SynthesisAmerican journal of human genetics2023
Epigenome-wide meta-analysis of BMI in nine cohorts: Examining the utility of epigenetically predicted BMI.
Synthesis in American journal of human genetics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 1 of them a synthesis that pooled it.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
20 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Epigenome-wide association study meta-analysis of BMI in African Americans.HGG advances · 2026Pooled it
- A Predictive Tool Based on DNA Methylation Data for Personalized Weight Loss through Different Dietary Strategies: A Pilot Study.Nutrients · 2023Trial
- Epigenetic indicators of body mass predict survival outcomes in colorectal cancer patients: patient cohort analysis.Genome medicine · 2026Article
- Nutrient-Sensitive Epigenetic Modifiers as Candidate Biomarkers of Metabolic Dysfunction in Obesity: A Nutrigenomic Review.International journal of molecular sciences · 2026Review
- Epigenetic fingerprints link early-onset colon and rectal cancer to pesticide exposure.Nature medicine · 2026Article
- Article
- Epigenetic and polygenic contributions to body mass index: a validation study of predictive models.Clinical epigenetics · 2026Article
- Novel epigenetic marks of insulin resistance trajectories in a longitudinal study of childhood obesity.Cardiovascular diabetology · 2026Article
- An Integrative Polygenic and Epigenetic Risk Score for Overweight-related Hypertension in Chinese Population.Genomics, proteomics & bioinformatics · 2025Article
- Novel approaches and applications in identifying DNA methylation markers of cardio-kidney-metabolic disease.Epigenomics · 2025Review
- Epigenetic Changes Associated With Obesity-related Metabolic Comorbidities.Journal of the Endocrine Society · 2025Review
- Unraveling the Genetic Architecture of Obesity: A Path to Personalized Medicine.Diagnostics (Basel, Switzerland) · 2025Review
- Nonlinear relationship between serum high sensitivity C reactive protein to high density lipoprotein cholesterol ratio with non-alcoholic fatty liver disease.Scientific reports · 2025Article
- DNA methylation-based predictors of metabolic traits in Scottish and Singaporean cohorts.American journal of human genetics · 2025Article
- Epigenome-Wide and Methylation Risk Score Analysis of Body Mass Index Among People with HIV.Epigenomes · 2024Article
- Omics feature selection with the extended SIS R package: identification of a body mass index epigenetic multimarker in the Strong Heart Study.American journal of epidemiology · 2024Article
- Negative association between higher maternal pre-pregnancy body mass index and breastfeeding outcomes is not mediated by DNA methylation.Scientific reports · 2024Article
- Epigenomic insights into common human disease pathology.Cellular and molecular life sciences : CMLS · 2024Review
- Genetics and Epigenetics in Obesity: What Do We Know so Far?Current obesity reports · 2023Review
- Epigenome-wide association study using peripheral blood leukocytes identifies genomic regions associated with periodontal disease and edentulism in the Atherosclerosis Risk in Communities study.Journal of clinical periodontology · 2023Article
Corrections and comments
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Authors and funding
26 authors.
Funding
Abstract
This study sought to examine the association between DNA methylation and body mass index (BMI) and the potential of BMI-associated cytosine-phosphate-guanine (CpG) sites to provide information about metabolic health. We pooled summary statistics from six trans-ethnic epigenome-wide association studies (EWASs) of BMI representing nine cohorts (n = 17,034), replicated these findings in the Women's Health Initiative (WHI, n = 4,822), and developed an epigenetic prediction score of BMI. In the pooled EWASs, 1,265 CpG sites were associated with BMI (p < 1E-7) and 1,238 replicated in the WHI (FDR < 0.05). We performed several stratified analyses to examine whether these associations differed between individuals of European and African descent, as defined by self-reported race/ethnicity. We found that five CpG sites had a significant interaction with BMI by race/ethnicity. To examine the utility of the significant CpG sites in predicting BMI, we used elastic net regression to predict log-normalized BMI in the WHI (80% training/20% testing). This model found that 397 sites could explain 32% of the variance in BMI in the WHI test set. Individuals whose methylome-predicted BMI overestimated their BMI (high epigenetic BMI) had significantly higher glucose and triglycerides and lower HDL cholesterol and LDL cholesterol compared to accurately predicted BMI. Individuals whose methylome-predicted BMI underestimated their BMI (low epigenetic BMI) had significantly higher HDL cholesterol and lower glucose and triglycerides. This study confirmed 553 and identified 685 CpG sites associated with BMI. Participants with high epigenetic BMI had poorer metabolic health, suggesting that the overestimation may be driven in part by cardiometabolic derangements characteristic of metabolic syndrome.
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