Application of Gene Set Enrichment Analysis for Identification of Chemically Induced, Biologically Relevant Transcriptomic Networks and Potential Utilization in Human Health Risk Assessment

被引:46
作者
Dean, Jeffry L. [1 ]
Zhao, Q. Jay [1 ]
Lambert, Jason C. [1 ]
Hawkins, Belinda S. [1 ]
Thomas, Russell S. [2 ]
Wesselkamper, Scott C. [1 ]
机构
[1] US EPA, Natl Ctr Environm Assessment, Cincinnati, OH 45268 USA
[2] US EPA, Natl Ctr Computat Toxicol, Res Triangle Pk, NC 27711 USA
关键词
human health risk assessment; gene expression; enrichment; transcriptomics; toxicogenomics; GSEA; SUBCHRONIC HEPATOTOXICITY EVALUATION; TOXICITY EVALUATION; HEPATOCARCINOGENS; TOXICOGENOMICS; CONCORDANCE; PREDICTION; PROFILES; CANCER;
D O I
10.1093/toxsci/kfx021
中图分类号
R99 [毒物学(毒理学)];
学科分类号
100405 ;
摘要
The rate of new chemical development in commerce combined with a paucity of toxicity data for legacy chemicals presents a unique challenge for human health risk assessment. There is a clear need to develop new technologies and incorporate novel data streams to more efficiently inform derivation of toxicity values. One avenue of exploitation lies in the field of transcriptomics and the application of gene expression analysis to characterize biological responses to chemical exposures. In this context, gene set enrichment analysis (GSEA) was employed to evaluate tissue-specific, dose-response gene expression data generated following exposure to multiple chemicals for various durations. Patterns of transcriptional enrichment were evident across time and with increasing dose, and coordinated enrichment plausibly linked to the etiology of the biological responses was observed. GSEA was able to capture both transient and sustained transcriptional enrichment events facilitating differentiation between adaptive versus longer term molecular responses. When combined with benchmark dose (BMD) modeling of gene expression data from key drivers of biological enrichment, GSEA facilitated characterization of dose ranges required for enrichment of biologically relevant molecular signaling pathways, and promoted comparison of the activation dose ranges required for individual pathways. Median transcriptional BMD values were calculated for the most sensitive enriched pathway as well as the overall median BMD value for key gene members of significantly enriched pathways, and both were observed to be good estimates of the most sensitive apical endpoint BMD value. Together, these efforts support the application of GSEA to qualitative and quantitative human health risk assessment.
引用
收藏
页码:85 / 99
页数:15
相关论文
共 31 条
  • [1] Akaike H., 1992, 2 INT S INF THEOR, P610, DOI [10.1007/978-1-4612-1694-0, 10.1007/978-1-4612-0919-538, 10.1007/978-1-4612-0919-5_38, 10.1007/978-0-387-98135-2, DOI 10.1007/978-1-4612-0919-538]
  • [2] Predicting the hepatocarcinogenic potential of alkenylbenzene flavoring agents using toxicogenomics and machine learning
    Auerbach, Scott S.
    Shah, Ruchir R.
    Mav, Deepak
    Smith, Cynthia S.
    Walker, Nigel J.
    Vallant, Molly K.
    Boorman, Gary A.
    Irwin, Richard D.
    [J]. TOXICOLOGY AND APPLIED PHARMACOLOGY, 2010, 243 (03) : 300 - 314
  • [3] Concordance of Transcriptional and Apical Benchmark Dose Levels for Conazole-Induced Liver Effects in Mice
    Bhat, Virunya S.
    Hester, Susan D.
    Nesnow, Stephen
    Eastmond, David A.
    [J]. TOXICOLOGICAL SCIENCES, 2013, 136 (01) : 205 - 215
  • [4] Gene expression profiling to identify potentially relevant disease outcomes and support human health risk assessment for carbon black nanoparticle exposure
    Bourdon, Julie A.
    Williams, Andrew
    Kuo, Byron
    Moffat, Ivy
    White, Paul A.
    Halappanavar, Sabina
    Vogel, Ulla
    Wallin, Hakan
    Yauk, Carole L.
    [J]. TOXICOLOGY, 2013, 303 (01) : 83 - 93
  • [5] Technical guide for applications of gene expression profiling in human health risk assessment of environmental chemicals
    Bourdon-Lacombe, Julie A.
    Moffat, Ivy D.
    Deveau, Michelle
    Husain, Mainul
    Auerbach, Scott
    Krewski, Daniel
    Thomas, Russell S.
    Bushel, Pierre R.
    Williams, Andrew
    Yauk, Carole L.
    [J]. REGULATORY TOXICOLOGY AND PHARMACOLOGY, 2015, 72 (02) : 292 - 309
  • [6] The Next Generation of Risk Assessment Multi-Year Study-Highlights of Findings, Applications to Risk Assessment, and Future Directions
    Cote, Ila
    Andersen, Melvin E.
    Ankley, Gerald T.
    Barone, Stanley
    Birnbaum, Linda S.
    Boekelheide, Kim
    Bois, FredericY.
    Burgoon, Lyle D.
    Chiu, Weihsueh A.
    Crawford-Brown, Douglas
    Crofton, Kevin M.
    DeVito, Michael
    Devlin, Robert B.
    Edwards, Stephen W.
    Guyton, Kathryn Z.
    Hattis, Dale
    Judson, Richard S.
    Knight, Derek
    Krewski, Daniel
    Lambert, Jason
    Maull, Elizabeth Anne
    Mendrick, Donna
    Paoli, Gregory M.
    Patel, Chirag Jagdish
    Perkins, Edward J.
    Poje, Gerald
    Portier, Christopher J.
    Rusyn, Ivan
    Schulte, Paul A.
    Simeonov, Anton
    Smith, Martyn T.
    Thayer, Kristina A.
    Thomas, Russell S.
    Thomas, Reuben
    Tice, Raymond R.
    Vandenberg, John J.
    Villeneuve, Daniel L.
    Wesselkamper, Scott
    Whelan, Maurice
    Whittaker, Christine
    White, Ronald
    Xia, Menghang
    Yauk, Carole
    Zeise, Lauren
    Zhao, Jay
    DeWoskin, Robert S.
    [J]. ENVIRONMENTAL HEALTH PERSPECTIVES, 2016, 124 (11) : 1671 - 1682
  • [7] Subchronic Hepatotoxicity Evaluation of 2,3,4,6-Tetrachlorophenol in Sprague Dawley Rats
    Dodd, Darol E.
    Pluta, Linda J.
    Sochaski, Mark A.
    Banas, DeborahA.
    Thomas, Russell S.
    [J]. JOURNAL OF TOXICOLOGY, 2012, 2012
  • [8] Subchronic hepatotoxicity evaluation of bromobenzene in Fischer 344 rats
    Dodd, Darol E.
    Pluta, Linda J.
    Sochaski, Mark A.
    Banas, Deborah A.
    Thomas, Russell S.
    [J]. JOURNAL OF APPLIED TOXICOLOGY, 2013, 33 (05) : 370 - 377
  • [9] Subchronic urinary bladder toxicity evaluation of N-Nitrosodiphenylamine in Fischer 344 rats
    Dodd, Darol E.
    Pluta, Linda J.
    Sochaski, Mark A.
    Funk, Kathleen A.
    Thomas, Russell S.
    [J]. JOURNAL OF APPLIED TOXICOLOGY, 2013, 33 (05) : 383 - 389
  • [10] Subchronic Hepatotoxicity Evaluation of Hydrazobenzene in Fischer 344 Rats
    Dodd, Darol E.
    Pluta, Linda J.
    Sochaski, Mark A.
    Wall, Henry G.
    Thomas, Russell S.
    [J]. INTERNATIONAL JOURNAL OF TOXICOLOGY, 2012, 31 (06) : 564 - 571