Blood DNA Methylation and Incident Coronary Heart Disease: Evidence From the Strong Heart Study
- PMID: 34347013
- PMCID: PMC8340006
- DOI: 10.1001/jamacardio.2021.2704
Blood DNA Methylation and Incident Coronary Heart Disease: Evidence From the Strong Heart Study
Abstract
Importance: American Indian communities experience a high burden of coronary heart disease (CHD). Strategies are needed to identify individuals at risk and implement preventive interventions.
Objective: To investigate the association of blood DNA methylation (DNAm) with incident CHD using a large number of methylation sites (cytosine-phosphate-guanine [CpG]) in a single model.
Design, setting, and participants: This prospective study, including a discovery cohort (the Strong Heart Study [SHS]) and 4 additional cohorts (the Women's Health Initiative [WHI], the Framingham Heart Study [FHS], the Atherosclerosis Risk in Communities Study ([ARIC]-Black, and ARIC-White), evaluated 12 American Indian communities in 4 US states; African American women, Hispanic women, and White women throughout the US; White men and White women from Massachusetts; and Black men and women and White men and women from 4 US communities. A total of 2321 men and women (mean [SD] follow-up, 19.1 [9.2] years) were included in the SHS, 1874 women (mean [SD] follow-up, 15.8 [5.9] years) in the WHI, 2128 men and women (mean [SD] follow-up, 7.7 [1.8] years) in the FHS, 2114 men and women (mean [SD] follow-up, 20.9 [7.2] years) in the ARIC-Black, and 931 men and women (mean [SD] follow-up, 20.9 [7.2] years) in the ARIC-White. Data were collected from May 1989 to December 2018 and analyzed from February 2019 to May 2021.
Exposure: Blood DNA methylation.
Main outcome and measure: Using a high-dimensional time-to-event elastic-net model for the association of 407 224 CpG sites with incident CHD in the SHS (749 events), this study selected the differentially methylated CpG positions (DMPs) selected in the SHS and evaluated them in the WHI (531 events), FHS (143 events), ARIC-Black (350 events), and ARIC-White (121 events) cohorts.
Results: The median (IQR) age of participants in SHS was 55 (49-62) years, and 1359 participants (58.6%) were women. Elastic-net models selected 505 DMPs associated with incident CHD in the SHS beyond established risk factors, center, blood cell counts, and genetic principal components. Among those DMPs, 33 were commonly selected in 3 or 4 of the other cohorts and the pooled hazard ratios from the standard Cox models were significant at P < .05 for 10 of the DMPs. For example, the hazard ratio (95% CI) for CHD comparing the 90th and 10th percentiles of differentially methylated CpGs was 0.86 (0.78-0.95) for cg16604233 (tagged to COL11A2) and 1.23 (1.08-1.39) for cg09926486 (tagged to FRMD5). Some of the DMPs were consistent in the direction of the association; others showed associations in opposite directions across cohorts. Untargeted independent elastic-net models of CHD showed distinct DMPs, genes, and network of genes in the 5 cohorts.
Conclusions and relevance: In this multi-cohort study, blood-based DNAm findings supported an association between a complex blood epigenomic signature and CHD that was largely different across populations.
Conflict of interest statement
Figures

Similar articles
-
Association of Sickle Cell Trait With Incidence of Coronary Heart Disease Among African American Individuals.JAMA Netw Open. 2021 Jan 4;4(1):e2030435. doi: 10.1001/jamanetworkopen.2020.30435. JAMA Netw Open. 2021. PMID: 33399855 Free PMC article.
-
Metabolomic Analysis of Coronary Heart Disease in an African American Cohort From the Jackson Heart Study.JAMA Cardiol. 2022 Feb 1;7(2):184-194. doi: 10.1001/jamacardio.2021.4925. JAMA Cardiol. 2022. PMID: 34851361 Free PMC article.
-
Predictive Accuracy of a Polygenic Risk Score Compared With a Clinical Risk Score for Incident Coronary Heart Disease.JAMA. 2020 Feb 18;323(7):627-635. doi: 10.1001/jama.2019.21782. JAMA. 2020. PMID: 32068817 Free PMC article.
-
Prevalence and Predictors of Premature Coronary Heart Disease Among Asians in the United States: A National Health Interview Survey Study.Curr Probl Cardiol. 2023 Jul;48(7):101152. doi: 10.1016/j.cpcardiol.2022.101152. Epub 2022 Feb 26. Curr Probl Cardiol. 2023. PMID: 35231531 Review.
-
The ARIC (Atherosclerosis Risk In Communities) Study: JACC Focus Seminar 3/8.J Am Coll Cardiol. 2021 Jun 15;77(23):2939-2959. doi: 10.1016/j.jacc.2021.04.035. J Am Coll Cardiol. 2021. PMID: 34112321 Free PMC article. Review.
Cited by
-
Epigenetic Biomarkers of Lead Exposure and Cardiovascular Disease: Prospective Evidence in the Strong Heart Study.J Am Heart Assoc. 2022 Dec 6;11(23):e026934. doi: 10.1161/JAHA.122.026934. Epub 2022 Nov 16. J Am Heart Assoc. 2022. PMID: 36382957 Free PMC article.
-
Metabolic reprogramming and epigenetic modifications in cancer: from the impacts and mechanisms to the treatment potential.Exp Mol Med. 2023 Jul;55(7):1357-1370. doi: 10.1038/s12276-023-01020-1. Epub 2023 Jul 3. Exp Mol Med. 2023. PMID: 37394582 Free PMC article. Review.
-
AESurv: autoencoder survival analysis for accurate early prediction of coronary heart disease.Brief Bioinform. 2024 Sep 23;25(6):bbae479. doi: 10.1093/bib/bbae479. Brief Bioinform. 2024. PMID: 39323093 Free PMC article.
-
Global burden, trends, and inequalities of ischemic heart disease among young adults from 1990 to 2019: a population-based study.Front Cardiovasc Med. 2023 Nov 24;10:1274663. doi: 10.3389/fcvm.2023.1274663. eCollection 2023. Front Cardiovasc Med. 2023. PMID: 38075966 Free PMC article.
-
Identification of DNA methylation-regulated genes as potential biomarkers for coronary heart disease via machine learning in the Framingham Heart Study.Clin Epigenetics. 2022 Sep 30;14(1):122. doi: 10.1186/s13148-022-01343-2. Clin Epigenetics. 2022. PMID: 36180886 Free PMC article.
References
-
- Breathett K, Sims M, Gross M, et al. ; American Heart Association Council on Epidemiology and Prevention; Council on Quality of Care and Outcomes Research; Council on Cardiovascular and Stroke Nursing; Council on Clinical Cardiology; and Council on Lifestyle and Cardiometabolic Health . Cardiovascular health in American Indians and Alaska Natives: a scientific statement from the American Heart Association. Circulation. 2020;141(25):e948-e959. doi:10.1161/CIR.0000000000000773 - DOI - PMC - PubMed
Publication types
MeSH terms
Grants and funding
- HHSN268201600001C/HL/NHLBI NIH HHS/United States
- R01 ES025216/ES/NIEHS NIH HHS/United States
- R01 ES021367/ES/NIEHS NIH HHS/United States
- P42 ES010349/ES/NIEHS NIH HHS/United States
- R01 HL109319/HL/NHLBI NIH HHS/United States
- R01 HL109315/HL/NHLBI NIH HHS/United States
- HHSN268201500001I/HL/NHLBI NIH HHS/United States
- R01 HL109284/HL/NHLBI NIH HHS/United States
- N01HC25195/HL/NHLBI NIH HHS/United States
- R01 HL092577/HL/NHLBI NIH HHS/United States
- R01 HL109301/HL/NHLBI NIH HHS/United States
- P30 ES009089/ES/NIEHS NIH HHS/United States
- R25 ES025505/ES/NIEHS NIH HHS/United States
- HHSN268201600003C/HL/NHLBI NIH HHS/United States
- R01 NS087541/NS/NINDS NIH HHS/United States
- HHSN268201700001I/HL/NHLBI NIH HHS/United States
- UL1 TR001409/TR/NCATS NIH HHS/United States
- HHSN268201700004I/HL/NHLBI NIH HHS/United States
- R01 HL109282/HL/NHLBI NIH HHS/United States
- HHSN268201600002C/HL/NHLBI NIH HHS/United States
- HHSN268201700002I/HL/NHLBI NIH HHS/United States
- HHSN268201600004C/HL/NHLBI NIH HHS/United States
- HHSN268201700005I/HL/NHLBI NIH HHS/United States
- R01 HL090863/HL/NHLBI NIH HHS/United States
- HHSN268201600018C/HL/NHLBI NIH HHS/United States
- HHSN268201700003I/HL/NHLBI NIH HHS/United States
LinkOut - more resources
Full Text Sources
Miscellaneous