Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Meta-Analysis
. 2023 Jan;31(1):243-255.
doi: 10.1002/oby.23589. Epub 2022 Dec 7.

Epigenome-wide association study of BMI in Black populations from InterGEN and GENOA

Affiliations
Meta-Analysis

Epigenome-wide association study of BMI in Black populations from InterGEN and GENOA

Jacquelyn Y Taylor et al. Obesity (Silver Spring). 2023 Jan.

Abstract

Objective: Obesity is a significant public health concern across the globe. Research investigating epigenetic mechanisms related to obesity and obesity-associated conditions has identified differences that may contribute to cellular dysregulation that accelerates the development of disease. However, few studies include Black women, who experience the highest incidence of obesity and early onset of cardiometabolic disorders.

Methods: The association of BMI with epigenome-wide DNA methylation (DNAm) was examined using the 850K Illumina EPIC BeadChip in two Black populations (Intergenerational Impact of Genetic and Psychological Factors on Blood Pressure [InterGEN], n = 239; and The Genetic Epidemiology Network of Arteriopathy [GENOA] study, n = 961) using linear mixed-effects regression models adjusted for batch effects, cell type heterogeneity, population stratification, and confounding factors.

Results: Cross-sectional analysis of the InterGEN discovery cohort identified 28 DNAm sites significantly associated with BMI, 24 of which had not been previously reported. Of these, 17 were replicated using the GENOA study. In addition, a meta-analysis, including both the InterGEN and GENOA cohorts, identified 658 DNAm sites associated with BMI with false discovery rate < 0.05. In a meta-analysis of Black women, we identified 628 DNAm sites significantly associated with BMI. Using a more stringent significance threshold of Bonferroni-corrected p value 0.05, 65 and 61 DNAm sites associated with BMI were identified from the combined sex and female-only meta-analyses, respectively.

Conclusions: This study suggests that BMI is associated with differences in DNAm among women that can be identified with DNA extracted from salivary (discovery) and peripheral blood (replication) samples among Black populations across two cohorts.

PubMed Disclaimer

Conflict of interest statement

The authors declared no conflict of interest.

Figures

FIGURE 1
FIGURE 1
Quantile‐quantile (Q‐Q) plot of InterGEN and GENOA. Inflation factors of InterGEN, GENOA, and GENOA female‐only EWAS are 1.09, 1.01, and 1.02, respectively. EWAS, epigenome‐wide association study [Color figure can be viewed at wileyonlinelibrary.com]
FIGURE 2
FIGURE 2
Manhattan plot of InterGEN and GENOA BMI EWAS. EWAS, epigenome‐wide association study [Color figure can be viewed at wileyonlinelibrary.com]
FIGURE 3
FIGURE 3
Meta‐analysis of epigenome‐wide associations with BMI from InterGEN and GENOA. (A) Manhattan plot of the meta‐analysis of BMI EWAS. Horizontal line indicates genome‐wide significance of Bonferroni‐corrected p value 0.05. (B) Quantile‐quantile plot of the meta‐analysis of BMI EWAS. Inflation factor of 1.06. (C) Scatterplot comparing the β coefficients of the top BMI associations between the InterGEN and GENOA samples. Correlation coefficient: 0.93 (p  < 2.2 × 10−16); β coefficient: 0.70 (SE: 0.035, p  < 2 × 10−16). EWAS, epigenome wide association study [Color figure can be viewed at wileyonlinelibrary.com]
FIGURE 4
FIGURE 4
Meta‐analysis of epigenome‐wide associations with BMI from InterGEN and GENOA females only. (A) Manhattan plot of the female‐only meta‐analysis. Horizontal line indicates genome‐wide significance of Bonferroni‐corrected p value 0.05. (B) Quantile‐quantile plot: inflation factor of 1.07. (C) Scatterplot of β coefficients among 65 genome‐wide significant DNA methylation sites in the female‐only meta‐analysis. Correlation coefficient of 0.93 (p < 2.2 × 10−16); β coefficient of 0.75 (SE 0.039, p  < 2 × 10−16) [Color figure can be viewed at wileyonlinelibrary.com]

Similar articles

Cited by

References

    1. Wahl S, Drong A, Lehne B, et al. Epigenome‐wide association study of body mass index, and the adverse outcomes of adiposity. Nature. 2017;541:81‐86. - PMC - PubMed
    1. Afshin A, Forouzanfar MH, Reitsma MB, et al. Health effects of overweight and obesity in 195 countries over 25 years. N Engl J Med. 2017;377:13‐27. - PMC - PubMed
    1. Hales CM, Carroll MD, Fryar CD, Ogden CL. Prevalence of obesity and severe obesity among adults: United States, 2017–2018. NCHS Data Brief, no. 360. National Center for Health Statistics; 2020. - PubMed
    1. Sayols‐Baixeras S, Subirana I, Fernández‐Sanlés A, et al. DNA methylation and obesity traits: an epigenome‐wide association study. The REGICOR study. Epigenetics. 2017;12:909‐916. - PMC - PubMed
    1. Centers for Disease Control and Prevention . About adult BMI. Updated June 3, 2022. https://www.cdc.gov/healthyweight/assessing/bmi/adult_bmi/index.html

Publication types