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DOI10.1016/j.taap.2010.09.008
Pathway modeling of microarray data: A case study of pathway activity changes in the testis following in utero exposure to dibutyl phthalate (DBP)
Ovacik, Meric A.1; Sen, Banalata2; Euling, Susan Y.3; Gaido, Kevin W.4; Ierapetritou, Marianthi G.1; Androulakis, Ioannis P.1,5
发表日期2013-09-15
ISSN0041-008X
卷号271期号:3页码:386-394
英文摘要

Pathway activity level analysis, the approach pursued in this study, focuses on all genes that are known to be members of metabolic and signaling pathways as defined by the KEGG database. The pathway activity level analysis entails singular value decomposition (SVD) of the expression data of the genes constituting a given pathway. We explore an extension of the pathway activity methodology for application to time-course microarray data. We show that pathway analysis enhances our ability to detect biologically relevant changes in pathway activity using synthetic data. As a case study, we apply the pathway activity level formulation coupled with significance analysis to microarray data from two different rat testes exposed in utero to Dibutyl Phthalate (DBP). In utero DBP exposure in the rat results in developmental toxicity of a number of male reproductive organs, including the testes. One well-characterized mode of action for DBP and the male reproductive developmental effects is the repression of expression of genes involved in cholesterol transport, steroid biosynthesis and testosterone synthesis that lead to a decreased fetal testicular testosterone. Previous analyses of DBP testes microarray data focused on either individual gene expression changes or changes in the expression of specific genes that are hypothesized, or known, to be important in testicular development and testosterone synthesis. However, a pathway analysis may inform whether there are additional affected pathways that could inform additional modes of action linked to DBP developmental toxicity. We show that Pathway activity analysis may be considered for a more comprehensive analysis of microarray data. (C) 2010 Published by Elsevier Inc.


英文关键词Dibutyl Phthalate (DBP);Microarray data;Pathway analysis;Singular value decomposition (SVD);Time course
语种英语
WOS记录号WOS:000324669500009
来源期刊TOXICOLOGY AND APPLIED PHARMACOLOGY
来源机构美国环保署
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/59158
作者单位1.Rutgers State Univ, Chem & Biochem Engn Dept, Piscataway, NJ 08854 USA;
2.US EPA, Natl Ctr Environm Assessment, Res Triangle Pk, NC 27709 USA;
3.US EPA, Natl Ctr Environm Assessment, Off Res & Dev, Washington, DC 20460 USA;
4.US FDA, Ctr Vet Med, Off New Anim Drug Evaluat, Div Human Food Safety, Rockville, MD 20855 USA;
5.Rutgers State Univ, Dept Biomed Engn, Piscataway, NJ 08854 USA
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Ovacik, Meric A.,Sen, Banalata,Euling, Susan Y.,et al. Pathway modeling of microarray data: A case study of pathway activity changes in the testis following in utero exposure to dibutyl phthalate (DBP)[J]. 美国环保署,2013,271(3):386-394.
APA Ovacik, Meric A.,Sen, Banalata,Euling, Susan Y.,Gaido, Kevin W.,Ierapetritou, Marianthi G.,&Androulakis, Ioannis P..(2013).Pathway modeling of microarray data: A case study of pathway activity changes in the testis following in utero exposure to dibutyl phthalate (DBP).TOXICOLOGY AND APPLIED PHARMACOLOGY,271(3),386-394.
MLA Ovacik, Meric A.,et al."Pathway modeling of microarray data: A case study of pathway activity changes in the testis following in utero exposure to dibutyl phthalate (DBP)".TOXICOLOGY AND APPLIED PHARMACOLOGY 271.3(2013):386-394.
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