ArticleEnvironmental health : a global access science source2014
Distribution of metals exposure and associations with cardiometabolic risk factors in the "Modeling the Epidemiologic Transition Study".
Article in Environmental health : a global access science source, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it, 42 citations in OpenAlex.
- Mercury Exposure and Risk of Type 2 Diabetes: A Systematic Review and Meta-Analysis.International journal of clinical practice · 2022Pooled it
- Novel evidence of arsenic-related excess adiposity and its implication in the risk of cardiometabolic diseases.Environmental research · 2025Article
- Associations Between Lead and Cadmium Exposure and Subclinical Cardiovascular Disease in U.S. Adults.Cardiovascular toxicology · 2025Article
- Article
- Toxic metals impact gut microbiota and metabolic risk in five African-origin populations.Gut microbes reports · 2025Article
- Biochemical study of the risk of diabetes, prediabetic and insulin resistance in car painters and its association with mercury exposure: a retrospective case-control study.Toxicology research · 2024Article
- Mercury exposure is associated with obesity: a systematic review and meta-analysis.Korean journal of community nutrition · 2023Review
- Exposure to Heavy Metals and Serum Adiponectin Levels among Workers: A 2-Year Follow-Up Study.Metabolites · 2023Article
- Perinatal Metal and Metalloid Exposures and Offspring Cardiovascular Health Risk.Current environmental health reports · 2022Review
- Article
- Gestational Cd Exposure in the CD-1 Mouse Induces Sex-Specific Hepatic Insulin Insensitivity, Obesity, and Metabolic Syndrome in Adult Female Offspring.Toxicological sciences : an official journal of the Society of Toxicology · 2020Article
- Arsenic and Obesity: a Review of Causation and Interaction.Current environmental health reports · 2020Review
- Evaluation of different types of arsenic methylation and its relationship with metabolic syndrome in an area chronically exposed to arsenic.Environmental analysis, health and toxicology · 2020Article
- Prenatal Lead Exposure, Type 2 Diabetes, and Cardiometabolic Risk Factors in Mexican Children at Age 10-18 Years.The Journal of clinical endocrinology and metabolism · 2020Article
- Association between maternal blood cadmium and lead concentrations and gestational diabetes mellitus in the Japan Environment and Children's Study.International archives of occupational and environmental health · 2019Article
- Environmental Health Research in Africa: Important Progress and Promising Opportunities.Frontiers in genetics · 2019Review
- Gut microbiota, short chain fatty acids, and obesity across the epidemiologic transition: the METS-Microbiome study protocol.BMC public health · 2018Article
- The Association of Arsenic Exposure and Arsenic Metabolism With the Metabolic Syndrome and Its Individual Components: Prospective Evidence From the Strong Heart Family Study.American journal of epidemiology · 2018Article
- Heavy Metal Exposure and Metabolic Syndrome: Evidence from Human and Model System Studies.Current environmental health reports · 2018Review
- Blood mercury concentration in relation to metabolic and weight phenotypes using the KNHANES 2011-2013 data.International archives of occupational and environmental health · 2018Article
Corrections and comments
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Authors and funding
12 authors at 6 institutions in 7 countries.
Funding
Abstract
backgroundMetals are known endocrine disruptors and have been linked to cardiometabolic diseases via multiple potential mechanisms, yet few human studies have both the exposure variability and biologically-relevant phenotype data available. We sought to examine the distribution of metals exposure and potential associations with cardiometabolic risk factors in the "Modeling the Epidemiologic Transition Study" (METS), a prospective cohort study designed to assess energy balance and change in body weight, diabetes and cardiovascular disease risk in five countries at different stages of social and economic development.
methodsYoung adults (25-45 years) of African descent were enrolled (N = 500 from each site) in: Ghana, South Africa, Seychelles, Jamaica and the U.S.A. We randomly selected 150 blood samples (N = 30 from each site) to determine concentrations of selected metals (arsenic, cadmium, lead, mercury) in a subset of participants at baseline and to examine associations with cardiometabolic risk factors.
resultsMedian (interquartile range) metal concentrations (μg/L) were: arsenic 8.5 (7.7); cadmium 0.01 (0.8); lead 16.6 (16.1); and mercury 1.5 (5.0). There were significant differences in metals concentrations by: site location, paid employment status, education, marital status, smoking, alcohol use, and fish intake. After adjusting for these covariates plus age and sex, arsenic (OR 4.1, 95% C.I. 1.2, 14.6) and lead (OR 4.0, 95% C.I. 1.6, 9.6) above the median values were significantly associated with elevated fasting glucose. These associations increased when models were further adjusted for percent body fat: arsenic (OR 5.6, 95% C.I. 1.5, 21.2) and lead (OR 5.0, 95% C.I. 2.0, 12.7). Cadmium and mercury were also related with increased odds of elevated fasting glucose, but the associations were not statistically significant. Arsenic was significantly associated with increased odds of low HDL cholesterol both with (OR 8.0, 95% C.I. 1.8, 35.0) and without (OR 5.9, 95% C.I. 1.5, 23.1) adjustment for percent body fat.
conclusionsWhile not consistent for all cardiometabolic disease markers, these results are suggestive of potentially important associations between metals exposure and cardiometabolic risk. Future studies will examine these associations in the larger cohort over time.
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