Discovery of Novel Biomarkers by Microarray Analysis of Peripheral Blood Mononuclear Cell Gene Expression in Benzene-Exposed Workers
- 1 June 2005
- journal article
- Published by Environmental Health Perspectives in Environmental Health Perspectives
- Vol. 113 (6) , 801-807
- https://doi.org/10.1289/ehp.7635
Abstract
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.Keywords
This publication has 35 references indexed in Scilit:
- Multiple Testing. Part I. Single-Step Procedures for Control of General Type I Error RatesStatistical Applications in Genetics and Molecular Biology, 2004
- Optimization of quantitative real-time RT-PCR parameters for the study of lymphoid malignanciesLeukemia, 2003
- Hematological changes among Chinese workers with a broad range of benzene exposuresAmerican Journal of Industrial Medicine, 2002
- AP-1 as a regulator of cell life and deathNature Cell Biology, 2002
- AP-1 in cell proliferation and survivalOncogene, 2001
- Genomic Views of the Immune SystemAnnual Review of Immunology, 2000
- Benzene—a Review of the Literature from a Health Effects PerspectiveToxicology and Industrial Health, 1997
- Inhibition of endothelial cell proliferation by platelet factor-4 involves a unique action on S phase progression.The Journal of cell biology, 1994
- Inhibition of Angiogenesis by Recombinant Human Platelet Factor-4 and Related PeptidesScience, 1990
- Effects of benzene inhalation on lymphocyte subpopulations and immune response in miceToxicology and Applied Pharmacology, 1986