ArticlePloS one2021
A 6-CpG validated methylation risk score model for metabolic syndrome: The HyperGEN and GOLDN studies.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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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
9 citing papers in PubMed.
- Systems Age: a single blood methylation test to quantify aging heterogeneity across 11 physiological systems.Nature aging · 2025Article
- Improving Cardiovascular Health Through the Consideration of Social Factors in Genetics and Genomics Research: A Scientific Statement From the American Heart Association.Circulation. Cardiovascular quality and outcomes · 2025Review
- Blood-Based Epigenetic Biomarkers Associated With Incident Chronic Kidney Disease in Individuals With Type 2 Diabetes.Diabetes · 2025Article
- A methylation risk score for chronic kidney disease: a HyperGEN study.Scientific reports · 2024Article
- A robust panel based on genomic methylation sites for recurrence-free survival in early hepatocellular carcinoma.Heliyon · 2023Article
- DNA methylation-based biomarkers for cardiometabolic-related traits and their importance for risk stratification.Current opinion in epidemiology and public health · 2023Article
- DNA methylation in peripheral blood leukocytes for the association with glucose metabolism and invasive breast cancer.Clinical epigenetics · 2023Article
- Metabolite profiles and DNA methylation in metabolic syndrome: a two-sample, bidirectional Mendelian randomization.Frontiers in genetics · 2023Article
- A blood DNA methylation biomarker for predicting short-term risk of cardiovascular events.Clinical epigenetics · 2022Article
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
There has been great interest in genetic risk prediction using risk scores in recent years, however, the utility of scores developed in European populations and later applied to non-European populations has not been successful. The goal of this study was to create a methylation risk score (MRS) for metabolic syndrome (MetS), demonstrating the utility of MRS across race groups using cross-sectional data from the Hypertension Genetic Epidemiology Network (HyperGEN, N = 614 African Americans (AA)) and the Genetics of Lipid Lowering Drugs and Diet Network (GOLDN, N = 995 European Americans (EA)). To demonstrate this, we first selected cytosine-guanine dinucleotides (CpG) sites measured on Illumina Methyl450 arrays previously reported to be significantly associated with MetS and/or component conditions in more than one race/ethnic group (CPT1A cg00574958, PHOSPHO1 cg02650017, ABCG1 cg06500161, SREBF1 cg11024682, SOCS3 cg18181703, TXNIP cg19693031). Second, we calculated the parameter estimates for the 6 CpGs in the HyperGEN data (AA) and used the beta estimates as weights to construct a MRS in HyperGEN (AA), which was validated in GOLDN (EA). We performed association analyses using logistic mixed models to test the association between the MRS and MetS, adjusting for covariates. Results showed the MRS was significantly associated with MetS in both populations. In summary, a MRS for MetS was a strong predictor for the condition across two race groups, suggesting MRS may be useful to examine metabolic disease risk or related complications across race/ethnic groups.
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Registered trials
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