A distance difference matrix approach to identifying transcription factors that regulate differential gene expression

被引:14
作者
De Bleser, Pieter J.
Hooghe, Bart
Vlieghe, Dominique
van Roy, Frans
机构
[1] VIB, Dept Mol Biomed Res, B-9052 Ghent, Belgium
[2] Univ Ghent, Dept Mol Biol, B-9052 Ghent, Belgium
关键词
D O I
10.1186/gb-2007-8-5-r83
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 [微生物学]; 0836 [生物工程]; 090102 [作物遗传育种]; 100705 [微生物与生化药学];
摘要
We introduce a method that considers target genes of a transcription factor, and searches for transcription factor binding sites (TFBSs) of secondary factors responsible for differential responses among these targets. Based on the distance difference matrix concept, the method simultaneously integrates statistical overrepresentation and co-occurrence of TFBSs. Our approach is validated on datasets of differentially regulated human genes and is shown to be highly effective in detecting TFBSs responsible for the observed differential gene expression.
引用
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页数:37
相关论文
共 71 条
[1]
Visualizing dynamic E2F-mediated repression in vivo [J].
Agromayor, Monica ;
Wloga, Elzbieta ;
Naglieri, Benedetta ;
Abrashkin, John ;
Verma, Kapil ;
Yamasaki, Lili .
MOLECULAR AND CELLULAR BIOLOGY, 2006, 26 (12) :4448-4461
[2]
Predicting gene expression from sequence [J].
Beer, MA ;
Tavazoie, S .
CELL, 2004, 117 (02) :185-198
[3]
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
[4]
Exploiting transcription factor binding site clustering to identify cis-regulatory modules involved in pattern formation in the Drosophila genome [J].
Berman, BP ;
Nibu, Y ;
Pfeiffer, BD ;
Tomancak, P ;
Celniker, SE ;
Levine, M ;
Rubin, GM ;
Eisen, MB .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (02) :757-762
[5]
Predicting gene regulatory elements in silico on a genomic scale [J].
Brazma, A ;
Jonassen, I ;
Vilo, J ;
Ukkonen, E .
GENOME RESEARCH, 1998, 8 (11) :1202-1215
[6]
Cooperation of E2F-p130 and Sp1-pRb complexes in repression of the Chinese hamster dhfr gene [J].
Chang, YC ;
Illenye, S ;
Heintz, NH .
MOLECULAR AND CELLULAR BIOLOGY, 2001, 21 (04) :1121-1131
[7]
Expression analysis with oligonucleotide microarrays reveals that MYC regulates genes involved in growth, cell cycle, signaling, and adhesion [J].
Coller, HA ;
Grandori, C ;
Tamayo, P ;
Colbert, T ;
Lander, ES ;
Eisenman, RN ;
Golub, TR .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (07) :3260-3265
[8]
Integrating regulatory motif discovery and genome-wide expression analysis [J].
Conlon, EM ;
Liu, XS ;
Lieb, JD ;
Liu, JS .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (06) :3339-3344
[9]
Cox T. F., 1994, MULTIDIMENSIONAL SCA
[10]
Exploratory and confirmatory gene expression profiling of mac1Δ [J].
De Freitas, JM ;
Kim, JH ;
Poynton, H ;
Su, T ;
Wintz, H ;
Fox, T ;
Holman, P ;
Loguinov, A ;
Keles, S ;
van der Laan, M ;
Vulpe, C .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2004, 279 (06) :4450-4458