ArticleEnvironment international2020
Maternal blood metal and metalloid concentrations in association with birth outcomes in Northern Puerto Rico.
Article in Environment international, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 57 papers, 3 of them syntheses that pooled 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.
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.
Who cites it
57 citing papers in PubMed, 3 syntheses or guidelines pooled it, 112 citations in OpenAlex.
- Association between maternal exposure to mercury during pregnancy and birth weight: a systematic review and meta-analysis.BMC pediatrics · 2026Pooled it
- Prenatal metal(loid) exposure and preterm birth: a systematic review of the epidemiologic evidence.Journal of exposure science & environmental epidemiology · 2025Pooled it
- Is there a maternal blood biomarker that can predict spontaneous preterm birth prior to labour onset? A systematic review.PloS one · 2022Pooled it
- Intra-individual variability of urinary non-persistent chemical concentrations during pregnancy in the ECHO Cohort.Journal of exposure science & environmental epidemiology · 2026Article
- Evaluation of integrated, multimedia biomarkers of prenatal metals exposure in association with child neurodevelopment in Puerto Rico.Journal of exposure science & environmental epidemiology · 2026Article
- Prenatal Metal Exposome Reprograms Neonatal Metabolism: Trimester-Dependent Effects on Amino Acid and Carnitine Networks.Environment & health (Washington, D.C.) · 2026Article
- Prenatal urinary biomarkers of metal and metalloid exposure and child neurodevelopmental outcomes in Puerto Rico.Environmental research · 2026Article
- Association of neonatal metrics, metabolic risk factors, and metal levels in children with obesity.Scientific reports · 2026Article
- Effects of maternal arsenic exposure on birth outcomes using harmonized data across three birth cohorts.Toxicology and environmental health sciences · 2026Article
- Prenatal exposure to metals and metal mixtures influences birth weight in affected populations in the Republic of Suriname, South America.Environmental research · 2025Article
- Early Life Exposure To Multiple Metals, Nutrition, and Growth in Children - A Scoping Review.Current environmental health reports · 2025Article
- Individual and combined effects of maternal per- and polyfluoroalkyl substances exposure on preterm birth: a nested case-control study in China.Environmental health : a global access science source · 2025Article
- Association of whole blood essential metals with neurodevelopment among preschool children.Pediatric research · 2025Article
- Association of maternal multi-metal exposure and dyslipidemia: a study of air pollution on pregnancy outcomes.BMC pregnancy and childbirth · 2025Article
- Associations among PMEnvironmental research communications · 2025Article
- Using transcriptomic signatures to elucidate individual and mixture effects of inorganic arsenic and manganese in human placental trophoblast HTR-8/SVneo cells.Toxicological sciences : an official journal of the Society of Toxicology · 2025Article
- Associations Between Ambient PMToxics · 2025Article
- Mercury Levels in Hair of Pregnant Women in Tumbes, Peru: A Cross-Sectional Study.The American journal of tropical medicine and hygiene · 2025Article
- Association of maternal metal exposure and psychological status with adverse pregnancy outcomes: a nested case-control study.Frontiers in public health · 2025Article
- Effects of exposure to multiple metallic elements in the first trimester of pregnancy on the risk of preterm birth.Maternal & child nutrition · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors at 5 institutions in 2 countries.
Funding
Abstract
backgroundIn previous studies, exposures to heavy metals such as Pb and Cd have been associated with adverse birth outcomes; however, knowledge on effects at low levels of exposure and of other elements remain limited.
methodWe examined individual and mixture effects of metals and metalloids on birth outcomes among 812 pregnant women in the Puerto Rico Testsite for Exploring Contamination Threats (PROTECT) cohort. We measured 16 essential and non-essential metal(loid)s in maternal blood collected at 16-20 and 24-28 weeks gestation. We used linear and logistic regression to independently examine associations between geometric mean (GM) concentrations of each metal across visits and gestational age, birthweight z-scores, preterm birth, small for gestational age (SGA), and large for gestational age (LGA). We evaluated effect modification with infant sex*metal interaction terms. To identify critical windows of susceptibility, birth outcomes were regressed on visit-specific metal concentrations. Furthermore, average metal concentrations were divided into tertiles to examine the potential for non-linear relationships. We used elastic net (ENET) regularization to construct Environmental Risk Score (ERS) as a metal risk score and Bayesian Kernel Machine Regression (BKMR) to identify individual metals most critical to each outcome, accounting for correlated exposures.
resultsIn adjusted models, an interquartile range (IQR) increase in GM lead (Pb) was associated with 1.63 higher odds of preterm birth (95%CI = 1.17, 2.28) and 2 days shorter gestational age (95% CI = -3.1, -0.5). Manganese (Mn) and zinc (Zn) were also associated with higher odds of preterm birth and shorter gestational age; the associations were strongest among the highest tertile for Mn and among females for Zn. Mercury (Hg) was associated with higher risk of preterm birth at the later window of pregnancy. Ni measured later in pregnancy was associated with lower odds of SGA. ENET and BKMR models selected similar metals as "important" predictors of birth outcomes. The association between ERS and preterm birth was assessed and the third tertile of ERS was significantly associated with an elevated odds ratio of 2.13 (95% CI = 1.12, 5.49) for preterm birth compared to the first tertile.
conclusionAs the PROTECT cohort has lower Pb concentrations (GM = 0.33 μg/dL) compared to the mainland US, our findings suggest that low-level prenatal lead exposure, as well as elevated Mn and Zn exposure, may adversely affect birth outcomes. Improved understanding on environmental factors contributing to preterm birth, together with sustainable technologies to remove contamination, will have a direct impact in Puerto Rico and elsewhere.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.