Integrative bioinformatics analysis of transcriptional regulatory programs in breast cancer cells

被引:30
作者
Niida, Atsushi [1 ]
Smith, Andrew D. [2 ]
Imoto, Seiya [3 ]
Tsutsumi, Shuichi [4 ]
Aburatani, Hiroyuki [4 ]
Zhang, Michael Q. [2 ]
Akiyama, Tetsu [1 ]
机构
[1] Univ Tokyo, Inst Mol & Cellular Biosci, Lab Mol & Genet Informat, Bunkyo Ku, Tokyo 1100032, Japan
[2] Cold Spring Harbor Lab, Cold Spring Harbor, NY 11274 USA
[3] Univ Tokyo, Inst Med Sci, Minato Ku, Tokyo 1088639, Japan
[4] Univ Tokyo, Adv Sci & Technol Res Ctr, Genome Sci Div, Meguro Ku, Tokyo 1538904, Japan
基金
日本学术振兴会;
关键词
D O I
10.1186/1471-2105-9-404
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Microarray technology has unveiled transcriptomic differences among tumors of various phenotypes, and, especially, brought great progress in molecular understanding of phenotypic diversity of breast tumors. However, compared with the massive knowledge about the transcriptome, we have surprisingly little knowledge about regulatory mechanisms underling transcriptomic diversity. Results: To gain insights into the transcriptional programs that drive tumor progression, we integrated regulatory sequence data and expression profiles of breast cancer into a Bayesian Network, and searched for cis-regulatory motifs statistically associated with given histological grades and prognosis. Our analysis found that motifs bound by ELK1, E2F, NRF1 and NFY are potential regulatory motifs that positively correlate with malignant progression of breast cancer. Conclusion: The results suggest that these 4 motifs are principal regulatory motifs driving malignant progression of breast cancer. Our method offers a more concise description about transcriptome diversity among breast tumors with different clinical phenotypes.
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页数:14
相关论文
共 40 条
[1]   Predicting gene expression from sequence [J].
Beer, MA ;
Tavazoie, S .
CELL, 2004, 117 (02) :185-198
[2]   Regulatory element detection using correlation with expression [J].
Bussemaker, HJ ;
Li, H ;
Siggia, ED .
NATURE GENETICS, 2001, 27 (02) :167-171
[3]   A common set of gene regulatory networks links metabolism and growth inhibition [J].
Cam, H ;
Balciunaite, E ;
Blais, A ;
Spektor, A ;
Scarpulla, RC ;
Young, R ;
Kluger, Y ;
Dynlacht, BD .
MOLECULAR CELL, 2004, 16 (03) :399-411
[4]   Genome-wide analysis of estrogen receptor binding sites [J].
Carroll, Jason S. ;
Meyer, Clifford A. ;
Song, Jun ;
Li, Wei ;
Geistlinger, Timothy R. ;
Eeckhoute, Jerome ;
Brodsky, Alexander S. ;
Keeton, Erika Krasnickas ;
Fertuck, Kirsten C. ;
Hall, Giles F. ;
Wang, Qianben ;
Bekiranov, Stefan ;
Sementchenko, Victor ;
Fox, Edward A. ;
Silver, Pamela A. ;
Gingeras, Thomas R. ;
Liu, X. Shirley ;
Brown, Myles .
NATURE GENETICS, 2006, 38 (11) :1289-1297
[5]   Robustness, scalability, and integration of a wound-response gene expression signature in predicting breast cancer survival [J].
Chang, HY ;
Nuyten, DSA ;
Sneddon, JB ;
Hastie, T ;
Tibshirani, R ;
Sorlie, T ;
Dai, HY ;
He, YDD ;
van't Veer, LJ ;
Bartelink, H ;
van de Rijn, M ;
Brown, PO ;
van de Vijver, MJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (10) :3738-3743
[6]   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
[7]  
COX DR, 1972, J R STAT SOC B, V34, P187
[8]   Genome-wide mapping of DNase hypersensitive sites using massively parallel signature sequencing (MPSS) [J].
Crawford, GE ;
Holt, IE ;
Whittle, J ;
Webb, BD ;
Tai, D ;
Davis, S ;
Margulies, EH ;
Chen, YD ;
Bernat, JA ;
Ginsburg, D ;
Zhou, DX ;
Luo, SJ ;
Vasicek, TJ ;
Daly, MJ ;
Wolfsberg, TG ;
Collins, FS .
GENOME RESEARCH, 2006, 16 (01) :123-131
[9]   Transcription factors as targets for cancer therapy [J].
Darnell, JE .
NATURE REVIEWS CANCER, 2002, 2 (10) :740-749
[10]   Interacting models of cooperative gene regulation [J].
Das, D ;
Banerjee, N ;
Zhang, MQ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (46) :16234-16239