Evidence map›Paper›PMID 24786086›Full record

ArticlePloS one2014

Characterization of changes in gene expression and biochemical pathways at low levels of benzene exposure.

Reuben Thomas, Alan E Hubbard, Cliona M McHale, Luoping Zhang, Stephen M Rappaport, Qing Lan, Nathaniel Rothman, Roel Vermeulen, Kathryn Z Guyton, Jennifer Jinot and 2 more

Open access · goldAbstract read
In one paragraph

Article in PloS one, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 1 pooled it
2.0field-weighted citation impact, top 14% 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

16 citing papers in PubMed, 1 synthesis or guideline pooled it, 43 citations in OpenAlex.

  1. Occupational benzene exposure and risk of kidney and bladder cancers: a systematic review and meta-analysis.European journal of cancer prevention : the official journal of the European Cancer Prevention Organisation (ECP) · 2025
    Pooled it
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  14. Health risks in international container and bulk cargo transport due to volatile toxic compounds.Journal of occupational medicine and toxicology (London, England) · 2015
    Article
  15. A framework for the next generation of risk science.Environmental health perspectives · 2014
    Article
  16. 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

12 authors at 5 institutions in 2 countries.

Reuben ThomasSuperfund Research Program, School of Public Health, University of California, Berkeley, California, United States of America.
Alan E HubbardSuperfund Research Program, School of Public Health, University of California, Berkeley, California, United States of America.
Cliona M McHaleSuperfund Research Program, School of Public Health, University of California, Berkeley, California, United States of America.
Luoping ZhangSuperfund Research Program, School of Public Health, University of California, Berkeley, California, United States of America.
Stephen M RappaportSuperfund Research Program, School of Public Health, University of California, Berkeley, California, United States of America.
Qing LanDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America.
Nathaniel RothmanDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America.
Roel VermeulenInstitute of Risk assessment Sciences, Utrecht University, Utrecht, The Netherlands.
Kathryn Z GuytonNational Center for Environmental Assessment, Office of Research and Development, US EPA, Washington, DC, United States of America.
Jennifer JinotNational Center for Environmental Assessment, Office of Research and Development, US EPA, Washington, DC, United States of America.
Babasaheb R SonawaneNational Center for Environmental Assessment, Office of Research and Development, US EPA, Washington, DC, United States of America.
Martyn T SmithSuperfund Research Program, School of Public Health, University of California, Berkeley, California, United States of America.
University of California, Berkeley · USEnvironmental Protection Agency · USNational Cancer Institute · USNational Institutes of Health · USUtrecht University · NL

Funding

Training CoreP42ES004705 · NIEHS · UNIVERSITY OF CALIFORNIA BERKELEY · PI MORELLO-FROSCH, RACHEL ADELE · 1987 to 2025
$74.6M
Molecular Epidemiology Studies of Occupational and Environmental ExposuresZIACP010121 · NCI · DIVISION OF CANCER EPIDEMIOLOGY AND GENETICS · PI ROTHMAN, NATHANIEL · 2009 to 2025
$23.5M
VIROLOGY AND CHRONIC INFECTIONP30ES001896 · NIEHS · UNIVERSITY OF CALIFORNIA BERKELEY · PI SMITH, MARTYN T · 1985 to 2003
$4.7M
NIEHS NIH HHS P30 ES001896NIEHS NIH HHS P42 ES004705NIEHS NIH HHS R01ES01896
6 · The paper itself

Abstract

Benzene, a ubiquitous environmental pollutant, causes acute myeloid leukemia (AML). Recently, through transcriptome profiling of peripheral blood mononuclear cells (PBMC), we reported dose-dependent effects of benzene exposure on gene expression and biochemical pathways in 83 workers exposed across four airborne concentration ranges (from <1 ppm to >10 ppm) compared with 42 subjects with non-workplace ambient exposure levels. Here, we further characterize these dose-dependent effects with continuous benzene exposure in all 125 study subjects. We estimated air benzene exposure levels in the 42 environmentally-exposed subjects from their unmetabolized urinary benzene levels. We used a novel non-parametric, data-adaptive model selection method to estimate the change with dose in the expression of each gene. We describe non-parametric approaches to model pathway responses and used these to estimate the dose responses of the AML pathway and 4 other pathways of interest. The response patterns of majority of genes as captured by mean estimates of the first and second principal components of the dose-response for the five pathways and the profiles of 6 AML pathway response-representative genes (identified by clustering) exhibited similar apparent supra-linear responses. Responses at or below 0.1 ppm benzene were observed for altered expression of AML pathway genes and CYP2E1. Together, these data show that benzene alters disease-relevant pathways and genes in a dose-dependent manner, with effects apparent at doses as low as 100 ppb in air. Studies with extensive exposure assessment of subjects exposed in the low-dose range between 10 ppb and 1 ppm are needed to confirm these findings.

Indexed as

Air Pollutants, OccupationalBenzeneBlood Cell CountCluster AnalysisFemaleGene Expression ProfilingGene Expression RegulationHumansLeukemia, Myeloid, AcuteMaleMetabolic Networks and PathwaysOccupational ExposureAir Pollutants, OccupationalBenzene

Identifiers

PMID24786086
PMCPMC4006721
OpenAlexW2140312767

What OpenQuestion 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 OpenQuestion graph.