan BB et al (2012) Brazilian Longitudinal Study of Adult Health (ELSA-Brasil): objectives and design. Am J Epidemiol 175:315–324
Araújo LF, Giatti L, Reis RC, Goulart C, Schmidt MI, Duncan BB et al (2015) Inconsistency of association between coffee consumption and cognitive function in adults and elderly in a cross-sectional study (ELSA-Brasil). Nutrients 7:9590–9601
Barker DJ (2003) Editorial: the developmental origins of adult disease. Eur J Epidemiol 18:733–736
Bender R, Lange S (2001) Adjusting for multiple testing—when and how? J Clin Epidemiol 54:343–349
Benetou V, Chloptsios Y, Zavitsanos X, Karalis D, Naska A, Trichopoulou A (2000) Total cholesterol and HDL-cholesterol in relation to socioeconomic status in a sample of 11,645 Greek adults: the EPIC study in Greece. Scand J Public Health 28:260–265
Boyle MH, Racine Y, Georgiades K et al (2006) The influence of economic development level, household wealth and maternal education on child health in the developing world. Soc Sci Med 63:2242–2254
Brindle PM, McConnachie A, Upton MN, Hart CL, Smith GD, Watt GC (2005) The accuracy of the Framingham risk-score in different socioeconomic groups: a prospective study. Brit J Gen Pract 55:838–845
Camelo LV, Giatti L, Chor D, Griep RH, Benseñor IM, Santos IS, Kawachi I, Barreto SM (2015) Associations of life course socioeconomic position and job stress with carotid intima-media thickness. The Brazilian Longitudinal Study of Adult Health (ELSA-Brasil). Soc Sci Med 141:91–99
Camelo LV, Giatti L, Duncan BB, Chor D, Griep RH, Schmidt MI, Barreto SM (2016) Gender differences in cumulative life-course socioeconomic position and social mobility in relation to new onset diabetes in adults—the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil). Ann Epidemiol. doi:10.1016/j.annepidem.2016.09.014
Chia YC, Gray SYW, Ching SM, Lim HM, Chinna K (2015) Validation of the Framingham general cardiovascular risk score in a multiethnic Asian population: a retrospective cohort study. BMJ open 5:e007324
D’Agostino RB, Vasan RS, Pencina MJ, Wolf PA, Cobain M, Massaro JM, Kannel WB (2008) General cardiovascular risk profile for use in primary care the Framingham Heart Study. Circulation 117:743–753
Danese A, McEwen BS (2012) Adverse childhood experiences, allostasis, allostatic load, and age-related disease. Physiol Behav 106:29–39
Dickhaus T (2014) Multiple testing and model selection. In: Dickhaus T (ed) Simultaneous statistical inference: with applications in the life science. Springer, Heidelberg, pp 103–115
Fehm L, Beesdo K, Jacobi F, Fiedler A (2008) Social anxiety disorder above and below the diagnostic threshold: prevalence, comorbidity and impairment in the general population. Soc Psychiatry Psychiatr Epidemiol 43:257–265
Ferrie JE, Langenberg C, Shipley MJ, Marmot MG (2006) Birth weight, components of height and coronary heart disease: evidence from the Whitehall II study. Int J Epidemiol 35:1532–1542
Galobardes B, Smith GD, Lynch JW (2006) Systematic review of the influence of childhood socioeconomic circumstances on risk for cardiovascular disease in adulthood. Ann Epidemiol 16:91–104
Gebreab SY, Roux AVD, Brenner AB, Hickson DA, Sims M, Subramanyam M et al (2015) The impact of lifecourse socioeconomic position on cardiovascular disease events in African Americans: the jackson heart study. J Am Heart Assoc 4:e001553
Giesinger I, Goldblatt P, Howden-Chapman P, Marmot M, Kuh D, Brunner E (2014) Association of socioeconomic position with smoking and mortality: the contribution of early life circumstances in the 1946 birth cohort. J Epidemiol Community Health 68:275–279
Gigante DP, Nazmi A, Lima RC, Barros FC, Victora CG (2009) Epidemiology of early and late growth in height, leg and trunk length: findings from a birth cohort of Brazilian males. Eur J Clin Nutr 63:375–381
Glymour MM, Avendaño M, Haas S, Berkman LF (2008) Lifecourse social conditions and racial disparities in incidence of first stroke. Ann Epidemiol 18:904–912
Hallqvist J, Lynch J, Bartley M, Lang T, Blane D (2004) Can we disentangle life course processes of accumulation, critical period and social mobility? An analysis of disadvantaged socio-economic positions and myocardial infarction in the Stockholm Heart Epidemiology Program. Soc Sci Med 58:1555–1562
Harper S, Lynch J, Smith GD (2011) Social determinants and the decline of cardiovascular diseases: understanding the links. Annu Rev Public Health 32:39–69
Hasan MT, Soares Magalhaes RJ, Williams GM, Mamun AA (2015) The role of maternal education in the 15-year trajectory of malnutrition in children under 5 years of age in Bangladesh. Mater Child Nutr 12:929–939
Högberg L, Cnattingius S, Lundholm C, Sparén P, Iliadou AN (2012) Intergenerational social mobility and the risk of hypertension. J Epidemiol Community Health 66:e9
IPAC guidelines for data processing and analysis—short and long forms (2005) http://www.ipaq.ki.se. Accessed 26 June 2016
Johnson-Lawrence V, Galea S, Kaplan G (2015) Cumulative socioeconomic disadvantage and cardiovascular disease mortality in the Alameda County Study 1965 to 2000. Ann Epidemiol 25:65–70
Kamphuis CB, Turrell G, Giskes K, Mackenbach JP, Van Lenthe FJ (2013) Life course socioeconomic conditions, adulthood risk factors and cardiovascular mortality among men and women: a 17-year follow up of the GLOBE study. Int J Cardiol 168:2207–2213
Karlamangla AS, Merkin SS, Crimmins EM, Seeman TE (2010) Socioeconomic and ethnic disparities in cardiovascular risk in the United States, 2001–2006. Ann Epidemiol 20:617–628
Kittleson MM, Meoni LA, Wang NY, Chu AY, Ford DE, Klag MJ (2006) Association of childhood socioeconomic status with subsequent coronary heart disease in physicians. Arch Intern Med 166:2356–2361
Kuh D, Ben-Shlomo Y, Lynch J, Hallqvist J, Power C (2003) Life course epidemiology. J Epidemiol Community Health 57:778–783
Lawlor DA, Batty GD, Morton SM, Clark H, Macintyre S, Leon DA (2005) Childhood socioeconomic position, educational attainment, and adult cardiovascular risk factors: the Aberdeen children of the 1950s cohort study. Am J Public Health 95:1245–1251
Loucks EB, Lynch JW, Pilote L et al (2009) Life-Course Socioeconomic Position and Incidence of Coronary Heart Disease The Framingham Offspring Study. Am J Epidemiol 169:829–836
Loucks EB, Almeida ND, Taylor SE, Matthews KA (2011) Childhood family psychosocial environment and coronary heart disease risk. Psychosom Med 73:563–571
Maty SC, James SA, Kaplan GA (2010) Life-course socioeconomic position and incidence of diabetes mellitus among blacks and whites: the Alameda County Study, 1965–1999. Am J Public Health 100:137–145
McCullagh P, Nelder JA (1989) Generalized linear models. Chapman & Hall, London
Ministry of Labor and Employment (2010) Brazilian classification of occupations. http://wp.ufpel.edu.br/observatoriosocial/files/2014/09/CBO-Livro-1.pdf. Accessed 05 Oct 2016
Mishra GD, Chiesa F, Goodman A, De Stavola B, Koupil I (2013) Socio-economic position over the life course and all-cause, and circulatory diseases mortality at age 50–87 years: results from a Swedish birth cohort. Eur J Epidemiol 28:139–147
Murray ET, Mishra GD, Kuh D, Guralnik J, Black S, Hardy R (2011) Life course models of socioeconomic position and cardiovascular risk factors: 1946 birth cohort. Ann Epidemiol 21:589–597
Nagelhout GE, de Korte-de Boer D, Kunst AE, van der Meer RM, de Vries H, van Gelder BM, Willemsen MC (2012) Trends in socioeconomic inequalities in smoking prevalence, consumption, initiation, and cessation between 2001 and 2008 in the Netherlands. Findings from a national population survey. BMC Public Health 18:303
Pollitt RA, Rose KM, Kaufman JS (2005) Evaluating the evidence for models of life course socioeconomic factors and cardiovascular outcomes: a systematic review. BMC Public Health 20:7
Power C et al (2007) Life-course influences on health in British adults: effects of socio-economic position in childhood and adulthood. Int J Epidemiol 36:532–539
Rodenas LM et al (2013) Framingham risk score for prediction of cardiovascular diseases: a population-based study from southern Europe. PLoS One 8:e73529
Roser M (2015). Literacy. Our world in data. http://ourworldindata.org/data/education-knowledge/literacy/. Accessed 03 Nov 2016
Singh-Manoux A, Ferrie JE, Chandola T, Marmot M (2004) Socioeconomic trajectories across the life course and health outcomes in midlife: evidence for the accumulation hypothesis? Int J Epidemiol 33:1072–1079
Stringhini S, Sabia S, Shipley M, Brunner E, Nabi H, Kivimaki M, Singh-Manoux A (2010) Association of socioeconomic position with health behaviors and mortality. JAMA 303:1159–1166
Stringhini S, Batty GD, Bovet P et al (2013) Association of lifecourse socioeconomic status with chronic inflammation and type 2 diabetes risk: the Whitehall II prospective cohort study. Plos Med 10:e1001479
Tan TW, Eslami M, Rybin D, Doros G, Zhang WW, Farber A (2015) Blood transfusion is associated with increased risk of perioperative complications and prolonged hospital duration of stay among patients undergoing amputation. Surgery 158:1609–1616
Tiikkaja S, Hemstrom Ö (2008) Does intergenerational social mobility among men affect cardiovascular mortality? A population-based register study from Sweden. Scand J Public Health 36:619–628
Tiikkaja S, Hemström Ö, Vågerö D (2009) Intergenerational class mobility and cardiovascular mortality among Swedish women: a population-based register study. Soc Sci Med 68:733–739
World Health Organization (1998) Mental disorders in primary care: a WHO education package. http://apps.who.int/iris/bitstream/10665/67186/1/WHO_MSA_MNHIEAC_98.1.pdf. Accessed 02 July 2016
Acknowledgements
We would like to thank all ELSA-Brasil participants for their valuable contribution to this study. This work was supported by the Brazilian Ministry of Health (Department of Science and Technology) and the Ministry of Science, Technology and Innovation (FINEP, Financiadora de Estudos e Projetos, &CNPq, National Research Council), Grants No. 01 06 0010.00, 01 06 0212.00, 01 06 0300.00, 01 06 0278.00, 01 06 0115.00 and 01 06 0071.00. DRS Andrade had postgraduate fellowship; LV Camelo and RCP Reis have postdoctoral research fellowships from the Coordination of Higher Education Personnel Improvement (CAPES). SM Barreto, ALP Ribeiro and L Giatti are research fellows of the National Research Council (CNPq, Grants No. 300159/99-4,309073/2011-1&312371/2013-6). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Ethical statement
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
Conflict of interest
The authors declare that there is no conflict of interest.
Rights and permissions
About this article
Cite this article
de Sousa Andrade, D.R., Camelo, L.V., dos Reis, R.C.P. et al. Life course socioeconomic adversities and 10-year risk of cardiovascular disease: cross-sectional analysis of the Brazilian Longitudinal Study of Adult Health. Int J Public Health 62, 283–292 (2017). https://doi.org/10.1007/s00038-016-0928-3
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00038-016-0928-3