Reverse-engineering human regulatory networks

被引:37
作者
Lefebvre, Celine [1 ,2 ]
Rieckhof, Gabrielle [1 ,2 ]
Califano, Andrea [1 ,2 ]
机构
[1] Columbia Univ, Ctr Computat Biol & Bioinformat, New York, NY 10027 USA
[2] Columbia Univ, Columbia Initiat Syst Biol, New York, NY USA
关键词
GENOME-WIDE ASSOCIATION; B-CELL LYMPHOMA; TRANSCRIPTION FACTOR; PROTEIN COMPLEXES; BIOLOGY APPROACH; GENE NETWORKS; FUNCTIONAL-ORGANIZATION; EXPRESSION PROFILES; BAYESIAN NETWORKS; SYSTEMS BIOLOGY;
D O I
10.1002/wsbm.1159
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
The explosion of genomic, transcriptomic, proteomic, metabolomic, and other omics data is challenging the research community to develop rational models for their organization and interpretation to generate novel biological knowledge. The development and use of gene regulatory networks to mechanistically interpret this data is an important development in molecular biology, usually captured under the banner of systems biology. As a result, the repertoire of methods for the reconstruction of comprehensive and cell-context-specific maps of regulatory interactions, or interactomes, has also exploded in the past few years. In this review, we focus on Network Biology and more specifically on methods for reverse engineering transcriptional, post-transcriptional, and post-translational human interaction networks and show how their interrogation is starting to impact our understanding of cellular pathophysiology and one's ability to predict cellular phenotypes from genome-wide molecular observations. WIREs Syst Biol Med 2012 doi: 10.1002/wsbm.1159 For further resources related to this article, please visit the .
引用
收藏
页码:311 / 325
页数:15
相关论文
共 100 条
[1]   An Integrated Approach to Uncover Drivers of Cancer [J].
Akavia, Uri David ;
Litvin, Oren ;
Kim, Jessica ;
Sanchez-Garcia, Felix ;
Kotliar, Dylan ;
Causton, Helen C. ;
Pochanard, Panisa ;
Mozes, Eyal ;
Garraway, Levi A. ;
Pe'er, Dana .
CELL, 2010, 143 (06) :1005-1017
[2]   Genetic Mapping in Human Disease [J].
Altshuler, David ;
Daly, Mark J. ;
Lander, Eric S. .
SCIENCE, 2008, 322 (5903) :881-888
[3]  
[Anonymous], [No title captured]
[4]   Nonparametric identification of regulatory interactions from spatial and temporal gene expression data [J].
Aswani A. ;
Keränen S.V.E. ;
Brown J. ;
Fowlkes C.C. ;
Knowles D.W. ;
Biggin M.D. ;
Bickel P. ;
Tomlin C.J. .
BMC Bioinformatics, 2010, 11 (1)
[5]  
Ballarò B, 2007, RIV BIOL-BIOL FORUM, V100, P247
[6]   Rewiring of Genetic Networks in Response to DNA Damage [J].
Bandyopadhyay, Sourav ;
Mehta, Monika ;
Kuo, Dwight ;
Sung, Min-Kyung ;
Chuang, Ryan ;
Jaehnig, Eric J. ;
Bodenmiller, Bernd ;
Licon, Katherine ;
Copeland, Wilbert ;
Shales, Michael ;
Fiedler, Dorothea ;
Dutkowski, Janusz ;
Guenole, Aude ;
van Attikum, Haico ;
Shokat, Kevan M. ;
Kolodner, Richard D. ;
Huh, Won-Ki ;
Aebersold, Ruedi ;
Keogh, Michael-Christopher ;
Krogan, Nevan J. ;
Ideker, Trey .
SCIENCE, 2010, 330 (6009) :1385-1389
[7]   A human MAP kinase interactome [J].
Bandyopadhyay, Sourav ;
Chiang, Chih-yuan ;
Srivastava, Jyoti ;
Gersten, Merril ;
White, Suhaila ;
Bell, Russell ;
Kurschner, Cornelia ;
Martin, Christopher H. ;
Smoot, Mike ;
Sahasrabudhe, Sudhir ;
Barber, Diane L. ;
Chanda, Sumit K. ;
Ideker, Trey .
NATURE METHODS, 2010, 7 (10) :801-U50
[8]   Reverse engineering of regulatory networks in human B cells [J].
Basso, K ;
Margolin, AA ;
Stolovitzky, G ;
Klein, U ;
Dalla-Favera, R ;
Califano, A .
NATURE GENETICS, 2005, 37 (04) :382-390
[9]   Integrated biochemical and computational approach identifies BCL6 direct target genes controlling multiple pathways in normal germinal center B cells [J].
Basso, Katia ;
Saito, Masumichi ;
Sumazin, Pavel ;
Margolin, Adam A. ;
Wang, Kai ;
Lim, Wei-Keat ;
Kitagawa, Yukiko ;
Schneider, Christof ;
Alvarez, Mariano J. ;
Califano, Andrea ;
Dalla-Favera, Riccardo .
BLOOD, 2010, 115 (05) :975-984
[10]   Yeast Two-Hybrid, a Powerful Tool for Systems Biology [J].
Brueckner, Anna ;
Polge, Cecile ;
Lentze, Nicolas ;
Auerbach, Daniel ;
Schlattner, Uwe .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2009, 10 (06) :2763-2788