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Thilakaratne R, Lin PID, Rifas-Shiman SL, Landero J, Wright RO, Bellinger D, Oken E, Cardenas A. Cross-sectional and prospective associations of early childhood circulating metals with early and mid-childhood cognition in the Project Viva cohort. Environ Res 2024; 246:118068. [PMID: 38157961 PMCID: PMC10947878 DOI: 10.1016/j.envres.2023.118068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 12/15/2023] [Accepted: 12/26/2023] [Indexed: 01/03/2024]
Abstract
BACKGROUND Relatively little is known about the immediate and prospective neurodevelopmental impacts of joint exposure to multiple metals (i.e., metal mixtures) in early childhood. OBJECTIVES To estimate associations of early childhood (∼3 years of age) blood metal concentrations with cognitive test scores at early and mid-childhood (∼8 years of age). METHODS We studied children from the Project Viva cohort. We measured erythrocyte concentrations of seven essential (Co, Cu, Mg, Mn, Mo, Se, and Zn) and eight non-essential metals (As, Ba, Cd, Cs, Hg, Pb, Sn, and Sr) in early childhood blood samples. Trained research assistants administered cognitive tests assessing vocabulary, visual-motor ability, memory, and general intelligence (standard deviations: ∼10 points), in early and mid-childhood. We employed multivariable linear regression to examine associations of individual metals with test scores adjusting for confounders, other concurrently measured metals, and first-trimester maternal blood metals. We also estimated joint associations and explored interaction between metals in mixture analyses. RESULTS We analyzed 349 children (median whole blood Pb ∼1 μg/dL). In cross-sectional analyses, each doubling of Pb was associated with lower visual-motor function (mean difference: -2.43 points, 95% confidence interval (CI): -4.01, -0.86) and receptive vocabulary, i.e., words understood (-1.45 points, 95% CI: -3.26, 0.36). Associations of Pb with mid-childhood cognition were weaker and less precise by comparison. Mg was positively associated with cognition in cross-sectional but not prospective analyses, and cross-sectional associations were attenuated in a sensitivity analysis removing adjustment for concurrent metals. We did not observe joint associations nor interactions. DISCUSSION In this cohort with low blood Pb levels, increased blood Pb was robustly associated with lower cognitive ability in cross-sectional analyses, even after adjustment for prenatal Pb exposure, and regardless of adjustment for metal co-exposures. However, associations with mid-childhood cognition were attenuated and imprecise, suggesting some buffering of Pb neurotoxicity in early life. WHAT THIS STUDY ADDS Relatively few studies have comprehensively separated the effects of neurotoxic metals such as lead (Pb) from pre- and postnatal co-occurring metals, nor examined persistence of associations across childhood. In a cohort of middle-class children, we found higher early childhood (∼3 y) blood Pb was associated with lower scores on cognitive tests, independent of other metals and prenatal blood Pb. However, early childhood Pb was only weakly associated with cognition in mid-childhood (∼8 y). Our results suggest the effects of low-level Pb exposure may attenuate over time in some populations, implying the presence of factors that may buffer Pb neurotoxicity in early life.
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Affiliation(s)
- Ruwan Thilakaratne
- Division of Epidemiology, School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Pi-I D Lin
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - Sheryl L Rifas-Shiman
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - Julio Landero
- Department of Environmental Medicine and Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Robert O Wright
- Department of Environmental Medicine and Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - David Bellinger
- Departments of Neurology and Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Emily Oken
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA
| | - Andres Cardenas
- Department of Epidemiology and Population Health, Stanford University, Stanford, CA, USA.
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Hsu HHL, Lane JM, Schnaas L, Coull BA, Osorio-Valencia E, Chiu YHM, Wilson A, Just AC, Kloog I, Bellinger D, Téllez-Rojo MM, Wright RO. Sensitive development windows of prenatal air pollution and cognitive functioning in preschool age Mexican children. Environ Epidemiol 2024; 8:e291. [PMID: 38343731 PMCID: PMC10852370 DOI: 10.1097/ee9.0000000000000291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 12/18/2023] [Indexed: 03/13/2024] Open
Abstract
Introduction Neurotoxicity resulting from air pollution is of increasing concern. Considering exposure timing effects on neurodevelopmental impairments may be as important as the exposure dose. We used distributed lag regression to determine the sensitive windows of prenatal exposure to fine particulate matter (PM2.5) on children's cognition in a birth cohort in Mexico. Methods Analysis included 553 full-term (≥37 weeks gestation) children. Prenatal daily PM2.5 exposure was estimated using a validated satellite-based spatiotemporal model. McCarthy Scales of Children's Abilities (MSCA) were used to assess children's cognitive function at 4-5 years old (lower scores indicate poorer performance). To identify susceptibility windows, we used Bayesian distributed lag interaction models to examine associations between prenatal PM2.5 levels and MSCA. This allowed us to estimate vulnerable windows while testing for effect modification. Results After adjusting for maternal age, socioeconomic status, child age, and sex, Bayesian distributed lag interaction models showed significant associations between increased PM2.5 levels and decreased general cognitive index scores at 31-35 gestation weeks, decreased quantitative scale scores at 30-36 weeks, decreased motor scale scores at 30-36 weeks, and decreased verbal scale scores at 37-38 weeks. Estimated cumulative effects (CE) of PM2.5 across pregnancy showed significant associations with general cognitive index (C E ^ = -0.35, 95% confidence interval [CI] = -0.68, -0.01), quantitative scale (C E ^ = -0.27, 95% CI = -0.74, -0.02), motor scale (C E ^ = -0.25, 95% CI = -0.44, -0.05), and verbal scale (C E ^ = -0.2, 95% CI = -0.43, -0.02). No significant sex interactions were observed. Conclusions Prenatal exposure to PM2.5, particularly late pregnancy, was inversely associated with subscales of MSCA. Using data-driven methods to identify sensitive window may provide insight into the mechanisms of neurodevelopmental impairment due to pollution.
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Affiliation(s)
- Hsiao-Hsien Leon Hsu
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
- Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Jamil M. Lane
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
| | | | - Brent A. Coull
- Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts
| | | | - Yueh-Hsiu Mathilda Chiu
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
- Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Ander Wilson
- Department of Biostatistics, Colorado State University, Fort Collins, Colorado
| | - Allan C. Just
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
- Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Itai Kloog
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
- Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York, New York
- Department of Geography and Environmental Development, Ben-Gurion University of the Negev, Israel
| | - David Bellinger
- Department of Neurology,Boston Children’s Hospital, Harvard Medical School, Boston, Massachusetts
- National Institute of Public Health, Cuernavaca, Mexico
| | | | - Robert O. Wright
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
- Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York, New York
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Bauer JA, Romano ME, Jackson BP, Bellinger D, Korrick S, Karagas MR. Associations of Perinatal Metal and Metalloid Exposures with Early Child Behavioral Development Over Time in the New Hampshire Birth Cohort Study. Expo Health 2024; 16:135-148. [PMID: 38694196 PMCID: PMC11060719 DOI: 10.1007/s12403-023-00543-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 01/13/2023] [Accepted: 03/01/2023] [Indexed: 05/04/2024]
Abstract
Research on the neurodevelopmental effects of metal(loid)s has focused mainly on outcomes assessed at one time point, even though brain development progresses over time. We investigated biomarkers of perinatal exposure to metals and changes in child behavior over time. We followed 268 participants from the prospective New Hampshire Birth Cohort Study between birth and age 5 years. We measured arsenic (As), copper (Cu), manganese (Mn), lead (Pb), selenium (Se), and zinc (Zn) in toenails from 6-week-old infants. The Behavioral Symptoms Index (BSI), externalizing, and internalizing symptoms were assessed using the Behavior Assessment System for Children, 2nd edition (BASC-2) at ages 3 and 5 years. Multivariable linear regression was used to estimate associations of metals with behavior change, calculated as the difference in symptom raw scores between 3 and 5 years, in addition to the associations for symptom scores at 3 and 5 years separately. Sex-specific associations were also explored using stratified models and a sex-metal interaction term. Adjusted associations of metals and change in behavior varied by exposure and outcome. Each 1 μg/g increase in ln toenail Cu was associated with improved behavior between 3 and 5 years [BSI: β = - 3.88 (95%CI: - 7.12, - 0.64); Externalizing problems: β = - 2.20 (95%CI: - 4.07, - 0.33)]. Increasing Zn was associated with increased externalizing behavior over time (β = 3.42 (95%CI: 0.60, 6.25). Sex-stratified analyses suggested more pronounced associations among boys compared to girls. Perinatal exposure to metals may alter behavioral development between ages 3 and 5 years. Findings support the need for more research on associations between metals and neurodevelopment over longer time periods.
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Affiliation(s)
- Julia A. Bauer
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, 1 Medical Center Dr., Lebanon, Hanover, NH 03756, USA
| | - Megan E. Romano
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, 1 Medical Center Dr., Lebanon, Hanover, NH 03756, USA
| | - Brian P. Jackson
- Department of Earth Sciences, Dartmouth College, Hanover, NH, USA
| | - David Bellinger
- Departments of Neurology and Psychiatry, Boston Children’s Hospital, Boston, MA, USA
- Departments of Neurology and Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Susan Korrick
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Margaret R. Karagas
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, 1 Medical Center Dr., Lebanon, Hanover, NH 03756, USA
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Thilakaratne R, Lin PID, Rifas-Shiman SL, Wright RO, Hubbard A, Hivert MF, Bellinger D, Oken E, Cardenas A. Mixtures of Metals and Micronutrients in Early Pregnancy and Cognition in Early and Mid-Childhood: Findings from the Project Viva Cohort. Environ Health Perspect 2023; 131:87008. [PMID: 37585348 PMCID: PMC10431487 DOI: 10.1289/ehp12016] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 07/20/2023] [Accepted: 07/21/2023] [Indexed: 08/18/2023]
Abstract
BACKGROUND The developing fetal brain is sensitive to many environmental exposures. However, the independent and joint effects of prenatal exposure to metals and micronutrients on child cognition are not well understood. OBJECTIVES Our aim was to evaluate associations of first-trimester (∼ 10 wk) maternal erythrocyte concentrations of mixtures of nonessential and essential metals and micronutrients with early (∼ 3 y) and mid-childhood (∼ 8 y) cognitive test scores in Project Viva, a prebirth cohort in Boston, Massachusetts, USA. METHODS We measured concentrations of five essential metals (Cu, Mg, Mn, Se, Zn) and two micronutrients (vitamin B12 and folate), together termed the "nutrient mixture," as well as six nonessential metals (As, Ba, Cd, Cs, Hg, Pb), together termed the "neurotoxic mixture," in first-trimester (∼ 10 wk) maternal erythrocytes (metals) or plasma (micronutrients). We assessed visual-motor function and receptive vocabulary in early childhood (∼ 3 y), and visual-motor function, visual memory, and fluid and crystallized intelligence in mid-childhood (∼ 8 y). We employed adjusted quantile g-computation and linear regression to estimate mixture and individual component associations, respectively. RESULTS Analyses included 900 mother-child pairs (74% college graduates; 52% male children). In mixture analyses, a quartile increase in the nutrient mixture was associated with a mean difference in early childhood receptive vocabulary score of 1.58 points [95% confidence interval (CI): 0.06, 3.10], driven by Zn and Se. A quartile increase in the neurotoxic mixture was associated with a mean difference in mid-childhood visual-motor score of - 3.01 points (95% CI: - 5.55 , - 0.47 ), driven by Ba and Cs. Linear regressions supported quantile g-computation findings for mixture component contributions. DISCUSSION Maternal circulating concentrations of several essential (Zn and Se) and nonessential (Ba and Cs) metals were associated with some domains of child cognition. In this folate-replete cohort, first-trimester circulating concentrations of known neurotoxic metals, such as Pb, were not associated with child cognition. https://doi.org/10.1289/EHP12016.
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Affiliation(s)
- Ruwan Thilakaratne
- Division of Epidemiology, School of Public Health, University of California, Berkeley, Berkeley, California, USA
| | - Pi-I D Lin
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Massachusetts, USA
| | - Sheryl L Rifas-Shiman
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Massachusetts, USA
| | - Robert O Wright
- Department of Environmental Medicine and Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York City, New York, USA
| | - Alan Hubbard
- Division of Biostatistics, School of Public Health, University of California, Berkeley, Berkeley, California, USA
| | | | - David Bellinger
- Departments of Neurology and Psychiatry, Harvard Medical School, Boston, Massachusetts, USA
| | - Emily Oken
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Massachusetts, USA
| | - Andres Cardenas
- Department of Epidemiology and Population Health, Stanford University, Stanford, California, USA
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Schmithorst V, Ceschin R, Lee V, Wallace J, Sahel A, Chenevert T, Parmar H, Berman JI, Vossough A, Qiu D, Kadom N, Grant PE, Gagoski B, LaViolette P, Maheshwari M, Sleeper LA, Bellinger D, Ilardi D, O’Neil S, Miller TA, Detterich J, Hill KD, Atz AM, Richmond M, Cnota J, Mahle WT, Ghanayem N, Gaynor W, Goldberg CS, Newburger JW, Panigrahy A. Single Ventricle Reconstruction III: Brain Connectome and Neurodevelopmental Outcomes: Design, Recruitment, and Technical Challenges of a Multicenter, Observational Neuroimaging Study. medRxiv 2023:2023.04.12.23288433. [PMID: 37131744 PMCID: PMC10153324 DOI: 10.1101/2023.04.12.23288433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Patients with hypoplastic left heart syndrome who have been palliated with the Fontan procedure are at risk for adverse neurodevelopmental outcomes, lower quality of life, and reduced employability. We describe the methods (including quality assurance and quality control protocols) and challenges of a multi-center observational ancillary study, SVRIII (Single Ventricle Reconstruction Trial) Brain Connectome. Our original goal was to obtain advanced neuroimaging (Diffusion Tensor Imaging and Resting-BOLD) in 140 SVR III participants and 100 healthy controls for brain connectome analyses. Linear regression and mediation statistical methods will be used to analyze associations of brain connectome measures with neurocognitive measures and clinical risk factors. Initial recruitment challenges occurred related to difficulties with: 1) coordinating brain MRI for participants already undergoing extensive testing in the parent study, and 2) recruiting healthy control subjects. The COVID-19 pandemic negatively affected enrollment late in the study. Enrollment challenges were addressed by 1) adding additional study sites, 2) increasing the frequency of meetings with site coordinators and 3) developing additional healthy control recruitment strategies, including using research registries and advertising the study to community-based groups. Technical challenges that emerged early in the study were related to the acquisition, harmonization, and transfer of neuroimages. These hurdles were successfully overcome with protocol modifications and frequent site visits that involved human and synthetic phantoms. Trial registration number ClinicalTrials.gov Registration Number: NCT02692443.
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Affiliation(s)
- Vanessa Schmithorst
- Department of Radiology, UPMC Children’s Hospital of Pittsburgh, 4401 Penn Ave, Floor 2, Pittsburgh, PA 15224 USA
| | - Rafael Ceschin
- Department of Radiology, UPMC Children’s Hospital of Pittsburgh, 4401 Penn Ave, Floor 2, Pittsburgh, PA 15224 USA
- Department of Biomedical Informatics, University of Pittsburgh School, 5607 Baum Blvd, Pittsburgh, PA 15206-3701 USA
| | - Vince Lee
- Department of Radiology, UPMC Children’s Hospital of Pittsburgh, 4401 Penn Ave, Floor 2, Pittsburgh, PA 15224 USA
| | - Julia Wallace
- Department of Radiology, UPMC Children’s Hospital of Pittsburgh, 4401 Penn Ave, Floor 2, Pittsburgh, PA 15224 USA
| | - Aurelia Sahel
- Department of Radiology, UPMC Children’s Hospital of Pittsburgh, 4401 Penn Ave, Floor 2, Pittsburgh, PA 15224 USA
| | - Thomas Chenevert
- Department of Radiology, Michigan Medicine, University of Michigan, University of Michigan, 1500 E Medical Center Dr, Ann Arbor, MI 48109 USA
| | - Hemant Parmar
- Department of Radiology, Michigan Medicine, University of Michigan, University of Michigan, 1500 E Medical Center Dr, Ann Arbor, MI 48109 USA
| | - Jeffrey I. Berman
- Department of Radiology, Children’s Hospital of Philadelphia, 3401 Civic Center Blvd, Philadelphia, PA 19104, USA
| | - Arastoo Vossough
- Department of Radiology, Children’s Hospital of Philadelphia, 3401 Civic Center Blvd, Philadelphia, PA 19104, USA
| | - Deqiang Qiu
- Department of Radiology and Imaging Sciences, Children’s Healthcare of Atlanta, Emory University, 1364 Clifton Rd, Atlanta, GA 30322 USA
| | - Nadja Kadom
- Department of Radiology and Imaging Sciences, Children’s Healthcare of Atlanta, Emory University, 1364 Clifton Rd, Atlanta, GA 30322 USA
| | - Patricia Ellen Grant
- Fetal-Neonatal Neuroimaging and Developmental Science Center (FNNDSC), Children’s Hospital Boston, 300 Longwood Avenue, Boston, MA 02115 USA
| | - Borjan Gagoski
- Department of Radiology, Children’s Hospital Boston, 300 Longwood Ave, Boston, MA 02115 USA
| | - Peter LaViolette
- Department of Radiology, Medical College of Wisconsin, 9200 W Wisconsin Ave, Milwaukee, WI 53226 USA
| | - Mohit Maheshwari
- Department of Radiology, Medical College of Wisconsin, 9200 W Wisconsin Ave, Milwaukee, WI 53226 USA
| | - Lynn A. Sleeper
- Department of Cardiology, Boston Children’s Hospital, 300 Longwood Avenue, Boston, MA 02115
- Department of Pediatrics, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115 USA
| | - David Bellinger
- Cardiac Neurodevelopmental Program, Department of Neurology, Boston, Children’s Hospital, 300 Longwood Avenue, Boston, MA 02115 USA
| | - Dawn Ilardi
- Department of Neuropsychology, Children’s Healthcare of Atlanta, 1400 Tullie Road NE, Atlanta, GA 30329
| | - Sharon O’Neil
- Neuropsychology Core of the Saban Research Institute, Children’s Hospital Los Angeles, 4661 Sunset Blvd., Los Angeles, CA 90027 USA
| | - Thomas A. Miller
- Division of Pediatric Cardiology, Department of Pediatrics, University of Utah, School of Medicine, 30 N 1900 E, Salt Lake City, UT 84132 USA
| | - Jon Detterich
- Division of Pediatric Cardiology, Children’s Hospital Los Angeles, 4650 Sunset Blvd, Los Angeles, CA 90027 USA
| | - Kevin D. Hill
- Division of Pediatric Cardiology, Department of Pediatrics, Duke University, School of Medicine, 7506 Hospital North, DUMC Box 3090, Durham, NC 27710 USA
| | - Andrew M. Atz
- Division of Pediatric Cardiology, Medical University of South Carolina, 96 Jonathan Lucas St. Ste. 601, MSC 617, Charleston, SC 29425 USA
| | - Marc Richmond
- Program for Pediatric Cardiomyopathy, Heart Failure, and Transplantation, New York-Presbyterian Morgan Stanley Children’s Hospital, 3959 Broadway MSCH North, 2 Floor, New York, NY 10032 USA
| | - James Cnota
- Fetal Heart Program, Cincinnati Children’s, 3333 Burnet Avenue, Cincinnati, Ohio 45229-3026 USA
| | - William T. Mahle
- Division of Pediatric Cardiology, Children’s Healthcare of Atlanta, 1400 Tullie Rd NE Suite 630, Atlanta, GA 30329
| | - Nancy Ghanayem
- Section of Pediatric Critical Care, Department of Pediatrics, University of Chicago Medicine, Comer Children’s Hospital, 5721 S. Maryland Ave., Chicago, IL 60637 USA
- Section of Pediatric Critical Care, Department of Pediatrics, Medical College of Wisconsin, 9000 W. Wisconsin Ave. MS 681, Milwaukee, WI 53226 USA
| | - William Gaynor
- Heart Failure and Transplant Program, Children’s Hospital of Philadelphia, 3401 Civic Center Blvd., Philadelphia, PA 19104 USA
| | - Caren S. Goldberg
- Department of Pediatrics, Division of Cardiology, C.S. Mott Children’s Hospital, 1540 E Hospital Dr #4204, Ann Arbor, MI 48109 USA
| | - Jane W. Newburger
- Department of Cardiology, Boston Children’s Hospital, 300 Longwood Avenue, Boston, MA 02115
| | - Ashok Panigrahy
- Department of Radiology, UPMC Children’s Hospital of Pittsburgh, 4401 Penn Ave, Floor 2, Pittsburgh, PA 15224 USA
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Goldberg CS, Gaynor JW, Mahle WT, Ravishankar C, Frommelt P, Ilardi D, Bellinger D, Paridon S, Taylor M, Hill KD, Minich LL, Schwartz S, Afton K, Lamberti M, Trachtenberg FL, Gongwer R, Atz A, Burns KM, Chowdhury S, Cnota J, Detterich J, Frommelt M, Jacobs JP, Miller TA, Ohye RG, Pizarro C, Shah A, Walters P, Newburger JW. The pediatric heart network's study on long-term outcomes of children with HLHS and the impact of Norwood Shunt type in the single ventricle reconstruction trial cohort (SVRIII): Design and adaptations. Am Heart J 2022; 254:216-227. [PMID: 36115392 DOI: 10.1016/j.ahj.2022.09.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2022] [Revised: 09/08/2022] [Accepted: 09/10/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND The Single Ventricle Reconstruction (SVR) Trial was the first randomized clinical trial of a surgical approach for treatment of congenital heart disease. Infants with hypoplastic left heart syndrome (HLHS) and other single right ventricle (RV) anomalies were randomized to a modified Blalock Taussig Thomas shunt (mBTTS) or a right-ventricular-to-pulmonary-artery shunt (RVPAS) at the time of the Norwood procedure. The aim of the Long-term Outcomes of Children with HLHS and the Impact of Norwood Shunt Type (SVR III) study is to compare early adolescent outcomes including measures of cardiac function, transplant-free survival, and neurodevelopment, between those who received a mBTTS and those who received an RVPAS. METHODS Transplant-free survivors of the SVR cohort were enrolled at 10 to 15 years of age for multifaceted in-person evaluation of cardiac function (cardiac magnetic resonance [CMR], echocardiogram and exercise test) and neurodevelopmental evaluation. Right ventricular ejection fraction measured by CMR served as the primary outcome. Development of arrhythmias, protein losing enteropathy, and other comorbidities were assessed through annual medical history interview. Through the course of SVR III, protocol modifications to engage SVR trial participants were designed to enhance recruitment and retention. CONCLUSIONS Evaluation of long-term outcomes will provide important data to inform decisions about the shunt type placed at the Norwood operation and will improve the understanding of cardiovascular and neurodevelopmental outcomes for early adolescents with HLHS.
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Affiliation(s)
- Caren S Goldberg
- Department of Pediatrics, C.S. Mott Children's Hospital, University of Michigan, Ann Arbor, MI.
| | - J William Gaynor
- Division of Cardiothoracic Surgery, Department of Surgery, Children's Hospital of Philadelphia, and the Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - William T Mahle
- Department of Pediatrics, Children's Healthcare of Atlanta, Atlanta, GE
| | - Chitra Ravishankar
- Department of Pediatrics, Children's Hospital of Philadelphia and the Perelman School of Medicine, , Philadelphia, PA
| | - Peter Frommelt
- Department of Pediatrics, Children's University of Pennsylvania Hospital of Wisconsin, Milwaukee WI
| | - Dawn Ilardi
- Department of Neuropsychology, Children's Healthcare of Atlanta, Emory University, Atlanta GE
| | - David Bellinger
- Department of Neurology, Boston Children's Hospital, Boston, MA
| | - Stephen Paridon
- Department of Pediatrics, Children's Hospital of Philadelphia and the Perelman School of Medicine, , Philadelphia, PA
| | - Michael Taylor
- Department of Pediatrics, Cincinnati Children's Hospital and Medical Center, Cincinnati OH
| | - Kevin D Hill
- Department of Pediatrics, Duke University, Durham, NC
| | - L LuAnn Minich
- Department of Pediatrics, The University of Utah and Primary Children's Hospital, Salt Lake City, UT
| | - Steven Schwartz
- Department of Critical Care Medicine, The Hospital for Sick Children, Toronto ON
| | - Katherine Afton
- Michigan Congenital Heart Center Research and Discovery, University of Michigan, Ann Arbor, MI
| | | | | | | | - Andrew Atz
- Department of Pediatrics, Medical University of South Carolina, Charleston SC
| | - Kristin M Burns
- Department of Pediatrics, Medical University of South Carolina, Charleston SC
| | - Shahryar Chowdhury
- Department of Pediatrics, Medical University of South Carolina, Charleston SC
| | - James Cnota
- Division of Pediatric Cardiology, Cincinnati Children's Hospital and Medical Center, Cincinnati OH
| | - Jon Detterich
- Department of Pediatrics, Children's Hospital of Los Angeles, Los Angeles, CA
| | - Michele Frommelt
- Department of Pediatrics, Children's University of Pennsylvania Hospital of Wisconsin, Milwaukee WI
| | | | - Thomas A Miller
- Maine Medical Center, Portland, ME; University of Utah, Salt Lake City, UT
| | - Richard G Ohye
- Department of Cardiac Surgery, University of Michigan, Ann Arbor,MI
| | | | - Amee Shah
- Department of Pediatrics, Columbia University Medical Center, New York, NY
| | | | - Jane W Newburger
- Department of Pediatric Cardiology, Boston Children's Hospital, Boston MA
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7
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Landrigan PJ, Fisher S, Kenny ME, Gedeon B, Bryan L, Mu J, Bellinger D. A replicable strategy for mapping air pollution's community-level health impacts and catalyzing prevention. Environ Health 2022; 21:70. [PMID: 35843932 PMCID: PMC9288863 DOI: 10.1186/s12940-022-00879-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 06/25/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Air pollution was responsible for an estimated 6.7 million deaths globally in 2019 and 197,000 deaths in the United States. Fossil fuel combustion is the major source. HYPOTHESIS Mapping air pollution's health impacts at the community level using publicly available data and open-source software will provide a replicable strategy for catalyzing pollution prevention. METHODS Using EPA's Environmental Benefits Mapping and Analysis (BenMAP-CE) software and state data, we quantified the effects of airborne fine particulate matter (PM2.5) pollution on disease, death and children's cognitive function (IQ Loss) in each city and town in Massachusetts. To develop a first-order estimate of PM2.5 pollution's impact on child IQ, we derived a concentration-response coefficient through literature review. FINDINGS The annual mean PM2.5 concentration in Massachusetts in 2019 was 6.3 μg/M3, a level below EPA's standard of 12 μg/M3 and above WHO's guideline of 5 μg/M3. In adults, PM2.5 pollution was responsible for an estimated 2780 (Confidence Interval [CI] 2726 - 2853) deaths: 1677 (CI, 1346 - 1926) from cardiovascular disease, 2185 (CI, 941-3409) from lung cancer, 200 (CI, 66-316) from stroke, and 343 (CI, 222-458) from chronic respiratory disease. In children, PM2.5 pollution was responsible for 308 (CI, 105-471) low-weight births, 15,386 (CJ, 5433-23,483) asthma cases, and a provisionally estimated loss of nearly 2 million Performance IQ points; IQ loss impairs children's school performance, reduces graduation rates and decreases lifetime earnings. Air-pollution-related disease, death and IQ loss were most severe in low-income, minority communities, but occurred in every city and town in Massachusetts regardless of location, demographics or median family income. CONCLUSION Disease, death and IQ loss occur at air pollution exposure levels below current EPA standards. Prevention of disease and premature death and preservation of children's cognitive function will require that EPA air quality standards be tightened. Enduring prevention will require government-incentivized transition to renewable energy coupled with phase-outs of subsidies and tax breaks for fossil fuels. Highly localized information on air pollution's impacts on health and on children's cognitive function has potential to catalyze pollution prevention.
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Affiliation(s)
- Philip J Landrigan
- Global Observatory on Pollution and Health, Boston College, Boston, MA, USA.
- Centre Scientifique de Monaco, Monaco, MC, Monaco.
| | - Samantha Fisher
- Global Observatory on Pollution and Health, Boston College, Boston, MA, USA
- Environmental; Epidemiology Program, City University of New York, New York, USA
| | - Maureen E Kenny
- Lynch School of Education and Human Development, Boston College, Boston, MA, USA
| | - Brittney Gedeon
- Morrissey College of Arts and Sciences, Boston College, Boston, MA, USA
| | - Luke Bryan
- Morrissey College of Arts and Sciences, Boston College, Boston, MA, USA
| | - Jenna Mu
- Morrissey College of Arts and Sciences, Boston College, Boston, MA, USA
| | - David Bellinger
- Department of Neurology, Boston Children's Hospital and Harvard Medical School, Boston, USA
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Affiliation(s)
- Philip J Landrigan
- Program for Global Public Health and the Common Good, Global Observatory on Pollution and Health, Boston College, Boston, Massachusetts
| | - David Bellinger
- Department of Neurology, Harvard Medical School, Boston, Massachusetts.,Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
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Bauer JA, Devick KL, Bobb JF, Coull BA, Bellinger D, Benedetti C, Cagna G, Fedrighi C, Guazzetti S, Oppini M, Placidi D, Webster TF, White RF, Yang Q, Zoni S, Wright RO, Smith DR, Lucchini RG, Claus Henn B. Associations of a Metal Mixture Measured in Multiple Biomarkers with IQ: Evidence from Italian Adolescents Living near Ferroalloy Industry. Environ Health Perspect 2020; 128:97002. [PMID: 32897104 PMCID: PMC7478128 DOI: 10.1289/ehp6803] [Citation(s) in RCA: 59] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Revised: 06/03/2020] [Accepted: 08/04/2020] [Indexed: 05/04/2023]
Abstract
BACKGROUND Research on the health effects of chemical mixtures has focused mainly on early life rather than adolescence, a potentially important developmental life stage. OBJECTIVES We examined associations of a metal mixture with general cognition in a cross-sectional study of adolescents residing near ferromanganese industry, a source of airborne metals emissions. METHODS We measured manganese (Mn), lead (Pb), copper (Cu), and chromium (Cr) in hair, blood, urine, nails, and saliva from 635 Italian adolescents 10-14 years of age. Full-scale, verbal, and performance intelligence quotient (FSIQ, VIQ, PIQ) scores were assessed using the Wechsler Intelligence Scale for Children-III. Multivariable linear regression and Bayesian kernel machine regression (BKMR) were used to estimate associations of the metal mixture with IQ. In secondary analyses, we used BKMR's hierarchical variable selection option to inform biomarker selection for Mn, Cu, and Cr. RESULTS Median metal concentrations were as follows: hair Mn, 0.08 μ g / g ; hair Cu, 9.6 μ g / g ; hair Cr, 0.05 μ g / g ; and blood Pb, 1.3 μ g / dL . Adjusted models revealed an inverted U-shaped association between hair Cu and VIQ, consistent with Cu as an essential nutrient that is neurotoxic in excess. At low levels of hair Cu (10th percentile, 5.4 μ g / g ), higher concentrations (90th percentiles) of the mixture of Mn, Pb, and Cr (0.3 μ g / g , 2.6 μ g / dL , and 0.1 μ g / g , respectively) were associated with a 2.9 (95% CI: - 5.2 , - 0.5 )-point decrease in VIQ score, compared with median concentrations of the mixture. There was suggestive evidence of interaction between Mn and Cu. In secondary analyses, saliva Mn, hair Cu, and saliva Cr were selected as the biomarkers most strongly associated with VIQ score. DISCUSSION Higher adolescent levels of Mn, Pb, and Cr were associated with lower IQ scores, especially at low Cu levels. Findings also support further investigation into Cu as both beneficial and toxic for neurobehavioral outcomes. https://doi.org/10.1289/EHP6803.
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Affiliation(s)
- Julia A. Bauer
- Department of Environmental Health, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Katrina L. Devick
- Division of Biomedical Statistics and Informatics, Mayo Clinic Arizona, Scottsdale, Arizona, USA
| | - Jennifer F. Bobb
- Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, Seattle, Washington, USA
| | - Brent A. Coull
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - David Bellinger
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
- Departments of Neurology and Psychiatry, Boston Children’s Hospital, Boston, Massachusetts, USA
- Departments of Neurology and Psychiatry, Harvard Medical School, Boston, Massachusetts, USA
| | - Chiara Benedetti
- Department of Medical-Surgical Specialties, Radiological Science and Public Health, University of Brescia, Brescia, Italy
| | - Giuseppa Cagna
- Department of Medical-Surgical Specialties, Radiological Science and Public Health, University of Brescia, Brescia, Italy
| | - Chiara Fedrighi
- Department of Medical-Surgical Specialties, Radiological Science and Public Health, University of Brescia, Brescia, Italy
| | | | - Manuela Oppini
- Department of Medical-Surgical Specialties, Radiological Science and Public Health, University of Brescia, Brescia, Italy
| | - Donatella Placidi
- Department of Medical-Surgical Specialties, Radiological Science and Public Health, University of Brescia, Brescia, Italy
| | - Thomas F. Webster
- Department of Environmental Health, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Roberta F. White
- Department of Environmental Health, Boston University School of Public Health, Boston, Massachusetts, USA
- Department of Neurology, Boston University Medical School, Boston, Massachusetts, USA
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Silvia Zoni
- Department of Medical-Surgical Specialties, Radiological Science and Public Health, University of Brescia, Brescia, Italy
| | - Robert O. Wright
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Donald R. Smith
- Department of Microbiology and Environmental Toxicology, University of California, Santa Cruz, Santa Cruz, California, USA
| | - Roberto G. Lucchini
- Department of Medical-Surgical Specialties, Radiological Science and Public Health, University of Brescia, Brescia, Italy
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Birgit Claus Henn
- Department of Environmental Health, Boston University School of Public Health, Boston, Massachusetts, USA
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10
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Antonelli J, Mazumdar M, Bellinger D, Christiani D, Wright R, Coull B. Estimating the health effects of environmental mixtures using Bayesian semiparametric regression and sparsity inducing priors. Ann Appl Stat 2020. [DOI: 10.1214/19-aoas1307] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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11
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Horton MK, Zheng L, Williams A, Doucette JT, Svensson K, Cory-Slechta D, Tamayo-Ortiz M, Torres-Calapiz M, Bellinger D, Schnaas L, Téllez Rojo MMM, Wright R. Using the delayed spatial alternation task to assess environmentally associated changes in working memory in very young children. Neurotoxicology 2020; 77:71-79. [PMID: 31857145 PMCID: PMC10129050 DOI: 10.1016/j.neuro.2019.12.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Revised: 12/11/2019] [Accepted: 12/13/2019] [Indexed: 01/25/2023]
Abstract
BACKGROUND Working memory (WM) is critical for problem solving and reasoning. Beginning in infancy, children show WM capacity increasing with age but there are few validated tests of WM in very young children. Because rapid brain development may increase susceptibility to adverse impacts of prenatal neurotoxicant exposure, such as lead, tests of WM in very young children would help to delineate onset of developmental problems and windows of susceptibility. PURPOSE Our objective was to assess the feasibility of administering a Delayed Spatial Alternation Task (DSAT) to measure WM among 18- and 24-month old children enrolled in an ongoing longitudinal birth cohort study and compare DSAT performance with age and general cognitive development. We further explored whether prenatal lead exposure impacted DSAT performance. METHODS We assessed 457 mother-child pairs participating in the Programming Research in Obesity, GRowth, Environment and Social Stressors (PROGRESS) Study in Mexico City. The DSAT and Bayley Scales of Infant Development (BSID-III) were administered at 18- and 24-months. Lead was measured in maternal blood collected during pregnancy (MBPb) and in a subsample of children at 24-months (CBPb). We regressed DSAT measures on MBPb and CBPb, child sex, and maternal age, education, socioeconomic status, and household smoking. We compared DSAT performance to BSID-III performance with adjusted residuals. RESULTS 24-month children perform better on the DSAT than 18-month children; 24-month subjects reached a higher level on the DSAT (3.3 (0.86) vs. 2.4 (0.97), p < 0.01), and had a higher number of correct responses (20.3 vs. 17.2, p < 0.01). In all DSAT parameters, females performed better than males. Maternal education predicted better DSAT performance; household smoking predicted worse DSAT performance. A higher number of correct responses was associated with higher BSID-III Cognitive scales at 18 months (r = 0.20, p < 0.01) and 24 months (r = 0.27, p < 0.01). MBPb and CPBb did not significantly predict DSAT performance. CONCLUSION Improved performance on the DSAT with increasing age, the positive correlation with the BSID-III cognitive and language scales and the correlation with common sociodemographic predictors of neurodevelopment demonstrate the validity of the DSAT as a test of infant development.
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Affiliation(s)
- Megan K Horton
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, United States.
| | - Laura Zheng
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Ashley Williams
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - John T Doucette
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | | | - Deborah Cory-Slechta
- Department of Environmental Medicine, University of Rochester Medical Center, School of Medicine and Dentistry, Rochester, NY, United States
| | - Marcela Tamayo-Ortiz
- Instituto Nacional de Salud Pública, Cuernavaca, Mexico; National Council of Science and Technology, CONTACY, Mexico City, Mexico
| | | | - David Bellinger
- Department of Neurology, Boston Children's Hospital, Harvard Medical School, Boston, MA, United States
| | - Lourdes Schnaas
- Division of Research in Community Interventions, Instituto Nacional de Perinatología, Mexico City, Mexico
| | | | - Robert Wright
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, United States
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12
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Skarha J, Messerlian C, Bellinger D, Mínguez-Alarcón L, Romano ME, Ford JB, Williams PL, Calafat AM, Hauser R, Braun JM. Parental preconception and prenatal urinary bisphenol A and paraben concentrations and child behavior. Environ Epidemiol 2020; 4:e082. [PMID: 33778347 PMCID: PMC7942833 DOI: 10.1097/ee9.0000000000000082] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Accepted: 12/18/2019] [Indexed: 11/25/2022] Open
Abstract
Epidemiologic studies suggest that prenatal urinary bisphenol A (BPA) concentrations are associated with childhood behavior problems, but there is limited research on prenatal paraben concentrations. In rodent offspring, preconception maternal BPA exposure caused behavioral problems and paraben exposure impacted sperm quality. However, the effects of parental preconception and prenatal BPA and paraben exposure on children's neurodevelopment are unknown. METHODS The Environment and Reproductive Health (EARTH) Study is a prospective cohort of couples from a fertility clinic at Massachusetts General Hospital. The Centers for Disease Control and Prevention (CDC) quantified BPA, butylparaben, ethylparaben, methylparaben, and propylparaben concentrations in multiple urine samples collected before conception and during pregnancy. From the eligible parents (N = 220), we enrolled 158 children between 2 and 9 years of age. The parents completed the Behavior-Assessment-System-for-Children-2 (BASC-2). We estimated covariate-adjusted associations of average parental preconception and prenatal ln-transformed urinary BPA and sum of paraben concentrations (∑paraben) with BASC-2 scores using linear regression with generalized estimating equations. RESULTS Median urinary BPA and Σparaben concentrations were 1.2 and 189 μg/L in mothers preconception and 1.7 and 25 μg/L in fathers preconception, respectively. Among all children, parental BPA and ∑paraben concentrations were not associated with BASC-2 behavioral symptoms index, internalizing, or externalizing problems scores. Point estimates ranged from -1.5 to 1.4 with wide 95% confidence intervals that included the null value. CONCLUSION In this fertility clinic cohort, parental preconception and maternal prenatal BPA and paraben concentrations were not associated with problem behaviors among children. However, our small sample sizes reduced the precision of our results.
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Affiliation(s)
- Julianne Skarha
- Department of Epidemiology, Brown University, Providence, Rhode Island
| | - Carmen Messerlian
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - David Bellinger
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Lidia Mínguez-Alarcón
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Megan E Romano
- Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, New Hampshire
| | - Jennifer B Ford
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Paige L Williams
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | | | - Russ Hauser
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
- Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Joseph M Braun
- Department of Epidemiology, Brown University, Providence, Rhode Island
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Goldberg CS, Hu C, Brosig C, Gaynor JW, Mahle WT, Miller T, Mussatto KA, Sananes R, Uzark K, Trachtenberg F, Pizarro C, Pemberton VL, Lewis AB, Li JS, Jacobs JP, Cnota J, Atz AM, Lai WW, Bellinger D, Newburger JW. Behavior and Quality of Life at 6 Years for Children With Hypoplastic Left Heart Syndrome. Pediatrics 2019; 144:e20191010. [PMID: 31628208 PMCID: PMC6856798 DOI: 10.1542/peds.2019-1010] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/05/2019] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES We measured behavioral, quality of life (QoL), and functional status outcomes for 6-year-old children with hypoplastic left heart syndrome enrolled in the Single Ventricle Reconstruction Trial. We sought to compare these outcomes with those in the normative population and to analyze risk factors for worse outcomes within the single-ventricle group. METHODS Parent-response instruments included the Vineland Adaptive Behavior Scales, Second Edition (Vineland-II) (primary outcome), Behavior Assessment System for Children 2, Pediatric Quality of Life Inventory 4.0, and other measures of QoL and functional status. We compared subjects with those in the normative sample using 1-sample Wilcoxon rank tests and assessed outcome predictors using multivariable regression. RESULTS Of 325 eligible patients, 250 (77%) participated. Compared with population norms, participants had lower scores on the Vineland-II motor skills domain (90 ± 17 vs 100 ± 15; P < .001), with 11% scoring >2 SDs below the normative mean. On nearly all major domains, more study subjects (3.3%-19.7%) scored outside the normal range than anticipated for the general population. Independent risk factors for lower Vineland-II scores included perioperative extracorporeal membrane oxygenation, male sex, use of regional cerebral perfusion, catheterization after stage 2 operation, visual problems, seizure history, and more complications after 2 years (R 2 = 0.32). Independent predictors of worse Behavior Assessment System for Children 2 (R 2 = 0.07-0.20) and Pediatric Quality of Life Inventory 4.0 (R 2 = 0.17-0.25) domain scores also included sociodemographic factors and measures of morbidity and/or greater course complexity. CONCLUSIONS At 6 years, children with hypoplastic left heart syndrome had difficulty in areas of adaptive behavior, behavioral symptoms, QoL, and functional status. Principal risks for adverse outcomes include sociodemographic factors and measures of greater course complexity. However, models reveal less than one-third of outcome variance.
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Affiliation(s)
- Caren S Goldberg
- Department of Pediatrics, Medical School, University of Michigan and Michigan Medicine, Ann Arbor, Michigan;
| | - Chenwei Hu
- New England Research Institutes, Watertown, Massachusetts
| | - Cheryl Brosig
- Department of Pediatrics, Medical College of Wisconsin and Children's Hospital of Wisconsin, Milwaukee, Wisconsin
| | - J William Gaynor
- Pediatric Cardiothoracic Surgery, School of Medicine, University of Pennsylvania and Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - William T Mahle
- Department of Pediatrics, Emory University and Children's Healthcare of Atlanta, Atlanta, Georgia
| | - Thomas Miller
- Department of Pediatrics, and The University of Utah and Primary Children's Hospital, Salt Lake City, Utah
| | - Kathleen A Mussatto
- Department of Pediatrics, Medical College of Wisconsin and Children's Hospital of Wisconsin, Milwaukee, Wisconsin
| | - Renee Sananes
- Labatt Family Heart Center, Hospital for Sick Children, Toronto, Canada
| | - Karen Uzark
- Department of Pediatrics, Medical School, University of Michigan and Michigan Medicine, Ann Arbor, Michigan
| | | | - Christian Pizarro
- Department of Surgery, Nemours Cardiac Center, Nemours/Alfred I. duPont Hospital for Children, Wilmington, Delaware
| | - Victoria L Pemberton
- National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, Maryland
| | - Alan B Lewis
- Department of Pediatrics, Children's Hospital Los Angeles, Los Angeles, California
| | - Jennifer S Li
- Department of Pediatrics, Duke University, Durham, North Carolina
- Department of Pediatrics, East Carolina University, Greenville, North Carolina
- Department of Pediatrics, Wake Forest University, Winston-Salem, North Carolina
| | | | - James Cnota
- Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
| | - Andrew M Atz
- Department of Pediatrics, Medical University of South Carolina, Charleston, South Carolina
| | - Wyman W Lai
- Department of Pediatrics, NewYork-Presbyterian Morgan Stanley Children's Hospital, New York, New York
| | - David Bellinger
- Department of Neurology, Boston Children's Hospital and Harvard Medical School, Boston, Massachusetts
- Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts; and
| | - Jane W Newburger
- Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts; and
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14
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Sania A, Sudfeld CR, Danaei G, Fink G, McCoy DC, Zhu Z, Fawzi MCS, Akman M, Arifeen SE, Barros AJD, Bellinger D, Black MM, Bogale A, Braun JM, van den Broek N, Carrara V, Duazo P, Duggan C, Fernald LCH, Gladstone M, Hamadani J, Handal AJ, Harlow S, Hidrobo M, Kuzawa C, Kvestad I, Locks L, Manji K, Masanja H, Matijasevich A, McDonald C, McGready R, Rizvi A, Santos D, Santos L, Save D, Shapiro R, Stoecker B, Strand TA, Taneja S, Tellez-Rojo MM, Tofail F, Yousafzai AK, Ezzati M, Fawzi W. Early life risk factors of motor, cognitive and language development: a pooled analysis of studies from low/middle-income countries. BMJ Open 2019; 9:e026449. [PMID: 31585969 PMCID: PMC6797384 DOI: 10.1136/bmjopen-2018-026449] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
OBJECTIVE To determine the magnitude of relationships of early life factors with child development in low/middle-income countries (LMICs). DESIGN Meta-analyses of standardised mean differences (SMDs) estimated from published and unpublished data. DATA SOURCES We searched Medline, bibliographies of key articles and reviews, and grey literature to identify studies from LMICs that collected data on early life exposures and child development. The most recent search was done on 4 November 2014. We then invited the first authors of the publications and investigators of unpublished studies to participate in the study. ELIGIBILITY CRITERIA FOR SELECTING STUDIES Studies that assessed at least one domain of child development in at least 100 children under 7 years of age and collected at least one early life factor of interest were included in the study. ANALYSES Linear regression models were used to assess SMDs in child development by parental and child factors within each study. We then produced pooled estimates across studies using random effects meta-analyses. RESULTS We retrieved data from 21 studies including 20 882 children across 13 LMICs, to assess the associations of exposure to 14 major risk factors with child development. Children of mothers with secondary schooling had 0.14 SD (95% CI 0.05 to 0.25) higher cognitive scores compared with children whose mothers had primary education. Preterm birth was associated with 0.14 SD (-0.24 to -0.05) and 0.23 SD (-0.42 to -0.03) reductions in cognitive and motor scores, respectively. Maternal short stature, anaemia in infancy and lack of access to clean water and sanitation had significant negative associations with cognitive and motor development with effects ranging from -0.18 to -0.10 SDs. CONCLUSIONS Differential parental, environmental and nutritional factors contribute to disparities in child development across LMICs. Targeting these factors from prepregnancy through childhood may improve health and development of children.
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Affiliation(s)
- Ayesha Sania
- ICAP and Department of Epidemiology, Mailman School of Public Health, Columbia University, New York city, New York, USA
| | - Christopher R Sudfeld
- Department of Global Health and Population, Harvard University T H Chan School of Public Health, Boston, Massachusetts, USA
| | - Goodarz Danaei
- Deaprtment of Global Health and Population, and Epidemiology, Harvard University T H Chan School of Public Health, Boston, Massachusetts, USA
| | - Günther Fink
- Household Economics and Health System Research Unit, Schweizerisches Tropen- und Public Health-Institut, Basel, Switzerland
| | - Dana C McCoy
- Harvard Graduate School of Education, Harvard University, Cambridge, Massachusetts, USA
| | - Zhaozhong Zhu
- Departments of Epidemiology and Environmental Health, Harvard University T H Chan School of Public Health, Boston, Massachusetts, USA
| | - Mary C Smith Fawzi
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, Massachusetts, USA
| | - Mehmet Akman
- Department of Family Medicine, Marmara University School of Medicine, Istanbul, Turkey
| | - Shams E Arifeen
- Maternal and Child Health Division, ICDDR,B, Dhaka, Bangladesh
| | - Aluisio J D Barros
- Postgraduate Program in Epidemiology, Federal University of Pelotas, Pelotas, Brazil
| | - David Bellinger
- Department of Neurology, Harvard Medical School and Boston Children's Hospital, Boston, Massachusetts, USA
| | - Maureen M Black
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Alemtsehay Bogale
- Nutrition and Scientific Affairs, The Nature's Bounty Co, Ronkonkoma, New York, USA
| | - Joseph M Braun
- Brown University School of Public Health, Providence, Rhode Island, USA
| | - Nynke van den Broek
- Maternal and Newborn Health, Liverpool School of Tropical Medicine, Liverpool, UK
| | - Verena Carrara
- Department of Maternal and Child Health, Shoklo Malaria Research Unit, Mae Sot, Thailand
| | - Paulita Duazo
- Office of Population Studies Foundation, Inc, University of San Carlos, Cebu City, Philippines
| | - Christopher Duggan
- Center for Nutrition, Boston Children's Hospital, Boston, Massachusetts, USA
| | - Lia C H Fernald
- Community Health Sciences, School of Public Health, University of California, Berkeley, California, USA
| | - Melissa Gladstone
- Women and Children's Health, University of Liverpool, Institute of Translational Medicine, Liverpool, UK
| | - Jena Hamadani
- Maternal and Child Health Division, ICDDR,B, Dhaka, Bangladesh
| | - Alexis J Handal
- College of Population Health, University of New Mexico, Albuquerque, New Mexico, USA
| | - Siobán Harlow
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Melissa Hidrobo
- Poverty Health and Nutrition Division, International Food Policy Research Institute, Washington, DC, USA
| | - Chris Kuzawa
- Department of Anthropology, Northwestern University, Evanston, Illinois, USA
| | - Ingrid Kvestad
- Regional Centre for Child and Youth Mental Health and Child Welfare, NORCE Norwegian Research Center, Bergen, Norway
| | - Lindsey Locks
- Department of Nutrition, Harvard University T H Chan School of Public Health, Boston, Massachusetts, USA
| | - Karim Manji
- Department of Pediatrics and Child Health, Muhibili University of Health and Allied Sciences, Dar es Salaam, Tanzania
| | | | - Alicia Matijasevich
- Departamento de Medicina Preventiva, Faculdade de Medicina FMUSP, Universidade de São Paulo, Sao Paulo, Brasil
| | - Christine McDonald
- Children's Hospital Oakland Research Institute, UCSF Benioff Children's Hospital, Oakland, California, USA
| | - Rose McGready
- Faculty of Tropical Medicine, Mahidol University, Shoklo Malaria Research Unit, Mahidol-Oxford Tropical Medicine Research Unit, Mae Sot, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Arjumand Rizvi
- Pediatrics and Child Health, Aga Khan Medical University, Karachi, Pakistan
| | - Darci Santos
- Department of Collective Health, Universidade Federal da Bahia, Salvador, Brazil
| | - Leticia Santos
- Department of Collective Health, Universidade Federal da Bahia, Salvador, Brazil
| | - Dilsad Save
- Department of Public Health, Marmara University School of Medicine, Istanbul, Turkey
| | - Roger Shapiro
- Department of Immunology and Infectious Disease, Harvard University T H Chan School of Public Health, Boston, Massachusetts, USA
| | - Barbara Stoecker
- Department of Nutritional Sciences, Oklahoma State University College of Human Environmental Sciences, Stillwater, Oklahoma, USA
| | - Tor A Strand
- Department of Laboratory Medicine, Sykehuset Innlandet Helseforetaket, Brumunddal, Norway
| | - Sunita Taneja
- Centre for Health Research and Development, Society for Applied Studies, New Delhi, India
| | | | - Fahmida Tofail
- Nutrition and Clinical Services Division, ICDDR,B, Dhaka, Bangladesh
| | - Aisha K Yousafzai
- Department of Global Health and Population, Harvard University T H Chan School of Public Health, Boston, Massachusetts, USA
| | - Majid Ezzati
- MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
| | - Wafaie Fawzi
- Deaprtment of Global Health and Population, Epidemiology, and Nutrition, Harvard University T H Chan School of Public Health, Boston, Massachusetts, USA
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15
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Gibb HJ, Barchowsky A, Bellinger D, Bolger PM, Carrington C, Havelaar AH, Oberoi S, Zang Y, O'Leary K, Devleesschauwer B. Estimates of the 2015 global and regional disease burden from four foodborne metals - arsenic, cadmium, lead and methylmercury. Environ Res 2019; 174:188-194. [PMID: 30981404 DOI: 10.1016/j.envres.2018.12.062] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Revised: 11/22/2018] [Accepted: 12/24/2018] [Indexed: 06/09/2023]
Abstract
The impact of foodborne metals on the burden of disease has been largely overlooked, in comparison to the attention on acute diseases associated with infectious foodborne agents. Four articles in this special section describe in detail the burden of disease from foodborne lead, methylmercury, arsenic, and cadmium. Ingested lead and methylmercury are causally associated with lifelong intellectual disability. Long term ingestion of arsenic is causally associated with an increased risk of cancer. Long term ingestion of cadmium is causally associated with an increased risk of late stage chronic kidney disease. This article presents an overview of the burden of disease from these four foodborne metals and discusses them in the context of the World Health Organization's initiative to estimate the global burden of foodborne disease. The results indicate that in 2015, ingestion of arsenic, methylmercury, lead, and cadmium resulted in more than 1 million illnesses, over 56,000 deaths, and more than 9 million disability-adjusted life years (DALYs) worldwide. The greatest impact on DALYs was in the Western Pacific B subregion. All of the metals were found to have high DALYs per case in comparison with other foodborne disease agents, including infectious and parasitic agents. In addition, lead, arsenic, and methylmercury were found to have high DALYs per 100,000 population in comparison to other foodborne disease agents.
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Affiliation(s)
- Herman J Gibb
- Gibb Epidemiology Consulting, Arlington, VA 22201, USA; George Washington University Milken Institute School of Public Health, Washington, DC 20052, USA
| | - Aaron Barchowsky
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - David Bellinger
- Departments of Neurology and Psychiatry, Harvard Medical School; Department of Environmental Health, Harvard T.H. Chan School of Public Health; Boston Children's Hospital, Boston, MA 02115, USA
| | | | | | - Arie H Havelaar
- Institute for Sustainable Food Systems, Emerging Pathogens Institute and Department of Animal Sciences, University of Florida, Gainesville, FL 32611, USA
| | - Shilpi Oberoi
- Department of Environmental and Occupational Health, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA 15261, USA
| | - Yu Zang
- Food and Drug Administration, College Park, MD 20740, USA
| | - Keri O'Leary
- Gibb Epidemiology Consulting, Arlington, VA 22201, USA
| | - Brecht Devleesschauwer
- Department of Epidemiology and Public Health, Sciensano, Brussels, Belgium; Department of Veterinary Public Health and Food Safety, Faculty of Veterinary Medicine, Ghent University, Merelbeke, Belgium.
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16
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Liu SH, Bobb JF, Lee KH, Gennings C, Claus Henn B, Bellinger D, Austin C, Schnaas L, Tellez-Rojo MM, Hu H, Wright RO, Arora M, Coull BA. Lagged kernel machine regression for identifying time windows of susceptibility to exposures of complex mixtures. Biostatistics 2019; 19:325-341. [PMID: 28968676 DOI: 10.1093/biostatistics/kxx036] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Accepted: 07/21/2017] [Indexed: 11/14/2022] Open
Abstract
The impact of neurotoxic chemical mixtures on children's health is a critical public health concern. It is well known that during early life, toxic exposures may impact cognitive function during critical time intervals of increased vulnerability, known as windows of susceptibility. Knowledge on time windows of susceptibility can help inform treatment and prevention strategies, as chemical mixtures may affect a developmental process that is operating at a specific life phase. There are several statistical challenges in estimating the health effects of time-varying exposures to multi-pollutant mixtures, such as: multi-collinearity among the exposures both within time points and across time points, and complex exposure-response relationships. To address these concerns, we develop a flexible statistical method, called lagged kernel machine regression (LKMR). LKMR identifies critical exposure windows of chemical mixtures, and accounts for complex non-linear and non-additive effects of the mixture at any given exposure window. Specifically, LKMR estimates how the effects of a mixture of exposures change with the exposure time window using a Bayesian formulation of a grouped, fused lasso penalty within a kernel machine regression (KMR) framework. A simulation study demonstrates the performance of LKMR under realistic exposure-response scenarios, and demonstrates large gains over approaches that consider each time window separately, particularly when serial correlation among the time-varying exposures is high. Furthermore, LKMR demonstrates gains over another approach that inputs all time-specific chemical concentrations together into a single KMR. We apply LKMR to estimate associations between neurodevelopment and metal mixtures in Early Life Exposures in Mexico and Neurotoxicology, a prospective cohort study of child health in Mexico City.
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Affiliation(s)
- Shelley H Liu
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, 1425 Madison Avenue, New York, NY 10029, USA
| | - Jennifer F Bobb
- Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, 1730 Minor Avenue, Seattle, WA 98101, USA
| | - Kyu Ha Lee
- Epidemiology and Biostatistics Core, The Forsyth Institute, 245 First Street, Cambridge, MA 02142, USA
| | - Chris Gennings
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, 17 E. 102nd Street, New York, NY 10029, USA
| | - Birgit Claus Henn
- Department of Environmental Health, Boston University School of Public Health, 715 Albany Street, Boston, MA 02118, USA
| | - David Bellinger
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, 665 Huntington Avenue, Boston, MA 02115, USA
| | - Christine Austin
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, 17 East 102nd Street, New York, NY 10029, USA
| | - Lourdes Schnaas
- Division of Research in Community Interventions, National Institute of Perinatology, Montes Urales 800, Lomas Virreyes, CP 11000, CDMX, México
| | - Martha M Tellez-Rojo
- Center for Nutrition and Health Research, National Institute of Public Health, Universidad No. 655 Colonia Santa María, Ahuacatitlán, Cerrada Los Pinos y Caminera, C.P. 62100, Cuernavaca, Morelos, México
| | - Howard Hu
- Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, ON, M5T 3M7, Canada
| | - Robert O Wright
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, 17 E. 102nd Street, New York, NY 10029, USA
| | - Manish Arora
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, 17 E. 102nd Street, New York, NY 10029, USA
| | - Brent A Coull
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 665 Huntington Avenue, Boston, MA 02115, USA
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17
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Blakstad MM, Smith ER, Etheredge A, Locks LM, McDonald CM, Kupka R, Kisenge R, Aboud S, Bellinger D, Sudfeld CR, Fawzi WW, Manji K, Duggan CP. Nutritional, Socioeconomic, and Delivery Characteristics Are Associated with Neurodevelopment in Tanzanian Children. J Pediatr 2019; 207:71-79.e8. [PMID: 30559023 PMCID: PMC6440850 DOI: 10.1016/j.jpeds.2018.10.066] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2018] [Revised: 10/19/2018] [Accepted: 10/30/2018] [Indexed: 12/18/2022]
Abstract
OBJECTIVES To evaluate the hypothesis that various maternal, socioeconomic, delivery, and infant nutritional characteristics are associated with early childhood development in young Tanzanian children. STUDY DESIGN We performed a prospective cohort study among 206 HIV-exposed, uninfected and 247 HIV-unexposed Tanzanian infants who had been enrolled in 2 separate micronutrient trials (NCT00197730 and NCT00421668). Trained nurses administered culturally modified Bayley Scales of Infant and Toddler Development, 3rd edition (BSID-III), to evaluate cognitive, motor, and language development at 15 months of age. This analysis explored predictors of BSID-III z-scores using multivariable linear regression. RESULTS Among maternal determinants, we found that low maternal height predicted all BSID-III domains in HIV-unexposed children; low maternal education predicted lower cognitive (standardized mean difference, -0.41; 95% CI, -0.74 to -0.08) and lower gross motor scores (standardized mean difference, -0.32; 95% CI, -0.61 to -0.04) in HIV-exposed children. Among delivery characteristics, facility delivery predicted higher cognitive scores (standardized mean difference, 1.36; 95% CI, 0.26-2.46); and oxytocin administration predicted lower fine motor scores (standardized mean difference, -0.48; 95% CI, -0.87 to -0.09) in HIV-exposed children. Higher length-for-age z-scores at 6 weeks of age predicted better cognitive (standardized mean difference, 0.15; 95% CI, 0.01-0.29) and expressive language scores (standardized mean difference, 0.16; 95% CI, 0.02-0.29) at 15 months in HIV-exposed infants. CONCLUSIONS This hypothesis-generating study found significant associations between nutritional status and health of the mother and child, and maternal educational attainment, with direct measures of early childhood development at 15 months of age. In addition, several aspects of delivery (facility birth and oxytocin administration) were associated with early childhood development. Future intervention trials should focus on modifiable maternal, infant, and obstetric factors to strengthen the evidence base concerning early childhood development. TRIAL REGISTRATION ClinicalTrials.gov: NCT00197730 and NCT00421668.
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Affiliation(s)
- Mia M Blakstad
- Department of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA
| | - Emily R Smith
- Department of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA; Division of Gastroenterology, Hepatology and Nutrition, Boston Children's Hospital, Boston, MA
| | - Analee Etheredge
- Division of Gastroenterology, Hepatology and Nutrition, Boston Children's Hospital, Boston, MA
| | - Lindsey M Locks
- Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA
| | - Christine M McDonald
- UCSF Benioff Children's Hospital Oakland Children's Hospital Oakland Research Institute, Oakland, CA
| | | | - Rodrick Kisenge
- Department of Pediatrics and Child Health, Muhimbili University of Health and Allied Sciences, Dar es Salaam, Tanzania
| | - Said Aboud
- Department of Microbiology and Immunology, Muhimbili University of Health and Allied Sciences, Dar es Salaam, Tanzania
| | - David Bellinger
- Department of Neurology, Boston Children's Hospital, Harvard Medical School, Boston, MA
| | - Christopher R Sudfeld
- Department of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA
| | - Wafaie W Fawzi
- Department of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA; Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA; Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA
| | - Karim Manji
- Department of Pediatrics and Child Health, Muhimbili University of Health and Allied Sciences, Dar es Salaam, Tanzania
| | - Christopher P Duggan
- Department of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA; Division of Gastroenterology, Hepatology and Nutrition, Boston Children's Hospital, Boston, MA; Department of Nutrition, Harvard TH Chan School of Public Health, Boston, MA.
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18
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Liu SH, Bobb JF, Henn BC, Gennings C, Schnaas L, Tellez-Rojo M, Bellinger D, Arora M, Wright RO, Coull BA. Bayesian varying coefficient kernel machine regression to assess neurodevelopmental trajectories associated with exposure to complex mixtures. Stat Med 2018; 37:4680-4694. [PMID: 30277584 PMCID: PMC6522130 DOI: 10.1002/sim.7947] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2017] [Revised: 07/14/2018] [Accepted: 07/27/2018] [Indexed: 11/09/2022]
Abstract
Exposure to environmental mixtures can exert wide-ranging effects on child neurodevelopment. However, there is a lack of statistical methods that can accommodate the complex exposure-response relationship between mixtures and neurodevelopment while simultaneously estimating neurodevelopmental trajectories. We introduce Bayesian varying coefficient kernel machine regression (BVCKMR), a hierarchical model that estimates how mixture exposures at a given time point are associated with health outcome trajectories. The BVCKMR flexibly captures the exposure-response relationship, incorporates prior knowledge, and accounts for potentially nonlinear and nonadditive effects of individual exposures. This model assesses the directionality and relative importance of a mixture component on health outcome trajectories and predicts health effects for unobserved exposure profiles. Using contour plots and cross-sectional plots, BVCKMR also provides information about interactions between complex mixture components. The BVCKMR is applied to a subset of data from PROGRESS, a prospective birth cohort study in Mexico city on exposure to metal mixtures and temporal changes in neurodevelopment. The mixture include metals such as manganese, arsenic, cobalt, chromium, cesium, copper, lead, cadmium, and antimony. Results from a subset of Programming Research in Obesity, Growth, Environment and Social Stressors data provide evidence of significant positive associations between second trimester exposure to copper and Bayley Scales of Infant and Toddler Development cognition score at 24 months, and cognitive trajectories across 6-24 months. We also detect an interaction effect between second trimester copper and lead exposures for cognition at 24 months. In summary, BVCKMR provides a framework for estimating neurodevelopmental trajectories associated with exposure to complex mixtures.
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Affiliation(s)
- Shelley H. Liu
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Jennifer F. Bobb
- Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, Seattle, Washington
| | - Birgit Claus Henn
- Department of Environmental Health, Boston University School of Public Health, Boston, Massachusetts
| | - Chris Gennings
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Lourdes Schnaas
- Division for Research in Community Interventions, National Institute of Perinatology, Mexico, Mexico
| | - Martha Tellez-Rojo
- Center for Research in Nutrition and Health, National Institute of Public Health, Cuernavaca, Mexico
| | - David Bellinger
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Manish Arora
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Robert O. Wright
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Brent A. Coull
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
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19
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Fortenberry GZ, Meeker JD, Sánchez BN, Bellinger D, Peterson K, Schnaas L, Solano-González M, Ettinger AS, Hernandez-Avila M, Hu H, Tellez-Rojo MM. Retraction notice to "Paraoxonase I polymorphisms and attention/hyperactivity in school-age children from Mexico City, Mexico" Environmental Research (2014) 342 -349. Environ Res 2018; 167:776. [PMID: 30286872 DOI: 10.1016/j.envres.2018.06.050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Affiliation(s)
- Gamola Z Fortenberry
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - John D Meeker
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Brisa N Sánchez
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI USA
| | - David Bellinger
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Karen Peterson
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Lourdes Schnaas
- Division of Research on Public Health, National Institute of Perinatology, Mexico City, México
| | - Maritsa Solano-González
- Center for Evaluation Research and Surveys, National Institute of Public Health, Cuernavaca, Morelos, Mexico
| | - Adrienne S Ettinger
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA; Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA; Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA
| | | | - Howard Hu
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Martha Maria Tellez-Rojo
- ivision of Statistics, Center for Surveys and Evaluation Research, National Institute of Public Health, Cuernavaca, Morelos, Mexico
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20
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Mitchell M, Warren R, Bellinger D, Browne D. Is Dental Amalgam Toxic to Children of Color? J Natl Med Assoc 2018; 110:414-416. [DOI: 10.1016/j.jnma.2018.07.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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21
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Jaceldo-Siegl K, Haddad E, Knutsen S, Fan J, Lloren J, Bellinger D, Fraser GE. Lower C-reactive protein and IL-6 associated with vegetarian diets are mediated by BMI. Nutr Metab Cardiovasc Dis 2018; 28:787-794. [PMID: 29704951 PMCID: PMC6818966 DOI: 10.1016/j.numecd.2018.03.003] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Revised: 02/21/2018] [Accepted: 03/06/2018] [Indexed: 12/20/2022]
Abstract
BACKGROUND AND AIMS The mechanism by which vegetarian diets are associated with less inflammation is not clear. We investigated the role of BMI as a mediator in the relationship between vegetarian diet and concentrations of C-reactive protein (CRP), and the cytokines IL-6, IL-10 and TNF-α. METHODS AND RESULTS We used data from participants of the Adventist Health Study 2 (AHS-2) Calibration (n = 893) and Biological Manifestations of Religion (n = 478) sub-studies. Vegetarian diet variations were determined based on reported intake of animal products assessed by FFQ. Combining all participants, the proportion of non-vegetarians (NVs), partial vegetarians (PVs), lacto-ovo vegetarians (LOVs), and strict vegetarians (SVs) was 44%, 16%, 31%, and 9%, respectively. NV and PV participants were older than other dietary groups, and non-vegetarians had the highest BMI. Mediation analyses supported the mediating effect of BMI in associations of vegetarian diet with CRP (p < 0.001 each for PV, LOV and SV), and with IL-6 (p < 0.05 each for PV, LOV and SV). Mediation by BMI was not evident between vegetarian diet and the biomarkers IL-10 and TNF-α. A direct pathway was significant only in the association between strict vegetarians and CRP (p = 0.017). CONCLUSION The lower CRP and IL-6 concentrations among vegetarians may be mediated by BMI.
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Affiliation(s)
- K Jaceldo-Siegl
- Adventist Health Study, School of Public Health, Loma Linda University, Loma Linda, CA, United States; Center for Nutrition, Healthy Lifestyle, and Disease Prevention, School of Public Health, Loma Linda University, Loma Linda, CA, United States.
| | - E Haddad
- Adventist Health Study, School of Public Health, Loma Linda University, Loma Linda, CA, United States; Center for Nutrition, Healthy Lifestyle, and Disease Prevention, School of Public Health, Loma Linda University, Loma Linda, CA, United States
| | - S Knutsen
- Adventist Health Study, School of Public Health, Loma Linda University, Loma Linda, CA, United States; Center for Nutrition, Healthy Lifestyle, and Disease Prevention, School of Public Health, Loma Linda University, Loma Linda, CA, United States
| | - J Fan
- Adventist Health Study, School of Public Health, Loma Linda University, Loma Linda, CA, United States
| | - J Lloren
- Adventist Health Study, School of Public Health, Loma Linda University, Loma Linda, CA, United States
| | - D Bellinger
- Dept. of Pathology and Human Anatomy, School of Medicine, Loma Linda University, Loma Linda, CA, United States
| | - G E Fraser
- Adventist Health Study, School of Public Health, Loma Linda University, Loma Linda, CA, United States; Center for Nutrition, Healthy Lifestyle, and Disease Prevention, School of Public Health, Loma Linda University, Loma Linda, CA, United States
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22
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Shulkin M, Pimpin L, Bellinger D, Kranz S, Fawzi W, Duggan C, Mozaffarian D. n-3 Fatty Acid Supplementation in Mothers, Preterm Infants, and Term Infants and Childhood Psychomotor and Visual Development: A Systematic Review and Meta-Analysis. J Nutr 2018; 148:409-418. [PMID: 29546296 PMCID: PMC6251555 DOI: 10.1093/jn/nxx031] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2017] [Revised: 06/05/2017] [Accepted: 10/31/2017] [Indexed: 12/25/2022] Open
Abstract
Background Epidemiologic studies link maternal seafood and n-3 (ω-3) polyunsaturated fatty acid (PUFA) consumption with improved childhood cognitive development; trials show mixed results. Objective We investigated effects of n-3 PUFA supplementation on child cognitive and visual outcomes. Methods We systematically reviewed and meta-analyzed randomized controlled trials of n-3 PUFA supplementation in mothers or infants (age ≤2 y) and evaluated standardized measures of cognitive or visual development up to age 18 y. Of 6286 abstracts and 669 full-text articles, 38 trials with 53 intervention arms were included. Data were extracted independently in duplicate. Findings were pooled using random-effects meta-analysis across supplementation periods (maternal, preterm, term infant); we also explored subgroup analyses stratified by supplementation period. Heterogeneity was explored using I2, stratified analysis, and meta-regression. Cognitive development was assessed by Bayley Scales of Infant Development mental and psychomotor developmental indexes (MDI, PDI) and intelligence quotient (IQ); visual acuity was assessed by electrophysiological or behavioral measures. Results The 38 trials (mothers: n = 13; preterm infants: n = 7; term infants: n = 18) included 5541 participants. When we explored effects during different periods of supplementation, n-3 PUFA supplementation improved MDI in preterm infants (3.33; 95% CI: 0.72, 5.93), without statistically significant effects on PDI or IQ in different intervention period subgroups. Visual acuity [measured as the logarithm of the minimum angle of resolution (logMAR)] was improved by supplementation in preterm (-0.08 logMAR; 95% CI: -0.14, -0.01 logMAR) and term infants (-0.08 logMAR; 95% CI: -0.11, -0.05 logMAR), with a nonsignificant trend for maternal supplementation (-0.02 logMAR; 95% CI: -0.04, 0.00 logMAR). In main analyses pooling all supplementation periods, compared with placebo, n-3 PUFA supplementation improved MDI (n = 21 trials; 0.91; 95% CI: 0.005, 1.81; P = 0.049), PDI (n = 21 trials; 1.06 higher index; 95% CI: 0.10, 2.03; P = 0.031), and visual acuity (n = 24; -0.063 logMAR; 95% CI: -0.084, -0.041 logMAR; P < 0.001) but not IQ (n = 7; 0.20; 95% CI: -1.56, 1.96, P = 0.83), although few studies assessed this endpoint. Potential publication bias was identified for MDI (Eggers P = 0.005), but not other endpoints. Significant differences in findings were not identified by world region, race, maternal education, age at outcome assessment, supplementation duration, DHA or EPA dose, DHA:AA ratio, or study quality score (P-interaction > 0.05 each). Conclusions n-3 PUFA supplementation improves childhood psychomotor and visual development, without significant effects on global IQ later in childhood, although the latter conclusion is based on fewer studies.
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Affiliation(s)
- Masha Shulkin
- Tufts Friedman School of Nutrition & Science Policy, Boston, MA
- University of Michigan Medical School, Ann Arbor, MI
| | - Laura Pimpin
- Tufts Friedman School of Nutrition & Science Policy, Boston, MA
| | - David Bellinger
- Boston Children's Hospital, Boston, MA
- Harvard Medical School, Boston, MA
- Harvard TH Chan School of Public Health, Boston, MA
| | - Sarah Kranz
- Tufts Friedman School of Nutrition & Science Policy, Boston, MA
| | - Wafaie Fawzi
- Harvard TH Chan School of Public Health, Boston, MA
| | - Christopher Duggan
- Boston Children's Hospital, Boston, MA
- Harvard TH Chan School of Public Health, Boston, MA
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23
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Bellinger D. Announcing the 2018 Toxics Travel Award for Post-Doctoral Fellows. Toxics 2018; 6:toxics6010010. [PMID: 29385677 PMCID: PMC5874783 DOI: 10.3390/toxics6010010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/26/2018] [Revised: 01/30/2018] [Accepted: 01/30/2018] [Indexed: 06/07/2023]
Abstract
This year we enjoyed a large number of very highly meritorious applications for our annual Toxics Travel Award.
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Affiliation(s)
- David Bellinger
- Boston Children's Hospital, Harvard Medical School, Harvard University, 300 Longwood Ave, Boston, MA 02115, USA.
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24
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Messerlian C, Bellinger D, Mínguez-Alarcón L, Romano ME, Ford JB, Williams PL, Calafat AM, Hauser R, Braun JM. Paternal and maternal preconception urinary phthalate metabolite concentrations and child behavior. Environ Res 2017; 158:720-728. [PMID: 28738300 PMCID: PMC5599166 DOI: 10.1016/j.envres.2017.07.032] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2017] [Revised: 07/14/2017] [Accepted: 07/16/2017] [Indexed: 05/24/2023]
Abstract
BACKGROUND Prenatal phthalate exposure has been associated with behavioral problems and lower performance on measures of cognitive ability in children. However, the potential effect of phthalate exposure during the sensitive preconception period is unknown. OBJECTIVES To estimate the association of maternal and paternal preconception urinary phthalate metabolite concentrations with child behavior and evaluate potential modification by child sex. METHODS We used data from 166 children (111 singletons, 26 pairs of twins, and 1 set of triplets) born to 134 mothers and 100 fathers participating in a prospective preconception cohort study of subfertile couples from the Massachusetts General Hospital Fertility Center. We estimated mean maternal and paternal preconception exposures by averaging individual phthalate metabolite concentrations in multiple urine samples collected before pregnancy. We assessed children's behavior at 2-9 years of age by parent report using the Behavior Assessment System for Children-2 (BASC-2). We estimated the covariate-adjusted association between individual phthalate metabolite concentrations and the sum of di(2-ethylhexyl) phthalate metabolites (∑ DEHP) and behavior scores, and evaluated differences in associations by child sex using linear regression with Generalized Estimating Equations. Models were further adjusted for prenatal phthalate concentrations in sensitivity analyses. RESULTS Each loge-unit increase in maternal and paternal preconception concentrations of ∑DEHP was associated with a 2.0 (95% CI: - 3.2, - 0.7) and 1.8 (95% CI: - 3.1, - 0.4) point decrease in BASC-2 internalizing behavior scores among all children, respectively. We observed sex-specific associations for some phthalate biomarkers: among boys, maternal monoisobutyl phthalate (MiBP) was positively associated with externalizing behaviors, and paternal MiBP and mono-n-butyl phthalate were positively associated with internalizing behaviors. CONCLUSIONS In this cohort, paternal and maternal preconception concentrations of some phthalate biomarkers were associated with specific aspects of child behavior, even after adjustment for prenatal concentrations. While additional research is warranted to confirm these results, our findings suggest that the preconception period of exposure may be a critical window for offspring neurodevelopment.
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Affiliation(s)
- Carmen Messerlian
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
| | - David Bellinger
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Lidia Mínguez-Alarcón
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Megan E Romano
- Department of Epidemiology, Geisel School of Medicine, Dartmouth, Lebanon, NH, USA
| | - Jennifer B Ford
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Paige L Williams
- Department of Biostatistics, Harvard T.H. Chan School of Public Health Boston, MA, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health Boston, MA, USA
| | - Antonia M Calafat
- National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Russ Hauser
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health Boston, MA, USA; Vincent Obstetrics and Gynecology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Joseph M Braun
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, USA
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Lam J, Lanphear BP, Bellinger D, Axelrad DA, McPartland J, Sutton P, Davidson L, Daniels N, Sen S, Woodruff TJ. Developmental PBDE Exposure and IQ/ADHD in Childhood: A Systematic Review and Meta-analysis. Environ Health Perspect 2017; 125:086001. [PMID: 28799918 PMCID: PMC5783655 DOI: 10.1289/ehp1632] [Citation(s) in RCA: 154] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2017] [Revised: 04/28/2017] [Accepted: 04/28/2017] [Indexed: 05/17/2023]
Abstract
BACKGROUND In the United States, one in six children are affected by neurodevelopmental disorders, and polybrominated diphenyl ethers (PBDEs) in flame-retardant chemicals are measured ubiquitously in children. OBJECTIVE We conducted a systematic a systematic review regarding developmental exposure to PBDEs and intelligence or Attention Deficit/Hyperactivity Disorder (ADHD) and attention-related behavioral conditions in humans. METHODS We searched articles published up to 26 September 2016, and included original studies that quantified exposures to PBDEs incurred any time in proximity to conception or during in utero, perinatal, or childhood time periods. We evaluated the risk of bias of individual studies and the overall quality and strength of the evidence according to the Navigation Guide systematic review methodology. We established criteria in advance to identify studies that could be combined using random effects meta-analyses (DerSimonian-Laird method). RESULTS Fifteen studies met the inclusion criteria; 10 studies met the criteria for intelligence and nine for attention-related problems. We rated studies generally with "low" to "probably low" risk of bias and rated the overall body of evidence as "moderate" quality with "sufficient" evidence for an association between Intelligence Quotient (IQ) and PBDEs. Our meta-analysis of four studies estimated a 10-fold increase (in other words, times 10) in PBDE exposure associated with a decrement of 3.70 IQ points (95% confidence interval: 0.83, 6.56). We concluded the body of evidence was of "moderate" quality for ADHD with "limited" evidence for an association with PBDEs, based on the heterogeneity of association estimates reported by a small number of studies and the fact that chance, bias, and confounding could not be ruled out with reasonable confidence. CONCLUSION We concluded there was sufficient evidence supporting an association between developmental PBDE exposure and reduced IQ. Preventing developmental exposure to PBDEs could help prevent loss of human intelligence. https://doi.org/10.1289/EHP1632.
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Affiliation(s)
- Juleen Lam
- Program on Reproductive Health and the Environment, University of California , San Francisco, San Francisco, California, USA
| | | | - David Bellinger
- Harvard School of Public Health, Harvard University , Boston, Massachusetts, USA
| | - Daniel A Axelrad
- Office of Policy, U.S. Environmental Protection Agency , Washington, District of Columbia, USA
| | | | - Patrice Sutton
- Program on Reproductive Health and the Environment, University of California , San Francisco, San Francisco, California, USA
| | - Lisette Davidson
- Department of Obstetrics and Gynecology, Kaiser Permanente , Oakland, California, USA
| | - Natalyn Daniels
- Program on Reproductive Health and the Environment, University of California , San Francisco, San Francisco, California, USA
| | - Saunak Sen
- University of Tennessee Health Science Center , Memphis, Tennessee, USA
| | - Tracey J Woodruff
- Program on Reproductive Health and the Environment, University of California , San Francisco, San Francisco, California, USA
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Wang Z, Henn BC, Wang C, Wei Y, Su L, Sun R, Chen H, Wagner PJ, Lu Q, Lin X, Wright R, Bellinger D, Kile M, Mazumdar M, Tellez-Rojo MM, Schnaas L, Christiani DC. Genome-wide gene by lead exposure interaction analysis identifies UNC5D as a candidate gene for neurodevelopment. Environ Health 2017; 16:81. [PMID: 28754176 PMCID: PMC5534076 DOI: 10.1186/s12940-017-0288-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2016] [Accepted: 07/17/2017] [Indexed: 05/04/2023]
Abstract
BACKGROUND Neurodevelopment is a complex process involving both genetic and environmental factors. Prenatal exposure to lead (Pb) has been associated with lower performance on neurodevelopmental tests. Adverse neurodevelopmental outcomes are more frequent and/or more severe when toxic exposures interact with genetic susceptibility. METHODS To explore possible loci associated with increased susceptibility to prenatal Pb exposure, we performed a genome-wide gene-environment interaction study (GWIS) in young children from Mexico (n = 390) and Bangladesh (n = 497). Prenatal Pb exposure was estimated by cord blood Pb concentration. Neurodevelopment was assessed using the Bayley Scales of Infant Development. RESULTS We identified a locus on chromosome 8, containing UNC5D, and demonstrated evidence of its genome-wide significance with mental composite scores (rs9642758, p meta = 4.35 × 10-6). Within this locus, the joint effects of two independent single nucleotide polymorphisms (SNPs, rs9642758 and rs10503970) had a p-value of 4.38 × 10-9 for mental composite scores. Correlating GWIS results with in vitro transcriptomic profiles identified one common gene, SLC1A5, which is involved in synaptic function, neuronal development, and excitotoxicity. Further analysis revealed interconnected interactions that formed a large network of 52 genes enriched with oxidative stress genes and neurodevelopmental genes. CONCLUSIONS Our findings suggest that certain genetic polymorphisms within/near genes relevant to neurodevelopment might modify the toxic effects of Pb exposure via oxidative stress.
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Affiliation(s)
- Zhaoxi Wang
- Harvard TH Chan School of Public Health, Boston, MA USA
| | - Birgit Claus Henn
- Department of Environmental Health, Boston University, School of Public Health, Boston, USA
| | | | - Yongyue Wei
- Department of Epidemiology, Department of Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Li Su
- Harvard TH Chan School of Public Health, Boston, MA USA
| | - Ryan Sun
- Harvard TH Chan School of Public Health, Boston, MA USA
| | - Han Chen
- Harvard TH Chan School of Public Health, Boston, MA USA
| | | | - Quan Lu
- Harvard TH Chan School of Public Health, Boston, MA USA
| | - Xihong Lin
- Harvard TH Chan School of Public Health, Boston, MA USA
| | | | - David Bellinger
- Harvard TH Chan School of Public Health, Boston, MA USA
- Children’s Hospital Boston, Boston, USA
| | | | - Maitreyi Mazumdar
- Harvard TH Chan School of Public Health, Boston, MA USA
- Children’s Hospital Boston, Boston, USA
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27
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Muñoz-Rocha TV, Tamayo Y Ortiz M, Romero M, Pantic I, Schnaas L, Bellinger D, Claus-Henn B, Wright R, Wright RO, Téllez-Rojo MM. Prenatal co-exposure to manganese and depression and 24-months neurodevelopment. Neurotoxicology 2017; 64:134-141. [PMID: 28728787 DOI: 10.1016/j.neuro.2017.07.007] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Revised: 07/12/2017] [Accepted: 07/12/2017] [Indexed: 10/19/2022]
Abstract
BACKGROUND Normal prenatal neurodevelopment follows stages that are potentially influenced by both chemical and psychosocial environments. Exposure to elevated manganese during this critically vulnerable period has been found to be neurotoxic. Independently, maternal prenatal depression has been associated with subsequent neurodevelopmental decrements in children. The association between child neurodevelopment and prenatal co-exposure to manganese and maternal depression has not been sufficiently studied. METHODS During pregnancy and at birth, we measured maternal blood and cord blood manganese levels respectively. Maternal depression was assessed in the 3rd trimester of pregnancy using the Edinburgh Depression Scale. Neurodevelopment was evaluated at 24 months of age with the Bayley Scales of Infant Development. A multivariate multiple regression model was used to analyze cognitive, language and motor scores simultaneously for 473 children from the PROGRESS birth cohort in Mexico City. RESULTS Over 25% of our study participants reported having depressive symptoms. 3rd trimester blood manganese as well as depressive symptoms were independently negatively associated with all neurodevelopment scores in adjusted models. In stratified analyses, the negative association between manganese (maternal as well as cord blood) and 24-month language scores was stronger among women with depressive symptoms. Receptive language was mostly affected. Inverted U-shaped curves were seen for the association between with cord blood manganese and neurodevelopment scores. CONCLUSIONS Our findings are in line with previous studies of manganese and depression neurotoxicity. The prenatal period may be particularly sensitive to manganese and depression co-exposures and should be of interest for public health interventions to promote healthy emotional and nutritional pregnancies.
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Affiliation(s)
- Teresa Verenice Muñoz-Rocha
- National Institute of Public Health, Universidad No. 655 Colonia Santa María, Ahuacatitlán, Cerrada Los Pinos y Caminera, C.P. 62100, Cuernavaca, Morelos, Mexico.
| | - Marcela Tamayo Y Ortiz
- National Institute of Public Health, Universidad No. 655 Colonia Santa María, Ahuacatitlán, Cerrada Los Pinos y Caminera, C.P. 62100, Cuernavaca, Morelos, Mexico; CONACYT- National Council of Science and Technology, Avenida Insurgentes Sur 1582, D.F., Benito Juárez, Crédito Constructor, 03940, Ciudad de, Mexico.
| | - Martín Romero
- National Institute of Public Health, Universidad No. 655 Colonia Santa María, Ahuacatitlán, Cerrada Los Pinos y Caminera, C.P. 62100, Cuernavaca, Morelos, Mexico.
| | - Ivan Pantic
- National Institute of Perinatology, Calle Montes Urales #800, D.F., Miguel Hidalgo, Lomas Virreyes, 11000 Ciudad de, Mexico.
| | - Lourdes Schnaas
- National Institute of Perinatology, Calle Montes Urales #800, D.F., Miguel Hidalgo, Lomas Virreyes, 11000 Ciudad de, Mexico.
| | - David Bellinger
- Department Environmental Health, Harvard T.H. Chan School of Public Health, 677 Huntington Ave, Boston, MA 02115, United States,.
| | - Birgit Claus-Henn
- Department of Environmental Health, Boston University School of Public Health, 715 Albany Street, Boston, MA 02118, United States,.
| | - Rosalind Wright
- Department of Pediatrics, Icahn School of Medicine at Mount Sinai, 1428 Madison Ave, New York, NY 10029, United States.
| | - Robert O Wright
- Department of Preventive Medicine, Icahn School of Medicine at Mount Sinai, 1428 Madison Ave, New York, NY 10029, United States.
| | - Martha María Téllez-Rojo
- National Institute of Public Health, Universidad No. 655 Colonia Santa María, Ahuacatitlán, Cerrada Los Pinos y Caminera, C.P. 62100, Cuernavaca, Morelos, Mexico.
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28
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Tamayo Y Ortiz M, Téllez-Rojo MM, Trejo-Valdivia B, Schnaas L, Osorio-Valencia E, Coull B, Bellinger D, Wright RJ, Wright RO. Maternal stress modifies the effect of exposure to lead during pregnancy and 24-month old children's neurodevelopment. Environ Int 2017; 98:191-197. [PMID: 27865525 PMCID: PMC5221478 DOI: 10.1016/j.envint.2016.11.005] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2016] [Revised: 10/12/2016] [Accepted: 11/03/2016] [Indexed: 05/21/2023]
Abstract
BACKGROUND Lead and psychosocial stress disrupt similar but not completely overlapping mechanisms. Exposure during the prenatal period to each of these insults singularly has been found to alter normal neurodevelopment; however, longitudinal associations with stress modifying the effect of lead have not been sufficiently analyzed in epidemiologic studies. OBJECTIVE To evaluate prenatal stress as an effect modifier of gestational lead neurotoxicity. METHODS We used a structural equations modeling approach with a trivariate response to evaluate cognitive, language and motor scores of the Bayley Scales of Infant Development-III in 24month-old children (n=360). Maternal blood lead levels were measured at the 2nd and 3rd trimester and psychosocial stress during pregnancy was assessed using a negative life events (NLE) scale derived from the CRYSIS questionnaire. RESULTS 3rd trimester lead (mean 3.9±3.0 SDμg/dL) and stress (median=3 NLE) were negatively associated with Bayley III scores. Using the model's results we generated profiles for 0, 2, 4 and 6 NLE across lead levels (up to 10μg/dL) and observed a dose-response for the developmental scores when lead levels were below 2μg/dL. Each NLE curve had a different shape across increasing lead levels. Higher stress (NLE=6) resulted in lower cognitive scores for both sexes, in lower language scores in girls but not boys. In the absence of stress we saw a negative association with lead for all scores, however for language and motor scores, higher stress seemed to mask this association. CONCLUSIONS Our work examined and confirmed prenatal stress exposure as a modifier of the well-known neurotoxic effects of prenatal lead. It adds to the existing evidence pointing at the importance of studying the co-exposure of chemical and non-chemical exposures, specifically of considering the emotional environment of children at early developmental stages of life.
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Affiliation(s)
- Marcela Tamayo Y Ortiz
- National Council of Science and Technology, Avenida Insurgentes Sur 1582, Benito Juárez, Crédito Constructor, 03940 Ciudad de México, D.F., México.
| | - Martha María Téllez-Rojo
- National Institute of Public Health, Universidad No. 655 Colonia Santa María, Ahuacatitlán, Cerrada Los Pinos y Caminera, C.P. 62100, Cuernavaca, Morelos, México.
| | - Belem Trejo-Valdivia
- National Institute of Public Health, Universidad No. 655 Colonia Santa María, Ahuacatitlán, Cerrada Los Pinos y Caminera, C.P. 62100, Cuernavaca, Morelos, México.
| | - Lourdes Schnaas
- National Institute of Perinatology, Calle Montes Urales #800, Miguel Hidalgo, Lomas Virreyes, 11000 Ciudad de México, D.F., México.
| | - Erika Osorio-Valencia
- National Institute of Perinatology, Calle Montes Urales #800, Miguel Hidalgo, Lomas Virreyes, 11000 Ciudad de México, D.F., México.
| | - Brent Coull
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, 677 Huntington Ave, Boston, MA 02115, United States.
| | - David Bellinger
- Department Environmental Health, Harvard T.H. Chan School of Public Health, 677 Huntington Ave, Boston, MA 02115, United States.
| | - Rosalind J Wright
- Department of Pediatrics, Icahn School of Medicine at Mount Sinai, 1428 Madison Ave, New York, NY 10029, United States.
| | - Robert O Wright
- Department of Preventive Medicine, Icahn School of Medicine at Mount Sinai, 1428 Madison Ave, New York, NY 10029, United States.
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Abstract
We present new schemes to improve the convergence of an important global optimization problem and to determine reaction pathways (RPs) between identified minima. Those methods have been implemented into the CAST program (Conformational Analysis and Search Tool). The first part of this chapter shows how to improve convergence of the Monte Carlo with minimization (MCM, also known as Basin Hopping) method when applied to optimize water clusters or aqueous solvation shells using a simple model. Since the random movement on the potential energy surface (PES) is an integral part of MCM, we propose to employ a hydrogen bonding-based algorithm for its improvement. We show comparisons of the results obtained for random dihedral and for the proposed random, rigid-body water molecule movement, giving evidence that a specific adaption of the distortion process greatly improves the convergence of the method. The second part is about the determination of RPs in clusters between conformational arrangements and for reactions. Besides standard approaches like the nudged elastic band method, we want to focus on a new algorithm developed especially for global reaction path search called Pathopt. We started with argon clusters, a typical benchmark system, which possess a flat PES, then stepwise increase the magnitude and directionality of interactions. Therefore, we calculated pathways for a water cluster and characterize them by frequency calculations. Within our calculations, we were able to show that beneath local pathways also additional pathways can be found which possess additional features.
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Affiliation(s)
- D Weber
- Julius-Maximilians-Universität Würzburg, Institut für Physikalische und Theoretische Chemie, Würzburg, Germany
| | - D Bellinger
- Julius-Maximilians-Universität Würzburg, Institut für Physikalische und Theoretische Chemie, Würzburg, Germany
| | - B Engels
- Julius-Maximilians-Universität Würzburg, Institut für Physikalische und Theoretische Chemie, Würzburg, Germany.
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30
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Júlvez J, Paus T, Bellinger D, Eskenazi B, Tiemeier H, Pearce N, Ritz B, White T, Ramchandani P, Gispert JD, Desrivières S, Brouwer R, Boucher O, Alemany S, López-Vicente M, Suades-González E, Forns J, Grandjean P, Sunyer J. Environment and Brain Development: Challenges in the Global Context. Neuroepidemiology 2015; 46:79-82. [PMID: 26684467 DOI: 10.1159/000442256] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Affiliation(s)
- Jordi Júlvez
- Centre for Research in Environmental Epidemiology, Barcelona, Catalonia, Spain
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31
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Gibb H, Devleesschauwer B, Bolger PM, Wu F, Ezendam J, Cliff J, Zeilmaker M, Verger P, Pitt J, Baines J, Adegoke G, Afshari R, Liu Y, Bokkers B, van Loveren H, Mengelers M, Brandon E, Havelaar AH, Bellinger D. World Health Organization estimates of the global and regional disease burden of four foodborne chemical toxins, 2010: a data synthesis. F1000Res 2015; 4:1393. [PMID: 26918123 PMCID: PMC4755404 DOI: 10.12688/f1000research.7340.1] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/19/2015] [Indexed: 01/07/2023] Open
Abstract
Background Chemical exposures have been associated with a variety of health effects; however, little is known about the global disease burden from foodborne chemicals. Food can be a major pathway for the general population's exposure to chemicals, and for some chemicals, it accounts for almost 100% of exposure. Methods and Findings Groups of foodborne chemicals, both natural and anthropogenic, were evaluated for their ability to contribute to the burden of disease. The results of the analyses on four chemicals are presented here - cyanide in cassava, peanut allergen, aflatoxin, and dioxin. Systematic reviews of the literature were conducted to develop age- and sex-specific disease incidence and mortality estimates due to these chemicals. From these estimates, the numbers of cases, deaths and disability adjusted life years (DALYs) were calculated. For these four chemicals combined, the total number of illnesses, deaths, and DALYs in 2010 is estimated to be 339,000 (95% uncertainty interval [UI]: 186,000-1,239,000); 20,000 (95% UI: 8,000-52,000); and 1,012,000 (95% UI: 562,000-2,822,000), respectively. Both cyanide in cassava and aflatoxin are associated with diseases with high case-fatality ratios. Virtually all human exposure to these four chemicals is through the food supply. Conclusion Chemicals in the food supply, as evidenced by the results for only four chemicals, can have a significant impact on the global burden of disease. The case-fatality rates for these four chemicals range from low (e.g., peanut allergen) to extremely high (aflatoxin and liver cancer). The effects associated with these four chemicals are neurologic (cyanide in cassava), cancer (aflatoxin), allergic response (peanut allergen), endocrine (dioxin), and reproductive (dioxin).
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Affiliation(s)
- Herman Gibb
- Gibb Epidemiology Consulting LLC, Arlington, VA, USA
| | - Brecht Devleesschauwer
- Department of Virology, Parasitology and Immunology, Ghent University, Merelbeke, Belgium
- Institute of Health and Society (IRSS), Université catholique de Louvain, Brussels, Belgium
- Department of Biomedical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
- Emerging Pathogens Institute and Animal Sciences Department, University of Florida, Gainesville, FL, USA
| | - P. Michael Bolger
- Exponent, Center for Chemical Regulation and Food Safety, Washington, DC, USA
| | - Felicia Wu
- Department of Food Science and Human Nutrition, Michigan State University, East Lansing, MI, USA
- Department of Agricultural, Food, and Resource Economics, Michigan State University, East Lansing, MI, USA
| | - Janine Ezendam
- National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Julie Cliff
- Faculdade de Medicina, Universidade Eduardo Mondlane, Maputo, Mozambique
| | - Marco Zeilmaker
- National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Philippe Verger
- Department of Food Safety and Zoonoses, World Health Organization, Geneva, Switzerland
| | - John Pitt
- CSIRO Food and Nutrition Flagship, North Ryde, Australia
| | - Janis Baines
- Food Data Analysis Section, Food Standards Australia New Zealand, Canberra, Australia
| | - Gabriel Adegoke
- Department of Food Technology, University of Ibadan, Ibadan, Nigeria
| | - Reza Afshari
- Environmental Health Services, British Columbia Centre for Disease Control, Vancouver, BC, Canada
| | - Yan Liu
- INTERTEK, Oak Brook, IL, USA
| | - Bas Bokkers
- National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Henk van Loveren
- National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Marcel Mengelers
- National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Esther Brandon
- National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Arie H. Havelaar
- National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
- Emerging Pathogens Institute and Animal Sciences Department, University of Florida, Gainesville, FL, USA
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht, Netherlands
| | - David Bellinger
- Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
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Etheredge A, Manji K, McDonald C, Kellogg M, Tran H, Gosselin K, Gewirtz A, Kisenge R, Aboud S, Bellinger D, Fawzi W, Duggan C. Markers of Environmental Enteric Dysfunction (EED) are Associated with Neurodevelopment in Tanzanian Children. FASEB J 2015. [DOI: 10.1096/fasebj.29.1_supplement.899.1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Analee Etheredge
- Gastroenterology and Nutrition Boston Children's Hospital (BCH)MAUnited States
| | - Karim Manji
- PediatricsMuhimbili University of Health and Allied Sciences (MUHAS)United Republic of Tanzania
| | - Christine McDonald
- Gastroenterology and Nutrition Boston Children's Hospital (BCH)MAUnited States
| | | | - Hao Tran
- BiologyGeorgia State UniversityGAUnited States
| | - Kerri Gosselin
- Gastroenterology and Nutrition Boston Children's Hospital (BCH)MAUnited States
| | | | - Rodrick Kisenge
- PediatricsMuhimbili University of Health and Allied Sciences (MUHAS)United Republic of Tanzania
| | - Said Aboud
- Microbiology/ImmunologyMUHASUnited Republic of Tanzania
| | | | - Wafaie Fawzi
- Global Health and Population Harvard School of Public HealthMAUnited States
| | - Christopher Duggan
- Gastroenterology and Nutrition Boston Children's Hospital (BCH)MAUnited States
- Global Health and Population Harvard School of Public HealthMAUnited States
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Fortenberry GZ, Meeker JD, Sánchez BN, Bellinger D, Peterson K, Schnaas L, Solano-González M, Ettinger AS, Hernandez-Avila M, Hu H, Maria Tellez-Rojo M. RETRACTED: Paraoxonase I polymorphisms and attention/hyperactivity in school-age children from Mexico City, Mexico. Environ Res 2014; 132:342-349. [PMID: 24834831 DOI: 10.1016/j.envres.2014.04.010] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2013] [Revised: 04/09/2014] [Accepted: 04/11/2014] [Indexed: 06/03/2023]
Abstract
Globally, organophosphate (OP) pesticide usage and exposure is widespread. Studies have found that fetuses and infants are more sensitive than adults to environmental toxicants and that prenatal exposure to low levels of OPs has been associated with Attention Deficit Hyperactivity Disorder-Like Phenotypes (ADHD-LP). Paraoxonase 1 (PON1) is an enzyme involved in detoxifying some OPs and its polymorphisms influence enzyme activity and quantity. The objective of this study was to examine whether maternal and/or child PON1 genotypes (PON1R192Q and PON1L55M) were associated with ADHD-LP in a Mexico City, Mexico birth cohort. PON1R192Q and PON1L55M genotypes in mothers (PON1R192Q: N=531; PON1L55M: N=458) and children (PON1R192Q: N=532; PON1L55M: N=478) from blood DNA were determined. We assessed ADHD-LP for children between the ages of 6 and 13 using Conners' Parent Rating Scales-Revised (CRS-R), Conners' Continuous Performance Test (CPT), and the parent scores for Behavior Assessment System for Children-2 (BASC2). Multivariable linear regression models were used to test relationships between ADHD-LP and PON1 polymorphisms. In these models, significant associations were observed with maternal genotypes but not with the child genotypes. A higher DSM IV Hyperactivity/Impulsivity score (β=3.27 points; 95% CI (0.89, 5.65)) and a 2.17 higher score in child DSM IV Total (95% CI (0.05, 4.29)) were observed for maternal PON155MM in comparison to PON155LM+LL. The childattention problems score was 2.27 points higher (95% CI (0.002, 4.53) for maternal PON1192QQ in comparison to PON1192QR+RR. Because maternal PON1 polymorphisms were associated with child ADHD-LP, this may be a viable biomarker of susceptibility for ADHD-LP.
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Affiliation(s)
- Gamola Z Fortenberry
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - John D Meeker
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA.
| | - Brisa N Sánchez
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI USA
| | - David Bellinger
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Karen Peterson
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Lourdes Schnaas
- Division of Research on Public Health, National Institute of Perinatology, Mexico City, México
| | - Maritsa Solano-González
- Center for Evaluation Research and Surveys, National Institute of Public Health, Cuernavaca, Morelos, Mexico
| | - Adrienne S Ettinger
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA; Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA; Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA
| | | | - Howard Hu
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Martha Maria Tellez-Rojo
- Division of Statistics, Center for Surveys and Evaluation Research, National Institute of Public Health, Cuernavaca, Morelos, Mexico
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Fortenberry GZ, Meeker JD, Sánchez BN, Barr DB, Panuwet P, Bellinger D, Schnaas L, Solano-González M, Ettinger AS, Hernandez-Avila M, Hu H, Tellez-Rojo MM. Urinary 3,5,6-trichloro-2-pyridinol (TCPY) in pregnant women from Mexico City: distribution, temporal variability, and relationship with child attention and hyperactivity. Int J Hyg Environ Health 2013; 217:405-12. [PMID: 24001412 DOI: 10.1016/j.ijheh.2013.07.018] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2013] [Revised: 07/30/2013] [Accepted: 07/31/2013] [Indexed: 11/17/2022]
Abstract
Attention Deficit Hyperactivity Disorder (ADHD) is the most commonly diagnosed and studied cognitive and behavioral disorder in school-age children. The etiology of ADHD and ADHD-related behavior is unclear, but genetic and environmental factors, such as pesticides, have been hypothesized. The objective of this study was to investigate the relationship between in utero exposure to chlorpyrifos, chlorpyrifos-methyl, and/or 3,5,6-trichloro-2-pyridinol (TCPY) and ADHD in school-age Mexican children using TCPY as a biomarker of exposure. The temporal reliability of repeated maternal urinary TCPY concentrations across trimesters was also explored (N=21). To explore associations with ADHD-related outcomes in children, third trimester urinary TCPY concentrations in were measured in 187 mother-child pairs from a prospective birth cohort. Child neurodevelopment in children 6-11 years of age was assessed using Conners' Parental Rating Scales-Revised (CRS-R), Conners' Continuous Performance Test (CPT), and Behavior Assessment System for Children-2 (BASC-2). Multivariable linear regression models were used to test relationships for all children combined and also stratified by sex. Intraclass correlation coefficients (ICC) calculations were based on a random effects model. The ICC was 0.41 for uncorrected TCPY, and ranged from 0.29 to 0.32 for specific gravity-corrected TCPY. We did not observe any statistically significant associations between tertiles of maternal TCPY concentrations and ADHD-related outcomes in children. However, compared to the lowest tertile we found suggestive evidence for increased ADHD index in the highest TCPY tertile in boys (β=5.55 points; 95% CI (-0.19, 11.3); p=0.06) and increased attention problems for the middle tertile in girls (β=5.81 points; 95% CI (-0.75, 12.4); p=0.08). Considering the continued widespread agricultural and possible residential use of chlorpyrifos and chlorpyrifos-methyl in Mexico and the educational implications of cognitive and behavior deficits, these relationships deserve further study.
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Affiliation(s)
- Gamola Z Fortenberry
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - John D Meeker
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA.
| | - Brisa N Sánchez
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Dana Boyd Barr
- Department of Environmental Health, Emory University, Atlanta, GA, USA
| | - Parinya Panuwet
- Department of Environmental Health, Emory University, Atlanta, GA, USA
| | - David Bellinger
- Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Lourdes Schnaas
- Division of Research on Public Health, National Institute of Perinatology, Mexico City, Mexico
| | - Maritsa Solano-González
- Center for Evaluation Research and Surveys, National Institute of Public Health, Cuernavaca, Morelos, Mexico
| | - Adrienne S Ettinger
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI, USA; Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA; Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, USA
| | | | - Howard Hu
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Martha Maria Tellez-Rojo
- Division of Statistics, Center for Surveys and Evaluation Research, National Institute of Public Health, Cuernavaca, Morelos, Mexico
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Roy A, Ettinger AS, Hu H, Bellinger D, Schwartz J, Modali R, Wright RO, Palaniappan K, Balakrishnan K. Effect modification by transferrin C2 polymorphism on lead exposure, hemoglobin levels, and IQ. Neurotoxicology 2013; 38:17-22. [PMID: 23732512 DOI: 10.1016/j.neuro.2013.05.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2013] [Revised: 05/07/2013] [Accepted: 05/09/2013] [Indexed: 01/31/2023]
Abstract
BACKGROUND Iron deficiency and lead exposure remain significant public health issues in many parts of the world and are both independently associated with neurocognitive deficits. Polymorphisms in iron transport pathways have been shown to modify the absorption and toxicity of lead. OBJECTIVE We hypothesized that the transferrin (TF) C2 polymorphism modifies the effects of lead and hemoglobin on intelligence. METHODS Children aged 3-7 years (N=708) were enrolled from 12 primary schools in Chennai, India. The Binet-Kamath Scale of Intelligence were administered to ascertain intelligence quotient (IQ). Venous blood was analyzed for lead and hemoglobin levels. Genotyping for the TF C2 polymorphism (rs1049296) was carried out using a MassARRAY iPLEXTM platform. Stratified analyses and interaction models, using generalized estimating equations, were examined to explore interactions between lead, hemoglobin, and TF C2 categories. RESULTS A one-unit increase in log blood lead and 1g/dl higher hemoglobin was associated with -77 (95% CI: -136, -18) and 17 (95% CI 14, 21) IQ points, respectively, among children carrying the C2 variant. In comparison, among children who had the homozygous wildtype allele, the same increment of lead and hemoglobin were associated with -21(95% CI: -65, 24) and 28 (95% CI: 15, 40) IQ points, respectively. There was a significant interaction between lead (p=0.04) and hemoglobin (p=0.07) with the C2 variant. CONCLUSION Children who carry the TF C2 variant may be more susceptible to the neurotoxic effects of lead exposure and less protected by higher levels of hemoglobin.
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Affiliation(s)
- Ananya Roy
- Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT, United States.
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McDonald C, Manji K, Kupka R, Okuma J, Bosch R, Kisenge R, Aboud S, Bellinger D, Fawzi W, Duggan C. Effect of multiple micronutrient supplementation on the neurodevelopment of HIV‐exposed Tanzanian infants. FASEB J 2013. [DOI: 10.1096/fasebj.27.1_supplement.619.9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | - Karim Manji
- Muhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - Roland Kupka
- UNICEF West and Central Africa Regional OfficeDakarSenegal
| | | | | | - Rodrick Kisenge
- Muhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - Said Aboud
- Muhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - David Bellinger
- Boston Children's HospitalBostonMA
- Harvard School of Public HealthBostonMA
| | | | - Christopher Duggan
- Boston Children's HospitalBostonMA
- Harvard School of Public HealthBostonMA
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Budtz-Jørgensen E, Bellinger D, Lanphear B, Grandjean P. An international pooled analysis for obtaining a benchmark dose for environmental lead exposure in children. Risk Anal 2013; 33:450-61. [PMID: 22924487 DOI: 10.1111/j.1539-6924.2012.01882.x] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Lead is a recognized neurotoxicant, but estimating effects at the lowest measurable levels is difficult. An international pooled analysis of data from seven cohort studies reported an inverse and supra-linear relationship between blood lead concentrations and IQ scores in children. The lack of a clear threshold presents a challenge to the identification of an acceptable level of exposure. The benchmark dose (BMD) is defined as the dose that leads to a specific known loss. As an alternative to elusive thresholds, the BMD is being used increasingly by regulatory authorities. Using the pooled data, this article presents BMD results and applies different statistical techniques in the analysis of multistudy data. The calculations showed only a limited variation between studies in the steepness of the dose-response functions. BMD results were quite robust to modeling assumptions with the best fitting models yielding lower confidence limits (BMDLs) of about 0.1-1.0 μ g/dL for the dose leading to a loss of one IQ point. We conclude that current allowable blood lead concentrations need to be lowered and further prevention efforts are needed to protect children from lead toxicity.
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38
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McDonald C, Manji K, Spiegelman D, Bellinger D, Kisenge R, Msamanga G, Fawzi W, Duggan C. Morbidity and undernutrition are associated with impaired neurodevelopment among HIV‐exposed infants in Tanzania. FASEB J 2012. [DOI: 10.1096/fasebj.26.1_supplement.652.6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | - Karim Manji
- Muhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - Donna Spiegelman
- EpidemiologyHarvard School of Public HealthBostonMA
- BiostatisticsHarvard School of Public HealthBostonMA
| | | | - Rodrick Kisenge
- Muhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - Gernard Msamanga
- Muhimbili University of Health and Allied SciencesDar es SalaamTanzania
| | - Wafaie Fawzi
- NutritionHarvard School of Public HealthBostonMA
- Global Health and PopulationHarvard School of Public HealthBostonMA
| | - Christopher Duggan
- NutritionHarvard School of Public HealthBostonMA
- Children's HospitalBostonMA
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Cheng H, Wypij D, Laussen P, Bellinger D, Stopp CD, Newburger J, Kussman B. CEREBRAL BLOOD FLOW VELOCITY AND DEVELOPMENTAL OUTCOME IN INFANTS UNDERGOING SURGICAL REPAIR OF CONGENITAL HEART DISEASE. J Am Coll Cardiol 2012. [DOI: 10.1016/s0735-1097(12)60756-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Schwartz J, Bellinger D, Glass T. Exploring potential sources of differential vulnerability and susceptibility in risk from environmental hazards to expand the scope of risk assessment. Am J Public Health 2011; 101 Suppl 1:S94-101. [PMID: 22021315 DOI: 10.2105/ajph.2011.300272] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Genetic factors, other exposures, individual disease states and allostatic load, psychosocial stress, and socioeconomic position all have the potential to modify the response to environmental exposures. Moreover, many of these modifiers covary with the exposure, leading to much higher risks in some subgroups. These are not theoretical concerns; rather, all these patterns have already been demonstrated in studies of the effects of lead and air pollution. However, recent regulatory impact assessments for these exposures have generally not incorporated these findings. Therefore, differential risk and vulnerability is a critically important but neglected area within risk assessment, and should be incorporated in the future.
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Affiliation(s)
- Joel Schwartz
- Department of Environmental Health and Epidemiology, Harvard School of Public Health, and Harvard Center for Risk Analysis, Harvard University, Boston, MA 02215, USA.
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Schwartz J, Bellinger D, Glass T. Expanding the scope of risk assessment: methods of studying differential vulnerability and susceptibility. Am J Public Health 2011; 101 Suppl 1:S102-9. [PMID: 22021313 DOI: 10.2105/ajph.2011.300367] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Several methodological issues have been identified in analysis of epidemiological data to better assess the distributional effects of exposures and hypotheses about effect modification. We discuss the hierarchical mixed model and some more complex methods. Methods of capturing inequality are a second dimension of risk assessment, and simulation studies are important because plausible choices for air pollution effects and effect modifiers could result in extremely high risks in a small subset of the population. Future epidemiological studies should explore contextual and individual-level factors that might modify these relationships. The Environmental Protection Agency should make this a standard part of their risk assessments whenever the necessary information is available.
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Affiliation(s)
- Joel Schwartz
- School of Public Health, Harvard University, Boston, MA, USA.
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Schwartz J, Bellinger D, Glass T. Expanding the scope of environmental risk assessment to better include differential vulnerability and susceptibility. Am J Public Health 2011; 101 Suppl 1:S88-93. [PMID: 22021314 DOI: 10.2105/ajph.2011.300268] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The central paradigm of the Environmental Protection Agency is risk assessment. We examined how differential responses across population groups could be better integrated into the environmental risk assessment process, providing tools to achieve greater equity in health status in addition to risk reduction. Such integration was difficult with paradigms like reference dose and was easier with consideration of dose-response curves, which incorporated nontrivial effects observed at low doses for common exposures. We identified 6 assumptions implicit in standard chemical risk assessments that should changed: (1) risk independence, (2) risk averaging, (3) risk nontransferability, (4) risk synchrony, (5) risk accumulation and chaining, and (6) quantification of numbers of persons above certain thresholds or limit values sufficient to characterize risk.
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Affiliation(s)
- Joel Schwartz
- Department of Environmental Health and Epidemiology, Harvard School of Public Health, andHarvard Center for Risk Analysis, Harvard University, Boston, MA 02215, USA.
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Almond CS, Buchholz H, Massicotte P, Ichord R, Rosenthal DN, Uzark K, Jaquiss RDB, Kroslowitz R, Kepler MB, Lobbestael A, Bellinger D, Blume ED, Fraser CD, Bartlett RH, Thiagarajan R, Jenkins K. Berlin Heart EXCOR Pediatric ventricular assist device Investigational Device Exemption study: study design and rationale. Am Heart J 2011; 162:425-35.e6. [PMID: 21884857 DOI: 10.1016/j.ahj.2011.05.026] [Citation(s) in RCA: 86] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2010] [Accepted: 05/23/2011] [Indexed: 12/15/2022]
Abstract
BACKGROUND Currently, there are no Food and Drug Administration-approved devices available that can provide long-term mechanical circulatory support to smaller children with severe heart failure as a bridge to heart transplant (HT). In recent years, the Berlin Heart EXCOR Pediatric ventricular assist device (VAD) has emerged as a potential treatment option. Systematic data on the safety and efficacy of the EXCOR are limited. METHODS The Investigational Device Exemption (IDE) clinical study is designed to evaluate the safety and probable benefit of the EXCOR to support regulatory review of the device under the Humanitarian Device Exemption regulation. The study design and rationale are reviewed in light of the well-described challenges inherent in small population studies. RESULTS The Berlin Heart EXCOR IDE clinical study is a prospective, multicenter, single-arm, clinical cohort study. Children aged 0 to 16 years with severe heart failure (Interagency Registry for Mechanically Assisted Circulatory Support profile 1 or 2) due to 2-ventricle heart disease and actively listed for HT comprise the primary study cohort. The control population is a propensity-matched retrospective cohort of children supported with extracorporeal membrane oxygenation, the only bridge device available to smaller children before the EXCOR. The primary efficacy end point is survival to heart transplantation or recovery. The primary safety end point is the incidence of serious adverse events as defined by pediatric Interagency Registry for Mechanically Assisted Circulatory Support criteria. The study will enroll a total of 48 subjects in 2 cohorts based on body surface area (cohort 1 <0.7 m(2), cohort 2 0.7-1.5 m(2)) and is powered to show safety superiority to a prespecified performance goal of 0.25 serious adverse events per day of support. Children ineligible for the primary cohort will still have access to the device in a third compassionate-use cohort where adverse event data will be collected for additional safety characterization of the device. CONCLUSION The Berlin Heart IDE clinical study will be the first bridge-to-HT VAD study designed exclusively for children. It is anticipated that the study will provide important information on the safety and efficacy of the Berlin Heart EXCOR Pediatric in children while providing valuable lessons into the design and conduct of future VAD studies in children.
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Affiliation(s)
- Christopher S Almond
- The Cardiology Clinical Research and Regulatory Group, Department of Cardiology, Children's Hospital Boston, Harvard Medical School, Boston, MA 02115, USA.
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Ravishankar C, Zak V, Bellinger D, Cook A, Gaynor JW, Ghanayem N, Krawczeski C, Licht DJ, Mahony L, Newburger J, Pemberton V, Atz T, Khaikin S, Sananes R, Williams IA, Williams RV, Hsu D. LINEAR GROWTH FAILURE IS ASSOCIATED WITH WORSE NEURODEVELOPMENTAL OUTCOME IN INFANTS WITH SINGLE VENTRICLE PHYSIOLOGY. J Am Coll Cardiol 2011. [DOI: 10.1016/s0735-1097(11)60420-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Roy A, Bellinger D, Hu H, Schwartz J, Ettinger AS, Wright RO, Bouchard M, Palaniappan K, Balakrishnan K. Lead exposure and behavior among young children in Chennai, India. Environ Health Perspect 2009; 117:1607-11. [PMID: 20019913 PMCID: PMC2790517 DOI: 10.1289/ehp.0900625] [Citation(s) in RCA: 80] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2009] [Accepted: 06/26/2009] [Indexed: 05/21/2023]
Abstract
BACKGROUND Lead exposure has long been associated with deficits in IQ among children. However, few studies have assessed the impact of lead on specific domains of behavior and cognition. OBJECTIVE We evaluated the associations between lead and different domains of neurobehavior and their relative sensitivity to lead. METHODS We determined blood lead levels using a LeadCare instrument in 756 children 3-7 years of age attending pre- and elementary schools in Chennai, India. Anxiety, social problems, inattention, hyperactivity, and attention deficit hyperactivity disorder (ADHD), as well as executive function were assessed in children by their schoolteachers using Conners' Teacher Rating Scales-39, Conners' ADHD/Diagnostic and Statistical Manual for Mental Disorders, 4th Edition Scales (CADS), and the Behavior Rating Inventory of Executive Function questionnaires, with higher scores denoting worse behavior. Analyses were carried out using multivariate generalized estimating equations with comparisons of outcome Z-scores to assess the relative strengths of the associations between log-blood lead and the different domains of behavior. RESULTS Mean blood lead level was 11.4 +/- 5.3 microg/dL. Blood lead was associated with higher anxiety (beta = 0.27, p = 0.01), social problems (beta = 0.20, p = 0.02), and higher scores in the ADHD index (beta = 0.17; p = 0.05). The effect estimate was highest for global executive function (beta = 0.42; p< 0.001). CONCLUSIONS Higher blood lead levels in this population of young children is associated with increased risk of neurobehavioral deficits and ADHD, with executive function and attention being particularly vulnerable domains to the effects of lead.
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Affiliation(s)
- Ananya Roy
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, Michigan, USA.
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Hopkins MR, Ettinger AS, Hernández-Avila M, Schwartz J, Téllez-Rojo MM, Lamadrid-Figueroa H, Bellinger D, Hu H, Wright RO. Variants in iron metabolism genes predict higher blood lead levels in young children. Environ Health Perspect 2008; 116:1261-6. [PMID: 18795173 PMCID: PMC2535632 DOI: 10.1289/ehp.11233] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2008] [Accepted: 04/23/2008] [Indexed: 05/21/2023]
Abstract
BACKGROUND Given the association between iron deficiency and lead absorption, we hypothesized that variants in iron metabolism genes would predict higher blood lead levels in young children. OBJECTIVE We examined the association between common missense variants in the hemochromatosis (HFE) and transferrin (TF) genes and blood lead levels in 422 Mexican children. METHODS Archived umbilical cord blood samples were genotyped for HFE (H63D and C282Y) and TF (P570S) variants. Blood lead was measured at 24, 30, 36, 42, and 48 months of age. A total of 341 subjects had at least one follow-up blood lead level available and data available on covariates of interest for inclusion in the longitudinal analyses. We used random-effects models to examine the associations between genotype (HFE, TF, and combined HFE + TF) and repeated measures of blood lead, adjusting for maternal blood lead at delivery and child's concurrent anemia status. RESULTS Of 422 children genotyped, 17.7, 3.3, and 18.9% carried the HFE H63D, HFE C282Y, and TF P570S variants, respectively. One percent of children carried both the HFE C282Y and TF P570S variants, and 3% of children carried both the HFE H63D and TF P570S variants. On average, carriers of either the HFE (beta = 0.11, p = 0.04) or TF (beta = 0.10, p = 0.08) variant had blood lead levels that were 11% and 10% higher, respectively, than wild-type subjects. In models examining the dose effect, subjects carrying both variants (beta = 0.41, p = 0.006) had blood lead 50% higher than wild-type subjects and a significantly higher odds of having a blood lead level > 10 microg/dL (odds ratio = 18.3; 95% confidence interval, 1.9-177.1). CONCLUSIONS Iron metabolism gene variants modify lead metabolism such that HFE variants are associated with increased blood lead levels in young children. The joint presence of variant alleles in the HFE and TF genes showed the greatest effect, suggesting a gene-by-gene-by-environment interaction.
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Affiliation(s)
- Marianne R. Hopkins
- Department of Environmental Health, Harvard School of Public Health, Boston, Massachusetts, USA
- Department of Medicine, Children’s Hospital Boston, Boston, Massachusetts, USA
| | - Adrienne S. Ettinger
- Department of Environmental Health, Harvard School of Public Health, Boston, Massachusetts, USA
- Channing Laboratory, Brigham and Women’s Hospital, Boston, Massachusetts, USA
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
- Address correspondence to A.S. Ettinger, Harvard School of Public Health, HSPH Landmark Center, 401 Park Dr., Rm. 421-West, Boston, MA 02215 USA. Telephone: (617) 384-8834. Fax: (617) 384-8745. E-mail:
| | | | - Joel Schwartz
- Department of Environmental Health, Harvard School of Public Health, Boston, Massachusetts, USA
- Channing Laboratory, Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | - Martha María Téllez-Rojo
- Division of Program Evaluation and Biostatistics, Center of Evaluation Research and Surveys, National Institute of Public Health, Cuernavaca, Morelos, Mexico
| | - Héctor Lamadrid-Figueroa
- Division of Program Evaluation and Biostatistics, Center of Evaluation Research and Surveys, National Institute of Public Health, Cuernavaca, Morelos, Mexico
| | - David Bellinger
- Department of Environmental Health, Harvard School of Public Health, Boston, Massachusetts, USA
- Department of Neurology, Children’s Hospital Boston, Boston, Massachusetts, USA
| | - Howard Hu
- Department of Environmental Health, Harvard School of Public Health, Boston, Massachusetts, USA
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
| | - Robert O. Wright
- Department of Environmental Health, Harvard School of Public Health, Boston, Massachusetts, USA
- Department of Medicine, Children’s Hospital Boston, Boston, Massachusetts, USA
- Channing Laboratory, Brigham and Women’s Hospital, Boston, Massachusetts, USA
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, Michigan, USA
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Dunn JE, Trachtenberg FL, Barregard L, Bellinger D, McKinlay S. Scalp hair and urine mercury content of children in the Northeast United States: the New England Children's Amalgam Trial. Environ Res 2008; 107:79-88. [PMID: 17961541 PMCID: PMC2464356 DOI: 10.1016/j.envres.2007.08.015] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2007] [Revised: 08/24/2007] [Accepted: 08/27/2007] [Indexed: 05/10/2023]
Abstract
UNLABELLED Children may be at particular risk from toxic effects of mercury (Hg). Previous studies of hair (organic) and urine (inorganic) Hg levels in US children were unable to assess Hg levels while accounting for exposure to amalgam dental restorations. This analysis describes, over a 5-year period, levels and correlates/predictors of scalp hair (H-Hg) and urinary (U-Hg) mercury in 534 New England Children's Amalgam Trial (NECAT) participants, aged 6-10 years and without exposure to dental amalgam at baseline. RESULTS Mean H-Hg levels were between 0.3 and 0.4 microg/g over 5 years. 17-29% of children had H-Hg levels > or = 0.5 microg/g, and 5.0 to 8.5% of children had levels > or = 1 microg/g, in any given study year. In adjusted models, fish consumption frequency was the most robust predictor of high H-Hg. U-Hg mean levels were between 0.7 and 0.9 microg/g creatinine over two years. The percentage of those with U-Hg > or 2.3 microg/g creatinine ranged from 4% to 6%. Number of amalgam restorations had a significant dose-response relationship with U-Hg level. Daily gum chewing in the presence of amalgam was associated with high U-Hg.
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Affiliation(s)
- Julie E Dunn
- New England Research Institutes, 9 Galen St., Watertown, MA, USA.
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Grandjean P, Bellinger D, Bergman A, Cordier S, Davey-Smith G, Eskenazi B, Gee D, Gray K, Hanson M, van den Hazel P, Heindel JJ, Heinzow B, Hertz-Picciotto I, Hu H, Huang TTK, Jensen TK, Landrigan PJ, McMillen IC, Murata K, Ritz B, Schoeters G, Skakkebaek NE, Skerfving S, Weihe P. The faroes statement: human health effects of developmental exposure to chemicals in our environment. Basic Clin Pharmacol Toxicol 2008; 102:73-5. [PMID: 18226057 DOI: 10.1111/j.1742-7843.2007.00114.x] [Citation(s) in RCA: 74] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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49
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Sagiv S, Bellinger D, Tolbert P, Altshul L, Korrick S. Prenatal Polychlorinated Biphenyl (PCB) Exposure and Behavior Among School-Aged Children Using a Continuous Performance Test. Epidemiology 2007. [DOI: 10.1097/01.ede.0000276635.02256.1e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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50
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Bouchard M, Laforest F, Vandelac L, Bellinger D, Mergler D. Hair manganese and hyperactive behaviors: pilot study of school-age children exposed through tap water. Environ Health Perspect 2007; 115:122-7. [PMID: 17366831 PMCID: PMC1797845 DOI: 10.1289/ehp.9504] [Citation(s) in RCA: 259] [Impact Index Per Article: 15.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/11/2006] [Accepted: 10/03/2006] [Indexed: 05/14/2023]
Abstract
BACKGROUND Neurotoxic effects are known to occur with inhalation of manganese particulates, but very few data are available on exposure to Mn in water. We undertook a pilot study in a community in Quebec (Canada) where naturally occurring high Mn levels were present in the public water system. Our objective was to test the hypothesis that greater exposure to Mn via drinking water would be reflected in higher Mn content in hair which, in turn, would be associated with increased level of hyperactive behaviors. METHODS Forty-six children participated in the study, 24 boys and 22 girls, 6-15 years of age (median, 11 years). Their homes received water from one of two wells (W) with different Mn concentrations: WI: mean 610 microg/L; W2: mean 160 microg/L. The Revised Conners' Rating Scale for parents (CPRS-R) and for teachers (CTRS-R) were administered, providing T-scores on the following subscales: Oppositional, Hyperactivity, Cognitive Problems/Inattention, and ADHD Index. RESULTS Children whose houses were supplied by WI had higher hair Mn (MnH) than those supplied by W2 (mean 6.2+/-4.7 microg/g vs. 3.3+/-3.0 microg/g, p = 0.025). MnH was significantly associated with T-scores on the CTRS-R Oppositional (p = 0.020) and Hyperactivity (p = 0.002) subscales, after adjustment for age, sex, and income. All children with Oppositional and Hyperactivity T-scores > 65 had MnH > 3.0 microg/g. CONCLUSIONS The findings of this pilot study are sufficiently compelling to warrant more extensive investigations into the risks of Mn exposure in drinking water.
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Affiliation(s)
- Maryse Bouchard
- Centre de recherche interdisciplinaire sur la biologie, la santé, la société et l’environnement (CINBIOSE), Université du Québec à Montréal, Montréal, Québec, Canada
| | - François Laforest
- Centre de recherche interdisciplinaire sur la biologie, la santé, la société et l’environnement (CINBIOSE), Université du Québec à Montréal, Montréal, Québec, Canada
| | - Louise Vandelac
- Centre de recherche interdisciplinaire sur la biologie, la santé, la société et l’environnement (CINBIOSE), Université du Québec à Montréal, Montréal, Québec, Canada
| | - David Bellinger
- Department of Neurology, Children’s Hospital Boston, and Harvard Medical School, Boston, Massachusetts, USA
| | - Donna Mergler
- Centre de recherche interdisciplinaire sur la biologie, la santé, la société et l’environnement (CINBIOSE), Université du Québec à Montréal, Montréal, Québec, Canada
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