Evidence map›Paper›PMID 33940396›Full record

ArticleEnvironment international2021

Blood lead levels in Peruvian adults are associated with proximity to mining and DNA methylation.

Ainash Childebayeva, Jaclyn M Goodrich, Nathan Chesterman, Fabiola Leon-Velarde, Maria Rivera-Ch, Melisa Kiyamu, Tom D Brutsaert, Abigail W Bigham, Dana C Dolinoy

Open access · goldAbstract read
In one paragraph

Article in Environment international, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
1.6field-weighted citation impact, top 19% 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

11 citing papers in PubMed, 19 citations in OpenAlex.

  1. Article
  2. DNA Methylation ofEnvironment & health (Washington, D.C.) · 2026
    Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Review
  10. Blood Lead Monitoring in a Former Mining Area in Euskirchen, Germany-Volunteers across the Entire Population.International journal of environmental research and public health · 2022
    Article
  11. Article
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

9 authors at 5 institutions in 3 countries.

Ainash ChildebayevaDepartment of Anthropology, University of Michigan, Ann Arbor, MI 48109, USA; Department of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; Department of Archaeogenetics, Max Planck Institute for the Science of Human History, Jena 07745, Germany. Electronic address: childebayeva@shh.mpg.de.
Jaclyn M GoodrichDepartment of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA.
Nathan ChestermanSchool for Environment and Sustainability, University of Michigan, Ann Arbor, MI 48109, USA.
Fabiola Leon-VelardeDepartamento de Ciencias Biológicas y Fisiológicas, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru.
Maria Rivera-ChDepartamento de Ciencias Biológicas y Fisiológicas, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru.
Melisa KiyamuDepartamento de Ciencias Biológicas y Fisiológicas, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru.
Tom D BrutsaertDepartment of Exercise Science, Syracuse University, Syracuse, NY 13244, USA.
Abigail W BighamDepartment of Anthropology, University of California, Los Angeles, CA 90095, USA.
Dana C DolinoyDepartment of Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA; Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA.
Universidad Peruana Cayetano Heredia · PEUniversity of Michigan–Ann Arbor · USMax Planck Institute for the Science of Human History · DESyracuse University · USUniversity of California, Los Angeles · US

Funding

Strategic Vision & Impact on Environmental HealthP30ES017885 · NIEHS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI Dana Dolinoy · 2011 to 2026
$21.3M
NIEHS NIH HHS P30 ES017885
6 · The paper itself

Abstract

backgroundInorganic lead (Pb) is common in the environment, and is toxic to neurological, renal, and cardiovascular systems. Pb exposure influences the epigenome with documented effects on DNA methylation (DNAm). We assessed the impact of low levels of Pb exposure on DNAm among non-miner individuals from two locations in Peru: Lima, the capital, and Cerro de Pasco, a highland mining town, to study the effects of Pb exposure on physiological outcomes and DNAm.

methodsPb levels were measured in whole blood (n = 305). Blood leukocyte DNAm was determined for 90 DNA samples using the Illumina MethylationEPIC chip. An epigenome-wide association study was performed to assess the relationship between Pb and DNAm.

resultsIndividuals from Cerro de Pasco had higher Pb than individuals from Lima (p-value = 2.00E-16). Males had higher Pb than females (p-value = 2.36E-04). Pb was positively associated with hemoglobin (p-value = 8.60E-04). In Cerro de Pasco, blood Pb decreased with the distance from the mine (p-value = 0.04), and association with soil Pb was approaching significance (p-value = 0.08). We identified differentially methylated positions (DMPs) associated with genes SOX18, ZMIZ1, and KDM1A linked to neurological function. We also found 45 differentially methylated regions (DMRs), seven of which were associated with genes involved in metal ion binding and nine to neurological function and development.

conclusionsOur results demonstrate that even low levels of Pb can have a significant impact on the body including changes to DNAm. We report associations between Pb and hemoglobin, Pb and distance from mining, and between blood and soil Pb. We also report associations between loci- and region-specific DNAm and Pb.

Indexed as

DNA MethylationLeadAdultEpigenesis, GeneticEpigenomeFemaleHispanic or LatinoHistone DemethylasesHumansMalePeruSOXF Transcription FactorsHistone DemethylasesKDM1A protein, humanLeadSOX18 protein, humanSOXF Transcription FactorsAndesDNA methylationEWASHemoglobinLead (Pb)Mining

Identifiers

PMID33940396
PMCPMC9903334
OpenAlexW3158770942

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.