A comparative analysis of genome-wide chromatin immunoprecipitation data for mammalian transcription factors

被引:48
作者
Ji, Hongkai
Vokes, Steven A.
Wong, Wing H.
机构
[1] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
[2] Harvard Univ, Dept Stat, Cambridge, MA 02138 USA
[3] Harvard Univ, Dept Mol & Cellular Biol, Cambridge, MA 02138 USA
关键词
D O I
10.1093/nar/gkl803
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Genome-wide location analysis (ChIP-chip, ChIP-PET) is a powerful technique to study mammalian transcriptional regulation. In order to obtain a basic understanding of the location data generated for mammalian transcription factors and potential issues in their analysis, we conducted a comparative study of eight independent ChIP experiments involving six different transcription factors in human and mouse. Our cross-study comparisons, to the best of our knowledge the first to analyze multiple datasets, revealed the importance of carefully chosen genomic controls in the de novo identification of key transcription factor binding motifs, raised issues about the interpretation of ubiquitously occurring sequence motifs, and demonstrated the clustering tendency of protein-binding regions for certain transcription factors.
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页数:11
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共 35 条
[11]   De novo cis-regulatory module elicitation for eukaryotic genomes [J].
Gupta, M ;
Liu, JS .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (20) :7079-7084
[12]   Genome-wide prediction of mammalian enhancers based on analysis of transcription-factor binding affinity [J].
Hallikas, O ;
Palin, K ;
Sinjushina, N ;
Rautiainen, R ;
Partanen, J ;
Ukkonen, E ;
Taipale, J .
CELL, 2006, 124 (01) :47-59
[13]   A boosting approach for motif modeling using ChIP-chip data [J].
Hong, PY ;
Liu, XS ;
Zhou, Q ;
Lu, X ;
Liu, JS ;
Wong, WH .
BIOINFORMATICS, 2005, 21 (11) :2636-2643
[14]   Communicating with Hedgehogs [J].
Hooper, JE ;
Scott, MP .
NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2005, 6 (04) :306-317
[15]   Computational discovery of gene regulatory binding motifs: A Bayesian perspective [J].
Jensen, ST ;
Liu, XS ;
Zhou, Q ;
Liu, JS .
STATISTICAL SCIENCE, 2004, 19 (01) :188-204
[16]   TileMap: create chromosomal map of tiling array hybridizations [J].
Ji, HK ;
Wong, WH .
BIOINFORMATICS, 2005, 21 (18) :3629-3636
[17]   THE GLI GENE ENCODES A NUCLEAR-PROTEIN WHICH BINDS SPECIFIC SEQUENCES IN THE HUMAN GENOME [J].
KINZLER, KW ;
VOGELSTEIN, B .
MOLECULAR AND CELLULAR BIOLOGY, 1990, 10 (02) :634-642
[18]   DETECTING SUBTLE SEQUENCE SIGNALS - A GIBBS SAMPLING STRATEGY FOR MULTIPLE ALIGNMENT [J].
LAWRENCE, CE ;
ALTSCHUL, SF ;
BOGUSKI, MS ;
LIU, JS ;
NEUWALD, AF ;
WOOTTON, JC .
SCIENCE, 1993, 262 (5131) :208-214
[19]   Sampling motifs on phylogenetic trees [J].
Li, XM ;
Wong, WH .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (27) :9481-9486