Cardiovascular risk factor mediation of the effects of education and Genetic Risk Score on cardiovascular disease: a prospective observational cohort study of the Framingham Heart Study

被引:21
作者
Powell, Katie L. [1 ]
Stephens, Sebastien R. [2 ,3 ]
Stephens, Alexandre S. [4 ,5 ,6 ]
机构
[1] Bond Univ, Fac Hlth Sci & Med, Gold Coast, Qld, Australia
[2] Gold Coast Hosp & Hlth Serv, Orthopaed, Southport, Qld, Australia
[3] Griffith Univ, Sch Med, Fac Hlth, Gold Coast, NSW, Australia
[4] Northern NSW Local Hlth Dist, Clin Governance, Lismore, NSW, Australia
[5] Univ Sydney, Sch Publ Hlth, Fac Med & Hlth, Sydney, NSW, Australia
[6] Southern Cross Univ, Sch Hlth & Human Sci, Lismore, NSW, Australia
关键词
cardiac epidemiology; statistics & research methods; epidemiology; INEQUALITIES; METAANALYSIS; ASSOCIATION; PREDICTION; MORTALITY; PROFILE; EVENTS; TRENDS;
D O I
10.1136/bmjopen-2020-045210
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
ObjectivesLevel of education and genetic risk are key predictors of cardiovascular disease (CVD). While several studies have explored the causal mechanisms of education effects, it remains uncertain to what extent genetic risk is mediated by established CVD risk factors. This study sought to investigate this and explored the mediation of education and genetic effects on CVD by established cardiovascular risk factors in the Framingham Heart Study (FHS).DesignProspective observational cohort study.Participants7017 participants from the FHS.SettingCommunity-based cohort of adults in Framingham, Massachusetts, USA.Primary outcome measureIncident CVD. The total effects of education and genetic predisposition using a 63-variant genetic risk score (GRS) on CVD, as well as those mediated by established CVD risk factors, were assessed via mediation analysis based on the counterfactual framework using Cox proportional hazards regression models.ResultsOver a median follow-up time of 12.0 years, 1091 participants experienced a CVD event. Education and GRS displayed significant associations with CVD after adjustment for age and sex and the established risk factors smoking, total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), body mass index, systolic blood pressure (SBP) and diabetes. For education effects, smoking, HDL-C and SBP were estimated to mediate 18.8% (95% CI 9.5% to 43%), 11.5% (95% CI 5.7% to 29.0%) and 4.5% (95% CI 1.6% to 13.3%) of the total effect of graduate degree, respectively, with the collective of all risk factors combined mediating 38.5% (95% 24.1% to 64.9%). A much smaller proportion of the effects of GRS were mediated by established risk factors combined (17.6%, 95% CI 2.4% to 35.7%), with HDL-C and TC mediating 11.5% (95% CI 6.2% to 21.5%) and 3.1% (95% CI 0.2% to 8.3%), respectively.ConclusionsUnlike education inequalities, established risk factors mediated only a fraction of GRS effects on CVD. Further research is required to elucidate the underlying causal mechanisms of genetic contributions to CVD.
引用
收藏
页数:10
相关论文
共 31 条
[1]   Genomic prediction of coronary heart disease [J].
Abraham, Gad ;
Havulinna, Aki S. ;
Bhalala, Oneil G. ;
Byars, Sean G. ;
De Livera, Alysha M. ;
Yetukuri, Laxman ;
Tikkanen, Emmi ;
Perola, Markus ;
Schunkert, Heribert ;
Sijbrands, Eric J. ;
Palotie, Aarno ;
Samani, Nilesh J. ;
Salomaa, Veikko ;
Ripatti, Samuli ;
Inouye, Michael .
EUROPEAN HEART JOURNAL, 2016, 37 (43) :3267-3278
[2]   Trends in Diabetes Incidence: The Framingham Heart Study [J].
Abraham, Tobin M. ;
Pencina, Karol M. ;
Pencina, Michael J. ;
Fox, Caroline S. .
DIABETES CARE, 2015, 38 (03) :482-487
[3]   Understanding the consequences of education inequality on cardiovascular disease: mendelian randomisation study [J].
Carter, Alice R. ;
Gill, Dipender ;
Davies, Neil M. ;
Taylor, Amy E. ;
Tillmann, Taavi ;
Vaucher, Julien ;
Wootton, Robyn E. ;
Munafo, Marcus R. ;
Hemani, Gibran ;
Malik, Rainer ;
Seshadri, Sudha ;
Woo, Daniel ;
Burgess, Stephen ;
Smith, George Davey ;
Holmes, Michael V. ;
Tzoulaki, Ioanna ;
Howe, Laura D. ;
Dehghan, Abbas .
BMJ-BRITISH MEDICAL JOURNAL, 2019, 365
[4]   Mediation analysis with causally ordered mediators using Cox proportional hazards model [J].
Cho, Shu-Hsien ;
Huang, Yen-Tsung .
STATISTICS IN MEDICINE, 2019, 38 (09) :1566-1581
[5]   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) [J].
Cleeman, JI ;
Grundy, SM ;
Becker, D ;
Clark, LT ;
Cooper, RS ;
Denke, MA ;
Howard, WJ ;
Hunninghake, DB ;
Illingworth, DR ;
Luepker, RV ;
McBride, P ;
McKenney, JM ;
Pasternak, RC ;
Stone, NJ ;
Van Horn, L ;
Brewer, HB ;
Ernst, ND ;
Gordon, D ;
Levy, D ;
Rifkind, B ;
Rossouw, JE ;
Savage, P ;
Haffner, SM ;
Orloff, DG ;
Proschan, MA ;
Schwartz, JS ;
Sempos, CT ;
Shero, ST ;
Murray, EZ .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2001, 285 (19) :2486-2497
[6]   General cardiovascular risk profile for use in primary care - The Framingham Heart Study [J].
D'Agostino, Ralph B. ;
Vasan, Ramachandran S. ;
Pencina, Michael J. ;
Wolf, Philip A. ;
Cobain, Mark ;
Massaro, Joseph M. ;
Kannel, William B. .
CIRCULATION, 2008, 117 (06) :743-753
[7]   The association between education and cardiovascular disease incidence is mediated by hypertension, diabetes, and body mass index [J].
Degano, Irene R. ;
Marrugat, Jaume ;
Grau, Maria ;
Salvador-Gonzalez, Betlem ;
Ramos, Rafel ;
Zamora, Alberto ;
Marti, Ruth ;
Elosua, Roberto .
SCIENTIFIC REPORTS, 2017, 7
[8]   Metabolic Mediators of the Effects of Family History and Genetic Risk Score on Coronary Heart Disease-Findings From the Malmo Diet and Cancer Study [J].
Fritz, Josef ;
Shiffman, Dov ;
Melander, Olle ;
Tada, Hayato ;
Ulmer, Hanno .
JOURNAL OF THE AMERICAN HEART ASSOCIATION, 2017, 6 (03)
[9]   Effects of smoking and smoking cessation on lipids and lipoproteins: Outcomes from a randomized clinical trial [J].
Gepner, Adam D. ;
Piper, Megan E. ;
Johnson, Heather M. ;
Fiore, Michael C. ;
Baker, Timothy B. ;
Stein, James H. .
AMERICAN HEART JOURNAL, 2011, 161 (01) :145-151
[10]  
Heron M.P., Deaths: leading causes for 2011