Enhanced exposure assessment and genome-wide DNA methylation in World Trade Center disaster responders

被引:16
作者
Kuan, Pei-Fen [1 ]
Mi, Zhongyuan [4 ]
Georgopoulos, Panos [4 ]
Hashim, Dana [3 ]
Luft, Benjamin J. [2 ]
Boffetta, Paolo [3 ]
机构
[1] SUNY Stony Brook, Dept Appl Math & Stat, Stony Brook, NY 11794 USA
[2] SUNY Stony Brook, Dept Med, Stony Brook, NY 11794 USA
[3] Icahn Sch Med Mt Sinai, Tisch Canc Inst, New York, NY 10029 USA
[4] Rutgers State Univ, Environm & Occupat Hlth Sci Inst, Piscataway, NJ USA
关键词
cancer; environmental exposure; epigenome-wide association study; methylation; pathway analysis; World Trade Center; NEW-YORK-CITY; PARTICULATE MATTER; RECOVERY WORKERS; LOWER MANHATTAN; CENTER RESCUE; CANCER; SEPTEMBER-11; COLLAPSE; FIREFIGHTERS; ASSOCIATION;
D O I
10.1097/CEJ.0000000000000460
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
DNA methylation has emerged as a promising target linking environmental exposures and cancer. The World Trade Center (WTC) responders sustained exposures to potential carcinogens, resulting in an increased risk of cancer. Previous studies of cancer risk in WTC-exposed responders were limited by the deficiency in quantitative and individual information on exposure to carcinogens. The current study introduces a new exposure-ranking index (ERI) for estimating cancer-related acute and chronic exposures, which aimed to improve the ability of future analyses to estimate cancer risk. An epigenome-wide association study based on DNA methylation and a weighted gene co-expression network analysis were carried out to identify cytosine-phosphate-guanosine (CpG) sites, modules of correlated CpG sites, and biological pathways associated with the new ERI. Methylation was profiled on blood samples using Illumina 450K Beadchip. No significant epigenome-wide association was found for ERI at a false discovery rate of 0.05. Several cancer-related pathways emerged in pathway analyses for the top ranking genes from epigenome-wide association study as well as enriched module from the weighted gene co-expression network analysis. The current study was the first DNA methylation study that aimed to identify methylation signature for cancer-related exposure in the WTC population. No CpG sites survived multiple testings adjustment. However, enriched gene sets involved in cancer, were identified in both acute and chronic ERIs, supporting the view that multiple genes play a role in this complex exposure. Copyright (c) 2018 Wolters Kluwer Health, Inc. All rights reserved.
引用
收藏
页码:225 / 233
页数:9
相关论文
共 48 条
[1]  
[Anonymous], ENV MANAGE
[2]  
[Anonymous], 2011, MULTICRITERIA DECISI
[3]   Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays [J].
Aryee, Martin J. ;
Jaffe, Andrew E. ;
Corrada-Bravo, Hector ;
Ladd-Acosta, Christine ;
Feinberg, Andrew P. ;
Hansen, Kasper D. ;
Irizarry, Rafael A. .
BIOINFORMATICS, 2014, 30 (10) :1363-1369
[4]   Arsenic and the Epigenome: Interindividual Differences in Arsenic Metabolism Related to Distinct Patterns of DNA Methylation [J].
Bailey, Kathryn A. ;
Wu, Michael C. ;
Ward, William O. ;
Smeester, Lisa ;
Rager, Julia E. ;
Garcia-Vargas, Gonzalo ;
Del Razo, Luz-Maria ;
Drobna, Zuzana ;
Styblo, Miroslav ;
Fry, Rebecca C. .
JOURNAL OF BIOCHEMICAL AND MOLECULAR TOXICOLOGY, 2013, 27 (02) :106-115
[5]   Developmental origins of non-communicable disease: Implications for research and public health [J].
Barouki, Robert ;
Gluckman, Peter D. ;
Grandjean, Philippe ;
Hanson, Mark ;
Heindel, Jerrold J. .
ENVIRONMENTAL HEALTH, 2012, 11
[6]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[7]  
BIRD A, 1985, CELL, V40, P91, DOI 10.1016/0092-8674(85)90312-5
[8]   Cancer in World Trade Center responders: Findings from multiple cohorts and options for future study [J].
Boffetta, Paolo ;
Zeig-Owens, Rachel ;
Wallenstein, Sylvan ;
Li, Jiehui ;
Brackbill, Robert ;
Cone, James ;
Farfel, Mark ;
Holden, William ;
Lucchini, Roberto ;
Webber, Mayris P. ;
Prezant, David ;
Stellman, Steven D. .
AMERICAN JOURNAL OF INDUSTRIAL MEDICINE, 2016, 59 (02) :96-105
[9]  
Bruggemann R, 2011, ENVIRON ECOL STAT SE, V5, P1
[10]   Discovery of cross-reactive probes and polymorphic CpGs in the Illumina Infinium HumanMethylation450 microarray [J].
Chen, Yi-an ;
Lemire, Mathieu ;
Choufani, Sanaa ;
Butcher, Darci T. ;
Grafodatskaya, Daria ;
Zanke, Brent W. ;
Gallinger, Steven ;
Hudson, Thomas J. ;
Weksberg, Rosanna .
EPIGENETICS, 2013, 8 (02) :203-209