title: Combined impact of lead, cadmium, polychlorinated biphenyls and non-chemical risk factors on blood pressure in NHANES.
abstract: High blood pressure is associated with exposure to multiple chemical and non-chemical risk factors, but epidemiological analyses to date have not assessed the combined effects of both chemical and non-chemical stressors on human populations in the context of cumulative risk assessment. We developed a novel modeling approach to evaluate the combined impact of lead, cadmium, polychlorinated biphenyls (PCBs), and multiple non-chemical risk factors on four blood pressure measures using data for adults aged ≥ 20 years from the National Health and Nutrition Examination Survey (1999-2008). We developed predictive models for chemical and other stressors. Structural equation models were applied to account for complex associations among predictors of stressors as well as blood pressure. Models showed that blood lead, serum PCBs, and established non-chemical stressors were significantly associated with blood pressure. Lead was the chemical stressor most predictive of diastolic blood pressure and mean arterial pressure, while PCBs had a greater influence on systolic blood pressure and pulse pressure, and blood cadmium was not a significant predictor of blood pressure. The simultaneously fit exposure models explained 34%, 43% and 52% of the variance for lead, cadmium and PCBs, respectively. The structural equation models were developed using predictors available from public data streams (e.g., U.S. Census), which would allow the models to be applied to any U.S. population exposed to these multiple stressors in order to identify high risk subpopulations, direct intervention strategies, and inform public policy.
authors.affiliation: Department of Environmental Health, Boston University School of Public Health, Boston, MA, USA. Electronic address: petersj@bu.edu.
authors.forename: Junenette L
authors.initials: JL
authors.lastname: Peters
authors.affiliation: Department of Environmental Health, Boston University School of Public Health, Boston, MA, USA. Electronic address: pfabian@bu.edu.
authors.forename: M Patricia
authors.initials: MP
authors.lastname: Fabian
authors.affiliation: Department of Environmental Health, Boston University School of Public Health, Boston, MA, USA. Electronic address: jonlevy@bu.edu.
authors.forename: Jonathan I
authors.initials: JI
authors.lastname: Levy
mesh_terms: D000328:Adult; D001794:Blood Pressure / Q000187:drug effects*; D002104:Cadmium / Q000633:toxicity; D004781:Environmental Exposure / Q000009:adverse effects*; D005260:Female; D006801:Humans; D006973:Hypertension / Q000453:epidemiology* / Q000209:etiology; D007854:Lead / Q000633:toxicity; D008297:Male; D008875:Middle Aged; D008962:Models, Theoretical; D009749:Nutrition Surveys; D011078:Polychlorinated Biphenyls / Q000633:toxicity; D012307:Risk Factors; D013312:Stress, Physiological; D014481:United States / Q000453:epidemiology; D055815:Young Adult
chemical_list: D002104:Cadmium; D007854:Lead; D011078:Polychlorinated Biphenyls
keywords: Blood pressure; Cadmium; Lead; Polychlorinated biphenyls; Risk assessment