Evidence map›Paper›PMID 28669934›Full record

ArticleEnvironmental health perspectives2017

The Joint Effect of Prenatal Exposure to Metal Mixtures on Neurodevelopmental Outcomes at 20-40 Months of Age: Evidence from Rural Bangladesh.

Linda Valeri, Maitreyi M Mazumdar, Jennifer F Bobb, Birgit Claus Henn, Ema Rodrigues, Omar I A Sharif, Molly L Kile, Quazi Quamruzzaman, Sakila Afroz, Mostafa Golam and 5 more

Open access · diamondAbstract read
In one paragraph

Article in Environmental health perspectives, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 147 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
147citing papers in PubMed, 2 pooled it
14.2field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

147 citing papers in PubMed, 2 syntheses or guidelines pooled it, 313 citations in OpenAlex.

  1. Neurodevelopmental Outcomes Associated with Early-Life Exposure to Heavy Metals: A Systematic Review.International journal of environmental research and public health · 2025
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87 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors at 6 institutions in 1 country.

Linda ValeriLaboratory for Psychiatric Biostatistics, McLean Hospital, Belmont, Massachussetts, USA.
Maitreyi M MazumdarDepartment of Neurology, Boston Children's Hospital, Boston, Massachussetts, USA.
Jennifer F BobbGroup Health Research Institute, Seattle, Washington, USA.
Birgit Claus HennDepartment of Environmental Health, Boston University School of Public Health, Boston, Massachussetts, USA.
Ema RodriguesDepartment of Neurology, Boston Children's Hospital, Boston, Massachussetts, USA.
Omar I A SharifDakha Community Hospital, Dakha, Bangladesh.
Molly L KileCollege of Public Health and Human Sciences, Oregon State University, Portland, Oregon, USA.
Quazi QuamruzzamanDakha Community Hospital, Dakha, Bangladesh.
Sakila AfrozDakha Community Hospital, Dakha, Bangladesh.
Mostafa GolamDakha Community Hospital, Dakha, Bangladesh.
Citra AmarasiriwardenaDepartment of Environmental Medicine and Public Health, Icahn School of Medicine, New York, New York, USA.
David C BellingerDepartment of Neurology, Boston Children's Hospital, Boston, Massachussetts, USA.
David C ChristianiDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachussetts, USA.
Brent A CoullDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachussetts, USA.
Robert O WrightDepartment of Environmental Medicine and Public Health, Icahn School of Medicine, New York, New York, USA.
Boston Children's Hospital · USHarvard University · USIcahn School of Medicine at Mount Sinai · USBoston University · USKaiser Permanente Washington Health Research Institute · USOregon State University · US

Funding

Translational Research Support CoreP30ES000002 · NIEHS · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI Brent Andrew Coull · 1985 to 2026
$44.6M
The Mount Sinai Transdisciplinary Center on Early Environmental ExposuresP30ES023515 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Maria Jose Rosa · 2014 to 2026
$21.3M
Superfund Metal Mixtures, Biomarkers and NeurodevelopmentP42ES016454 · NIEHS · HARVARD SCHOOL OF PUBLIC HEALTH · PI BELLINGER, DAVID C · 2010 to 2015
$10.1M
Mouse Neurodevelopmental Behavior CoreU54HD090255 · NICHD · BOSTON CHILDREN'S HOSPITAL · PI POMEROY, SCOTT LOREN · 2016 to 2020
$5.2M
Metal Mixtures and NeurodevelopmentR01ES014930 · NIEHS · BRIGHAM AND WOMEN'S HOSPITAL · PI WRIGHT, ROBERT O · 2006 to 2010
$3.2M
Arsenic Exposure and Birth Outcomes in BangladeshR01ES015533 · NIEHS · HARVARD SCHOOL OF PUBLIC HEALTH · PI CHRISTIANI, DAVID C · 2007 to 2011
$2.1M
Metal mixtures, children's cognition, and sensitive developmental windowsR00ES022986 · NIEHS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI CLAUS HENN, BIRGIT GUNHILD · 2015 to 2017
$747k
Neurodevelopmental Effects of Early Life Arsenic ExposureK23ES017437 · NIEHS · BOSTON CHILDREN'S HOSPITAL · PI MAZUMDAR, MAITREYI · 2009 to 2013
$735k
NIEHS NIH HHS K23 ES017437NIEHS NIH HHS P30 ES000002NIEHS NIH HHS P30 ES023515NIEHS NIH HHS P42 ES016454NIEHS NIH HHS R00 ES022986NIEHS NIH HHS R01 ES014930NIEHS NIH HHS R01 ES015533
6 · The paper itself

Abstract

backgroundExposure to chemical mixtures is recognized as the real-life scenario in all populations, needing new statistical methods that can assess their complex effects.

objectivesWe aimed to assess the joint effect of in utero exposure to arsenic, manganese, and lead on children's neurodevelopment.

methodsWe employed a novel statistical approach, Bayesian kernel machine regression (BKMR), to study the joint effect of coexposure to arsenic, manganese, and lead on neurodevelopment using an adapted Bayley Scale of Infant and Toddler Development™. Third Edition, in 825 mother-child pairs recruited into a prospective birth cohort from two clinics in the Pabna and Sirajdikhan districts of Bangladesh. Metals were measured in cord blood using inductively coupled plasma-mass spectrometry.

resultsAnalyses were stratified by clinic due to differences in exposure profiles. In the Pabna district, which displayed high manganese levels [interquartile range (IQR): 4.8, 18 μg/dl], we found a statistically significant negative effect of the mixture of arsenic, lead, and manganese on cognitive score when cord blood metals concentrations were all above the 60th percentile (As≥0.7 μg/dl, Mn≥6.6 μg/dl, Pb≥4.2 μg/dl) compared to the median (As=0.5 μg/dl, Mn=5.8 μg/dl, Pb=3.1 μg/dl). Evidence of a nonlinear effect of manganese was found. A change in log manganese from the 25th to the 75th percentile when arsenic and manganese were at the median was associated with a decrease in cognitive score of −0.3 (−0.5, −0.1) standard deviations. Our study suggests that arsenic might be a potentiator of manganese toxicity.

conclusionsEmploying a novel statistical method for the study of the health effects of chemical mixtures, we found evidence of neurotoxicity of the mixture, as well as potential synergism between arsenic and manganese. https://doi.org/10.1289/EHP614.

Indexed as

BangladeshBayes TheoremChild, PreschoolEnvironmental ExposureEnvironmental PollutantsFemaleHumansInfantMaleMaternal ExposureMetalsPregnancyPrenatal Exposure Delayed EffectsEnvironmental PollutantsMetals

Identifiers

PMID28669934
PMCPMC5744746
OpenAlexW2730524918

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.