Skip to main content
Top
Published in: BMC Cardiovascular Disorders 1/2017

Open Access 01-12-2017 | Research article

Association of cumulative social risk with mortality and adverse cardiovascular disease outcomes

Authors: Sebhat Erqou, Justin B. Echouffo-Tcheugui, Kevin E. Kip, Aryan Aiyer, Steven E. Reis

Published in: BMC Cardiovascular Disorders | Issue 1/2017

Login to get access

Abstract

Background

Quantifying the cumulative effect of social risk factors on cardiovascular disease (CVD) risk can help to better understand the sources of disparities in health outcomes.

Method and results

Data from the Heart Strategies Concentrating on Risk Evaluation (HeartSCORE) study were used to create an index of cumulative social risk (CSR) and quantify its association with incident CVD and all-cause mortality. CSR was defined by assigning a score of 1 for the presence of each of 4 social factors: i) racial minority status (Black race), ii) single living status, iii) low income, and iv) low educational level. Hazard ratios (HRs) were computed using Cox-regression models, adjusted for CVD risk factors. Over a median follow-up period of 8.3 years, 127 incident events were observed. The incidence of the primary outcome for subgroups of participants with 0, 1, and ≥2 CSR scores was 5.31 (95% CI, 3.40–7.22), 10.32 (7.16–13.49) and 17.80 (12.94–22.67) per 1000 person-years, respectively. Individuals with CSR score of 1 had an adjusted HR of 1.85 (1.15–2.97) for incident primary outcomes, compared to those with score of 0. The corresponding HR for individuals with CSR score of 2 or more was 2.58 (1.60–4.17).

Conclusion

An accumulation of social risk factors independently increased the likelihood of CVD events and deaths in a cohort of White and Black individuals.
Appendix
Available only for authorised users
Literature
1.
go back to reference Stewart JA, Dundas R, Howard RS, Rudd AG, Wolfe CD. Ethnic differences in incidence of stroke: prospective study with stroke register. BMJ. 1999;318:967–71.CrossRefPubMedPubMedCentral Stewart JA, Dundas R, Howard RS, Rudd AG, Wolfe CD. Ethnic differences in incidence of stroke: prospective study with stroke register. BMJ. 1999;318:967–71.CrossRefPubMedPubMedCentral
3.
go back to reference Mensah GA, Mokdad AH, Ford ES, Greenlund KJ, Croft JB. State of disparities in cardiovascular health in the United States. Circulation. 2005;111:1233–41.CrossRefPubMed Mensah GA, Mokdad AH, Ford ES, Greenlund KJ, Croft JB. State of disparities in cardiovascular health in the United States. Circulation. 2005;111:1233–41.CrossRefPubMed
4.
go back to reference Thom T, Haase N, Rosamond W, Howard VJ, Rumsfeld J, Manolio T, Zheng ZJ, Flegal K, O'Donnell C, Kittner S, Lloyd-Jones D, Goff DC, Jr., Hong Y, Adams R, Friday G, Furie K, Gorelick P, Kissela B, Marler J, Meigs J, Roger V, Sidney S, Sorlie P, Steinberger J, Wasserthiel-Smoller S, Wilson M, Wolf P, American Heart Association Statistics C and Stroke Statistics S. Heart disease and stroke statistics--2006 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee. Circulation. 2006;113:e85–151. Accessed 16 Nov 2016. doi:10.1161/CIRCULATIONAHA.105.171600. Thom T, Haase N, Rosamond W, Howard VJ, Rumsfeld J, Manolio T, Zheng ZJ, Flegal K, O'Donnell C, Kittner S, Lloyd-Jones D, Goff DC, Jr., Hong Y, Adams R, Friday G, Furie K, Gorelick P, Kissela B, Marler J, Meigs J, Roger V, Sidney S, Sorlie P, Steinberger J, Wasserthiel-Smoller S, Wilson M, Wolf P, American Heart Association Statistics C and Stroke Statistics S. Heart disease and stroke statistics--2006 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee. Circulation. 2006;113:e85–151. Accessed 16 Nov 2016. doi:10.​1161/​CIRCULATIONAHA.​105.​171600.
5.
go back to reference Murray CJ, Kulkarni SC, Michaud C, Tomijima N, Bulzacchelli MT, Iandiorio TJ, Ezzati M. Eight Americas: investigating mortality disparities across races, counties, and race-counties in the United States. PLoS Med 2006;3:e260. Accessed 16 Nov 2016. doi:10.1371/journal.pmed.0030260. Murray CJ, Kulkarni SC, Michaud C, Tomijima N, Bulzacchelli MT, Iandiorio TJ, Ezzati M. Eight Americas: investigating mortality disparities across races, counties, and race-counties in the United States. PLoS Med 2006;3:e260. Accessed 16 Nov 2016. doi:10.​1371/​journal.​pmed.​0030260.
6.
go back to reference Erqou S, Kip KE, Mulukutla SR, Aiyer AN, Reis SE. Endothelial dysfunction and racial disparities in mortality and Adverse cardiovascular disease outcomes. Clin Cardiol. 2016;39:338–44.CrossRefPubMed Erqou S, Kip KE, Mulukutla SR, Aiyer AN, Reis SE. Endothelial dysfunction and racial disparities in mortality and Adverse cardiovascular disease outcomes. Clin Cardiol. 2016;39:338–44.CrossRefPubMed
7.
go back to reference Caleyachetty R, Echouffo-Tcheugui JB, Shimbo D, Zhu W, Muennig P. Cumulative social risk and risk of death from cardiovascular diseases and all-causes. Int J Cardiol. 2014;177:1106–7.CrossRefPubMed Caleyachetty R, Echouffo-Tcheugui JB, Shimbo D, Zhu W, Muennig P. Cumulative social risk and risk of death from cardiovascular diseases and all-causes. Int J Cardiol. 2014;177:1106–7.CrossRefPubMed
8.
go back to reference Pollitt RA, Rose KM, Kaufman JS. Evaluating the evidence for models of life course socioeconomic factors and cardiovascular outcomes: a systematic review. BMC Public Health. 2005;5:7.CrossRefPubMedPubMedCentral Pollitt RA, Rose KM, Kaufman JS. Evaluating the evidence for models of life course socioeconomic factors and cardiovascular outcomes: a systematic review. BMC Public Health. 2005;5:7.CrossRefPubMedPubMedCentral
9.
go back to reference Assari S. Race and ethnic differences in additive and multiplicative effects of depression and anxiety on cardiovascular risk. Int J Prev Med. 2016;7:22.CrossRefPubMedPubMedCentral Assari S. Race and ethnic differences in additive and multiplicative effects of depression and anxiety on cardiovascular risk. Int J Prev Med. 2016;7:22.CrossRefPubMedPubMedCentral
10.
go back to reference Brewer LC, Cooper LA. Race, discrimination, and cardiovascular disease. Virtual Mentor. 2014;16:455–60.PubMed Brewer LC, Cooper LA. Race, discrimination, and cardiovascular disease. Virtual Mentor. 2014;16:455–60.PubMed
11.
go back to reference Parashar S, Rumsfeld JS, Reid KJ, Buchanan D, Dawood N, Khizer S, Lichtman J, Vaccarino V, Investigators PR. Impact of depression on sex differences in outcome after myocardial infarction. Circ Cardiovasc Qual Outcomes. 2009;2:33–40.CrossRefPubMedPubMedCentral Parashar S, Rumsfeld JS, Reid KJ, Buchanan D, Dawood N, Khizer S, Lichtman J, Vaccarino V, Investigators PR. Impact of depression on sex differences in outcome after myocardial infarction. Circ Cardiovasc Qual Outcomes. 2009;2:33–40.CrossRefPubMedPubMedCentral
12.
go back to reference Mulukutla SR, Venkitachalam L, Bambs C, Kip KE, Aiyer A, Marroquin OC, Reis SE. Black race is associated with digital artery endothelial dysfunction: results from the heart SCORE study. Eur Heart J. 2010;31:2808–15.CrossRefPubMed Mulukutla SR, Venkitachalam L, Bambs C, Kip KE, Aiyer A, Marroquin OC, Reis SE. Black race is associated with digital artery endothelial dysfunction: results from the heart SCORE study. Eur Heart J. 2010;31:2808–15.CrossRefPubMed
13.
go back to reference Aiyer AN, Kip KE, Marroquin OC, Mulukutla SR, Edmundowicz D, Reis SE. Racial differences in coronary artery calcification are not attributed to differences in lipoprotein particle sizes: the heart strategies concentrating on risk evaluation (heart SCORE) study. Am Heart J. 2007;153:328–34.CrossRefPubMed Aiyer AN, Kip KE, Marroquin OC, Mulukutla SR, Edmundowicz D, Reis SE. Racial differences in coronary artery calcification are not attributed to differences in lipoprotein particle sizes: the heart strategies concentrating on risk evaluation (heart SCORE) study. Am Heart J. 2007;153:328–34.CrossRefPubMed
14.
go back to reference Erqou S, Kip KE, Mulukutla SR, Aiyer AN, Reis SE. Racial differences in the burden of coronary artery calcium and carotid intima media thickness between blacks and Whites. Neth Heart J. 2015;23:44–51.CrossRefPubMed Erqou S, Kip KE, Mulukutla SR, Aiyer AN, Reis SE. Racial differences in the burden of coronary artery calcium and carotid intima media thickness between blacks and Whites. Neth Heart J. 2015;23:44–51.CrossRefPubMed
15.
go back to reference Radloff LS. The CES-D scale: a self-reported depression scale for research in the general population. Appl Psychol Meas. 1977;1:385–401.CrossRef Radloff LS. The CES-D scale: a self-reported depression scale for research in the general population. Appl Psychol Meas. 1977;1:385–401.CrossRef
16.
go back to reference Cohen S, Kamarck T, Mermelstein R. A global measure of perceived stress. J Health Soc Behav. 1983;24:385–96.CrossRefPubMed Cohen S, Kamarck T, Mermelstein R. A global measure of perceived stress. J Health Soc Behav. 1983;24:385–96.CrossRefPubMed
17.
go back to reference Krieger N, Smith K, Naishadham D, Hartman C, Barbeau EM. Experiences of discrimination: validity and reliability of a self-report measure for population health research on racism and health. Soc Sci Med. 2005;61:1576–96.CrossRefPubMed Krieger N, Smith K, Naishadham D, Hartman C, Barbeau EM. Experiences of discrimination: validity and reliability of a self-report measure for population health research on racism and health. Soc Sci Med. 2005;61:1576–96.CrossRefPubMed
18.
go back to reference Ainsworth BE, Jacobs DR Jr, Leon AS. Validity and reliability of self-reported physical activity status: the lipid research clinics questionnaire. Med Sci Sports Exerc. 1993;25:92–8.CrossRefPubMed Ainsworth BE, Jacobs DR Jr, Leon AS. Validity and reliability of self-reported physical activity status: the lipid research clinics questionnaire. Med Sci Sports Exerc. 1993;25:92–8.CrossRefPubMed
19.
go back to reference Lloyd-Jones DM, Hong Y, Labarthe D, Mozaffarian D, Appel LJ, Van Horn L, Greenlund K, Daniels S, Nichol G, Tomaselli GF, Arnett DK, Fonarow GC, Ho PM, Lauer MS, Masoudi FA, Robertson RM, Roger V, Schwamm LH, Sorlie P, Yancy CW, Rosamond WD, American Heart Association Strategic Planning Task F and Statistics C. Defining and setting national goals for cardiovascular health promotion and disease reduction: the American Heart Association's strategic Impact Goal through 2020 and beyond. Circulation. 2010;121:586–613.CrossRefPubMed Lloyd-Jones DM, Hong Y, Labarthe D, Mozaffarian D, Appel LJ, Van Horn L, Greenlund K, Daniels S, Nichol G, Tomaselli GF, Arnett DK, Fonarow GC, Ho PM, Lauer MS, Masoudi FA, Robertson RM, Roger V, Schwamm LH, Sorlie P, Yancy CW, Rosamond WD, American Heart Association Strategic Planning Task F and Statistics C. Defining and setting national goals for cardiovascular health promotion and disease reduction: the American Heart Association's strategic Impact Goal through 2020 and beyond. Circulation. 2010;121:586–613.CrossRefPubMed
20.
go back to reference Bambs C, Kip KE, Dinga A, Mulukutla SR, Aiyer AN, Reis SE. Low prevalence of "ideal cardiovascular health" in a community-based population: the heart strategies concentrating on risk evaluation (heart SCORE) study. Circulation. 2011;123:850–7.CrossRefPubMedPubMedCentral Bambs C, Kip KE, Dinga A, Mulukutla SR, Aiyer AN, Reis SE. Low prevalence of "ideal cardiovascular health" in a community-based population: the heart strategies concentrating on risk evaluation (heart SCORE) study. Circulation. 2011;123:850–7.CrossRefPubMedPubMedCentral
21.
go back to reference Rifas-Shiman SL, Willett WC, Lobb R, Kotch J, Dart C, Gillman MW. PrimeScreen, a brief dietary screening tool: reproducibility and comparability with both a longer food frequency questionnaire and biomarkers. Public Health Nutr. 2001;4:249–54.CrossRefPubMed Rifas-Shiman SL, Willett WC, Lobb R, Kotch J, Dart C, Gillman MW. PrimeScreen, a brief dietary screening tool: reproducibility and comparability with both a longer food frequency questionnaire and biomarkers. Public Health Nutr. 2001;4:249–54.CrossRefPubMed
22.
go back to reference Goyal A, Bhatt DL, Steg PG, Gersh BJ, Alberts MJ, Ohman EM, Corbalan R, Eagle KA, Gaxiola E, Gao R, Goto S, D'Agostino RB, Califf RM, Smith SC Jr, Wilson PW, Reduction of Atherothrombosis for Continued Health Registry I. Attained educational level and incident atherothrombotic events in low- and middle-income compared with high-income countries. Circulation. 2010;122:1167–75.CrossRefPubMed Goyal A, Bhatt DL, Steg PG, Gersh BJ, Alberts MJ, Ohman EM, Corbalan R, Eagle KA, Gaxiola E, Gao R, Goto S, D'Agostino RB, Califf RM, Smith SC Jr, Wilson PW, Reduction of Atherothrombosis for Continued Health Registry I. Attained educational level and incident atherothrombotic events in low- and middle-income compared with high-income countries. Circulation. 2010;122:1167–75.CrossRefPubMed
23.
go back to reference Bucholz EM, Rathore SS, Gosch K, Schoenfeld A, Jones PG, Buchanan DM, Spertus JA, Krumholz HM. Effect of living alone on patient outcomes after hospitalization for acute myocardial infarction. Am J Cardiol. 2011;108:943–8.CrossRefPubMedPubMedCentral Bucholz EM, Rathore SS, Gosch K, Schoenfeld A, Jones PG, Buchanan DM, Spertus JA, Krumholz HM. Effect of living alone on patient outcomes after hospitalization for acute myocardial infarction. Am J Cardiol. 2011;108:943–8.CrossRefPubMedPubMedCentral
24.
go back to reference Udell JA, Steg PG, Scirica BM, Smith SC Jr, Ohman EM, Eagle KA, Goto S, Cho JI, Bhatt DL, Investigators REoAfCHR. Living alone and cardiovascular risk in outpatients at risk of or with atherothrombosis. Arch Intern Med. 2012;172:1086–95.CrossRefPubMed Udell JA, Steg PG, Scirica BM, Smith SC Jr, Ohman EM, Eagle KA, Goto S, Cho JI, Bhatt DL, Investigators REoAfCHR. Living alone and cardiovascular risk in outpatients at risk of or with atherothrombosis. Arch Intern Med. 2012;172:1086–95.CrossRefPubMed
25.
26.
go back to reference Ljung R, Hallqvist J. Accumulation of adverse socioeconomic position over the entire life course and the risk of myocardial infarction among men and women: results from the Stockholm heart epidemiology program (SHEEP). J Epidemiol Community Health. 2006;60:1080–4.CrossRefPubMedPubMedCentral Ljung R, Hallqvist J. Accumulation of adverse socioeconomic position over the entire life course and the risk of myocardial infarction among men and women: results from the Stockholm heart epidemiology program (SHEEP). J Epidemiol Community Health. 2006;60:1080–4.CrossRefPubMedPubMedCentral
27.
go back to reference Lawlor DA, Ebrahim S, Davey SG. Adverse socioeconomic position across the lifecourse increases coronary heart disease risk cumulatively: findings from the British women's heart and health study. J Epidemiol Community Health. 2005;59:785–93.CrossRefPubMedPubMedCentral Lawlor DA, Ebrahim S, Davey SG. Adverse socioeconomic position across the lifecourse increases coronary heart disease risk cumulatively: findings from the British women's heart and health study. J Epidemiol Community Health. 2005;59:785–93.CrossRefPubMedPubMedCentral
28.
go back to reference Glier MB, Green TJ, Devlin AM. Methyl nutrients, DNA methylation, and cardiovascular disease. Mol Nutr Food Res. 2014;58:172–82.CrossRefPubMed Glier MB, Green TJ, Devlin AM. Methyl nutrients, DNA methylation, and cardiovascular disease. Mol Nutr Food Res. 2014;58:172–82.CrossRefPubMed
29.
go back to reference Borghol N, Suderman M, McArdle W, Racine A, Hallett M, Pembrey M, Hertzman C, Power C, Szyf M. Associations with early-life socio-economic position in adult DNA methylation. Int J Epidemiol. 2012;41:62–74.CrossRefPubMed Borghol N, Suderman M, McArdle W, Racine A, Hallett M, Pembrey M, Hertzman C, Power C, Szyf M. Associations with early-life socio-economic position in adult DNA methylation. Int J Epidemiol. 2012;41:62–74.CrossRefPubMed
30.
go back to reference Subramanyam MA, Diez-Roux AV, Pilsner JR, Villamor E, Donohue KM, Liu Y, Jenny NS. Social factors and leukocyte DNA methylation of repetitive sequences: the multi-ethnic study of atherosclerosis. PLoS One 2013;8:e54018. Accessed 16 Nov 2016. doi:10.1371/journal.pone.0054018. Subramanyam MA, Diez-Roux AV, Pilsner JR, Villamor E, Donohue KM, Liu Y, Jenny NS. Social factors and leukocyte DNA methylation of repetitive sequences: the multi-ethnic study of atherosclerosis. PLoS One 2013;8:e54018. Accessed 16 Nov 2016. doi:10.​1371/​journal.​pone.​0054018.
31.
go back to reference McGuinness D, McGlynn LM, Johnson PC, MacIntyre A, Batty GD, Burns H, Cavanagh J, Deans KA, Ford I, McConnachie A, McGinty A, McLean JS, Millar K, Packard CJ, Sattar NA, Tannahill C, Velupillai YN, Shiels PG. Socio-economic status is associated with epigenetic differences in the pSoBid cohort. Int J Epidemiol. 2012;41:151–60.CrossRefPubMed McGuinness D, McGlynn LM, Johnson PC, MacIntyre A, Batty GD, Burns H, Cavanagh J, Deans KA, Ford I, McConnachie A, McGinty A, McLean JS, Millar K, Packard CJ, Sattar NA, Tannahill C, Velupillai YN, Shiels PG. Socio-economic status is associated with epigenetic differences in the pSoBid cohort. Int J Epidemiol. 2012;41:151–60.CrossRefPubMed
32.
go back to reference Stringhini S, Polidoro S, Sacerdote C, Kelly RS, van Veldhoven K, Agnoli C, Grioni S, Tumino R, Giurdanella MC, Panico S, Mattiello A, Palli D, Masala G, Gallo V, Castagne R, Paccaud F, Campanella G, Chadeau-Hyam M, Vineis P. Life-course socioeconomic status and DNA methylation of genes regulating inflammation. Int J Epidemiol. 2015;44:1320–30.CrossRefPubMed Stringhini S, Polidoro S, Sacerdote C, Kelly RS, van Veldhoven K, Agnoli C, Grioni S, Tumino R, Giurdanella MC, Panico S, Mattiello A, Palli D, Masala G, Gallo V, Castagne R, Paccaud F, Campanella G, Chadeau-Hyam M, Vineis P. Life-course socioeconomic status and DNA methylation of genes regulating inflammation. Int J Epidemiol. 2015;44:1320–30.CrossRefPubMed
33.
go back to reference Kovesdy CP, Norris KC, Boulware LE, Lu JL, Ma JZ, Streja E, Molnar MZ, Kalantar-Zadeh K. Association of race with mortality and cardiovascular events in a large cohort of US veterans. Circulation. 2015;132(16):1538–48.CrossRefPubMedPubMedCentral Kovesdy CP, Norris KC, Boulware LE, Lu JL, Ma JZ, Streja E, Molnar MZ, Kalantar-Zadeh K. Association of race with mortality and cardiovascular events in a large cohort of US veterans. Circulation. 2015;132(16):1538–48.CrossRefPubMedPubMedCentral
34.
go back to reference Hippisley-Cox J, Coupland C, Vinogradova Y, Robson J, Minhas R, Sheikh A, Brindle P. Predicting cardiovascular risk in England and Wales: prospective derivation and validation of QRISK2. BMJ. 2008;336:1475–82.CrossRefPubMedPubMedCentral Hippisley-Cox J, Coupland C, Vinogradova Y, Robson J, Minhas R, Sheikh A, Brindle P. Predicting cardiovascular risk in England and Wales: prospective derivation and validation of QRISK2. BMJ. 2008;336:1475–82.CrossRefPubMedPubMedCentral
35.
go back to reference Chetty R, Stepner M, Abraham S, Lin S, Scuderi B, Turner N, Bergeron A, Cutler D. The association between income and life expectancy in the United States, 2001-2014. JAMA. 2016;315:1750–66.CrossRefPubMedPubMedCentral Chetty R, Stepner M, Abraham S, Lin S, Scuderi B, Turner N, Bergeron A, Cutler D. The association between income and life expectancy in the United States, 2001-2014. JAMA. 2016;315:1750–66.CrossRefPubMedPubMedCentral
36.
go back to reference Fiscella K, Tancredi D, Franks P. Adding socioeconomic status to Framingham scoring to reduce disparities in coronary risk assessment. Am Heart J. 2009;157:988–94.CrossRefPubMed Fiscella K, Tancredi D, Franks P. Adding socioeconomic status to Framingham scoring to reduce disparities in coronary risk assessment. Am Heart J. 2009;157:988–94.CrossRefPubMed
37.
go back to reference Brindle PM, McConnachie A, Upton MN, Hart CL, Davey Smith G, Watt GC. The accuracy of the Framingham risk-score in different socioeconomic groups: a prospective study. Br J Gen Pract. 2005;55:838–45.PubMedPubMedCentral Brindle PM, McConnachie A, Upton MN, Hart CL, Davey Smith G, Watt GC. The accuracy of the Framingham risk-score in different socioeconomic groups: a prospective study. Br J Gen Pract. 2005;55:838–45.PubMedPubMedCentral
Metadata
Title
Association of cumulative social risk with mortality and adverse cardiovascular disease outcomes
Authors
Sebhat Erqou
Justin B. Echouffo-Tcheugui
Kevin E. Kip
Aryan Aiyer
Steven E. Reis
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Cardiovascular Disorders / Issue 1/2017
Electronic ISSN: 1471-2261
DOI
https://doi.org/10.1186/s12872-017-0539-9

Other articles of this Issue 1/2017

BMC Cardiovascular Disorders 1/2017 Go to the issue