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Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers

Benzene is an industrial chemical and component of gasoline that is an established cause of leukemia. To better understand the risk benzene poses, we examined the effect of benzene exposure on peripheral blood mononuclear cell (PBMC) gene expression in a population of shoe-factory workers with well-...

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Autores principales: Forrest, Matthew S., Lan, Qing, Hubbard, Alan E., Zhang, Luoping, Vermeulen, Roel, Zhao, Xin, Li, Guilan, Wu, Yen-Ying, Shen, Min, Yin, Songnian, Chanock, Stephen J., Rothman, Nathaniel, Smith, Martyn T.
Formato: Texto
Lenguaje:English
Publicado: National Institue of Environmental Health Sciences 2005
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1257610/
https://www.ncbi.nlm.nih.gov/pubmed/15929907
http://dx.doi.org/10.1289/ehp.7635
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author Forrest, Matthew S.
Lan, Qing
Hubbard, Alan E.
Zhang, Luoping
Vermeulen, Roel
Zhao, Xin
Li, Guilan
Wu, Yen-Ying
Shen, Min
Yin, Songnian
Chanock, Stephen J.
Rothman, Nathaniel
Smith, Martyn T.
author_facet Forrest, Matthew S.
Lan, Qing
Hubbard, Alan E.
Zhang, Luoping
Vermeulen, Roel
Zhao, Xin
Li, Guilan
Wu, Yen-Ying
Shen, Min
Yin, Songnian
Chanock, Stephen J.
Rothman, Nathaniel
Smith, Martyn T.
author_sort Forrest, Matthew S.
collection PubMed
description Benzene is an industrial chemical and component of gasoline that is an established cause of leukemia. To better understand the risk benzene poses, we examined the effect of benzene exposure on peripheral blood mononuclear cell (PBMC) gene expression in a population of shoe-factory workers with well-characterized occupational exposures using microarrays and real-time polymerase chain reaction (PCR). PBMC RNA was stabilized in the field and analyzed using a comprehensive human array, the U133A/B Affymetrix GeneChip set. A matched analysis of six exposed–control pairs was performed. A combination of robust multiarray analysis and ordering of genes using paired t-statistics, along with bootstrapping to control for a 5% familywise error rate, was used to identify differentially expressed genes in a global analysis. This resulted in a set of 29 known genes being identified that were highly likely to be differentially expressed. We also repeated these analyses on a smaller subset of 508 cytokine probe sets and found that the expression of 19 known cytokine genes was significantly different between the exposed and the control subjects. Six genes were selected for confirmation by real-time PCR, and of these, CXCL16, ZNF331, JUN, and PF4 were the most significantly affected by benzene exposure, a finding that was confirmed in a larger data set from 28 subjects. The altered expression was not caused by changes in the makeup of the PBMC fraction. Thus, microarray analysis along with real-time PCR confirmation reveals that altered expressions of CXCL16, ZNF331, JUN, and PF4 are potential biomarkers of benzene exposure.
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spelling pubmed-12576102005-11-08 Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers Forrest, Matthew S. Lan, Qing Hubbard, Alan E. Zhang, Luoping Vermeulen, Roel Zhao, Xin Li, Guilan Wu, Yen-Ying Shen, Min Yin, Songnian Chanock, Stephen J. Rothman, Nathaniel Smith, Martyn T. Environ Health Perspect Toxicogenomics Benzene is an industrial chemical and component of gasoline that is an established cause of leukemia. To better understand the risk benzene poses, we examined the effect of benzene exposure on peripheral blood mononuclear cell (PBMC) gene expression in a population of shoe-factory workers with well-characterized occupational exposures using microarrays and real-time polymerase chain reaction (PCR). PBMC RNA was stabilized in the field and analyzed using a comprehensive human array, the U133A/B Affymetrix GeneChip set. A matched analysis of six exposed–control pairs was performed. A combination of robust multiarray analysis and ordering of genes using paired t-statistics, along with bootstrapping to control for a 5% familywise error rate, was used to identify differentially expressed genes in a global analysis. This resulted in a set of 29 known genes being identified that were highly likely to be differentially expressed. We also repeated these analyses on a smaller subset of 508 cytokine probe sets and found that the expression of 19 known cytokine genes was significantly different between the exposed and the control subjects. Six genes were selected for confirmation by real-time PCR, and of these, CXCL16, ZNF331, JUN, and PF4 were the most significantly affected by benzene exposure, a finding that was confirmed in a larger data set from 28 subjects. The altered expression was not caused by changes in the makeup of the PBMC fraction. Thus, microarray analysis along with real-time PCR confirmation reveals that altered expressions of CXCL16, ZNF331, JUN, and PF4 are potential biomarkers of benzene exposure. National Institue of Environmental Health Sciences 2005-06 2005-03-14 /pmc/articles/PMC1257610/ /pubmed/15929907 http://dx.doi.org/10.1289/ehp.7635 Text en http://creativecommons.org/publicdomain/mark/1.0/ Publication of EHP lies in the public domain and is therefore without copyright. All text from EHP may be reprinted freely. Use of materials published in EHP should be acknowledged (for example, ?Reproduced with permission from Environmental Health Perspectives?); pertinent reference information should be provided for the article from which the material was reproduced. Articles from EHP, especially the News section, may contain photographs or illustrations copyrighted by other commercial organizations or individuals that may not be used without obtaining prior approval from the holder of the copyright.
spellingShingle Toxicogenomics
Forrest, Matthew S.
Lan, Qing
Hubbard, Alan E.
Zhang, Luoping
Vermeulen, Roel
Zhao, Xin
Li, Guilan
Wu, Yen-Ying
Shen, Min
Yin, Songnian
Chanock, Stephen J.
Rothman, Nathaniel
Smith, Martyn T.
Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers
title Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers
title_full Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers
title_fullStr Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers
title_full_unstemmed Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers
title_short Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers
title_sort discovery of novel biomarkers by microarray analysis of peripheral blood mononuclear cell gene expression in benzene-exposed workers
topic Toxicogenomics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1257610/
https://www.ncbi.nlm.nih.gov/pubmed/15929907
http://dx.doi.org/10.1289/ehp.7635
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