Discriminating classes of developmental toxicants using gene expression profiling in the embryonic stem cell test

被引:36
作者
van Dartel, Dorien A. M. [1 ,2 ]
Pennings, Jeroen L. A. [1 ,3 ]
Robinson, Joshua F. [1 ,2 ,3 ]
Kleinjans, Jos C. S. [2 ,3 ]
Piersma, Aldert H. [1 ,3 ,4 ]
机构
[1] Natl Inst Publ Hlth & Environm RIVM, Lab Hlth Protect Res, Bilthoven, Netherlands
[2] Maastricht Univ, Dept Hlth Risk Anal & Toxicol GRAT, Maastricht, Netherlands
[3] Netherlands Toxicogenom Ctr, Maastricht, Netherlands
[4] Univ Utrecht, Inst Risk Assessment Sci, Utrecht, Netherlands
关键词
Toxicogenomics; Embryonic stem cell test; Alternative test; Gene expression; Triazole; Phthalate; N-BUTYL PHTHALATE; RETINOIC ACID; MICROARRAY DATA; IN-VITRO; TOXICITY; DIFFERENTIATION; DI-(2-ETHYLHEXYL)PHTHALATE; CLASSIFICATION; SIGNATURES; CHEMICALS;
D O I
10.1016/j.toxlet.2010.12.019
中图分类号
R99 [毒物学(毒理学)];
学科分类号
100405 ;
摘要
The embryonic stem cell test (EST) has been shown to be a promising in vitro method for the prediction of developmental toxicity. In our previous studies, we demonstrated that the implementation of gene expression analysis in the EST may further improve the identification of developmental toxicants. In the present study, we investigated if gene expression profiling could be used to discriminate compound classes with distinct modes of action (MoA) using the EST protocol. Gene expression data of our previous study were used and were analyzed of embryonic stem cell (ESC) differentiation cultures exposed to six compounds belonging to two classes with distinct MoA, namely phthalates and triazoles. We used three approaches to study class-characteristic gene regulation that may be useful for discrimination of compound classes. First, at the individual gene level, gene signatures characteristic for each class were identified that successfully discriminated both classes using principal component analysis. Second, at the functional level, enriched gene ontology (GO) biological processes showed their usefulness for class discrimination via hierarchical clustering. Third, two previously identified gene sets, which we designed to predict developmental toxicity, appeared successful in separating phthalate from triazole compounds. In summary, we established the possibility to discriminate between compound classes in the EST system using three different specific transcriptomics-based approaches. Differential gene expression information specific for the class of compound under study may be employed to optimize prioritization of compounds within that class for further testing. (C) 2011 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:143 / 151
页数:9
相关论文
共 38 条
  • [1] AmiGO: online access to ontology and annotation data
    Carbon, Seth
    Ireland, Amelia
    Mungall, Christopher J.
    Shu, ShengQiang
    Marshall, Brad
    Lewis, Suzanna
    [J]. BIOINFORMATICS, 2009, 25 (02) : 288 - 289
  • [2] Predicting Developmental Toxicity Through Toxicogenomics
    Daston, George P.
    Naciff, Jorge M.
    [J]. BIRTH DEFECTS RESEARCH PART C-EMBRYO TODAY-REVIEWS, 2010, 90 (02) : 110 - 117
  • [3] Integrating gene expression and GO classification for PCA by preclustering
    De Haan, Jorn R.
    Piek, Ester
    van Schaik, Rene C.
    de Vlieg, Jacob
    Bauerschmidt, Susanne
    Buydens, Lutgarde M. C.
    Wehrens, Ron
    [J]. BMC BIOINFORMATICS, 2010, 11
  • [4] MAPPFinder: using Gene Ontology and GenMAPP to create a global gene-expression profile from microarray data
    Doniger, SW
    Salomonis, N
    Dahlquist, KD
    Vranizan, K
    Lawlor, SC
    Conklin, BR
    [J]. GENOME BIOLOGY, 2003, 4 (01)
  • [5] RETINOIC ACID CAUSES AN ANTEROPOSTERIOR TRANSFORMATION IN THE DEVELOPING CENTRAL NERVOUS-SYSTEM
    DURSTON, AJ
    TIMMERMANS, JPM
    HAGE, WJ
    HENDRIKS, HFJ
    DEVRIES, NJ
    HEIDEVELD, M
    NIEUWKOOP, PD
    [J]. NATURE, 1989, 340 (6229) : 140 - 144
  • [6] Ema M, 1996, ARCH ENVIRON CON TOX, V31, P170
  • [7] DEVELOPMENTAL TOXICITY EVALUATION OF MONO-N-BUTYL PHTHALATE IN RATS
    EMA, M
    KUROSAKA, R
    AMANO, H
    OGAWA, Y
    [J]. TOXICOLOGY LETTERS, 1995, 78 (02) : 101 - 106
  • [8] A category approach for reproductive effects of phthalates
    Fabjan, Evelin
    Hulzebos, Etje
    Mennes, W.
    Piersma, A. H.
    [J]. CRITICAL REVIEWS IN TOXICOLOGY, 2006, 36 (09) : 695 - 726
  • [9] Biological spectra analysis: Linking biological activity profiles to molecular structure
    Fliri, AF
    Loging, WT
    Thadeio, PF
    Volkmann, RA
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (02) : 261 - 266
  • [10] The ECVAM international validation study on in vitro embryotoxicity tests:: Results of the definitive phase and evaluation of prediction models
    Genschow, E
    Spielmann, H
    Scholz, G
    Seiler, A
    Brown, N
    Piersma, A
    Brady, M
    Clemann, N
    Huuskonen, H
    Paillard, F
    Bremer, S
    Becker, K
    [J]. ATLA-ALTERNATIVES TO LABORATORY ANIMALS, 2002, 30 (02): : 151 - 176