High-throughput validation of ceRNA regulatory networks

被引:48
作者
Chiu, Hua-Sheng [1 ,2 ]
Martinez, Maria Rodriguez [3 ]
Bansal, Mukesh [4 ]
Subramanian, Aravind [5 ]
Golub, Todd R. [5 ,6 ,7 ]
Yang, Xuerui [8 ]
Sumazin, Pavel [1 ,2 ]
Califano, Andrea [4 ,9 ,10 ,11 ,12 ]
机构
[1] Baylor Coll Med, Texas Childrens Canc Ctr, Houston, TX 77030 USA
[2] Baylor Coll Med, Dept Pediat, Houston, TX 77030 USA
[3] IBM Res Zurich, CH-8803 Zurich, Switzerland
[4] Columbia Univ, Ctr Computat Biol & Bioinformat, Herbert Irving Comprehens Canc Ctr, Columbia Dept Syst Biol, New York, NY 10032 USA
[5] Broad Inst, 7 Cambridge Ctr, Cambridge, MA 02142 USA
[6] Dana Farber Canc Inst, Boston, MA 02115 USA
[7] Howard Hughes Med Inst, Chevy Chase, MD 20815 USA
[8] Tsinghua Univ, Sch Life Sci, Tsinghua Peking Ctr Life Sci, MOE Key Lab Bioinformat, Beijing 100084, Peoples R China
[9] Columbia Univ, Dept Biomed Informat, New York, NY 10027 USA
[10] Columbia Univ, Dept Biochem & Mol Biophys, 630 W 168th St, New York, NY 10027 USA
[11] Columbia Univ, Inst Canc Genet, New York, NY 10027 USA
[12] Columbia Univ, Herbert Irving Comprehens Canc Ctr, New York, NY 10032 USA
关键词
ceRNA; microRNA; LINCS; PRAD; BRCA; COMPETITIVE ENDOGENOUS RNA; LONG NONCODING RNA; HUMAN B-CELLS; MESSENGER-RNA; GENE-EXPRESSION; MICRORNA; TARGET; CANCER; GENOME; TRANSCRIPTION;
D O I
10.1186/s12864-017-3790-7
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]; 090105 [作物生产系统与生态工程];
摘要
Background: MicroRNAs (miRNAs) play multiple roles in tumor biology. Interestingly, reports from multiple groups suggest that miRNA targets may be coupled through competitive stoichiometric sequestration. Specifically, computational models predicted and experimental assays confirmed that miRNA activity is dependent on miRNA target abundance, and consequently, changes in the abundance of some miRNA targets lead to changes to the regulation and abundance of their other targets. The resulting indirect regulatory influence between miRNA targets resembles competition and has been dubbed competitive endogenous RNA (ceRNA). Recent studies have questioned the physiological relevance of ceRNA interactions, our ability to accurately predict these interactions, and the number of genes that are impacted by ceRNA interactions in specific cellular contexts. Results: To address these concerns, we reverse engineered ceRNA networks (ceRNETs) in breast and prostate adenocarcinomas using context-specific TCGA profiles, and tested whether ceRNA interactions can predict the effects of RNAi-mediated gene silencing perturbations in PC3 and MCF7 cells._ENREF_22 Our results, based on tests of thousands of inferred ceRNA interactions that are predicted to alter hundreds of cancer genes in each of the two tumor contexts, confirmed statistically significant effects for half of the predicted targets. Conclusions: Our results suggest that the expression of a significant fraction of cancer genes may be regulated by ceRNA interactions in each of the two tumor contexts.
引用
收藏
页数:11
相关论文
共 51 条
[1]
The Molecular Taxonomy of Primary Prostate Cancer [J].
Abeshouse, Adam ;
Ahn, Jaeil ;
Akbani, Rehan ;
Ally, Adrian ;
Amin, Samirkumar ;
Andry, Christopher D. ;
Annala, Matti ;
Aprikian, Armen ;
Armenia, Joshua ;
Arora, Arshi ;
Auman, J. Todd ;
Balasundaram, Miruna ;
Balu, Saianand ;
Barbieri, Christopher E. ;
Bauer, Thomas ;
Benz, Christopher C. ;
Bergeron, Alain ;
Beroukhim, Rameen ;
Berrios, Mario ;
Bivol, Adrian ;
Bodenheimer, Tom ;
Boice, Lori ;
Bootwalla, Moiz S. ;
dos Reis, Rodolfo Borges ;
Boutros, Paul C. ;
Bowen, Jay ;
Bowlby, Reanne ;
Boyd, Jeffrey ;
Bradley, Robert K. ;
Breggia, Anne ;
Brimo, Fadi ;
Bristow, Christopher A. ;
Brooks, Denise ;
Broom, Bradley M. ;
Bryce, Alan H. ;
Bubley, Glenn ;
Burks, Eric ;
Butterfield, Yaron S. N. ;
Button, Michael ;
Canes, David ;
Carlotti, Carlos G. ;
Carlsen, Rebecca ;
Carmel, Michel ;
Carroll, Peter R. ;
Carter, Scott L. ;
Cartun, Richard ;
Carver, Brett S. ;
Chan, June M. ;
Chang, Matthew T. ;
Chen, Yu .
CELL, 2015, 163 (04) :1011-1025
[2]
Integrated transcriptional and competitive endogenous RNA networks are cross-regulated in permissive molecular environments [J].
Ala, Ugo ;
Karreth, Florian A. ;
Bosia, Carla ;
Pagnani, Andrea ;
Taulli, Riccardo ;
Leopold, Valentine ;
Tay, Yvonne ;
Provero, Paolo ;
Zecchina, Riccardo ;
Pandolfi, Pier Paolo .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (18) :7154-7159
[3]
Target mRNA abundance dilutes microRNA and siRNA activity [J].
Arvey, Aaron ;
Larsson, Erik ;
Sander, Chris ;
Leslie, Christina S. ;
Marks, Debora S. .
MOLECULAR SYSTEMS BIOLOGY, 2010, 6
[4]
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
[5]
SomamiR 2.0: a database of cancer somatic mutations altering microRNA-ceRNA interactions [J].
Bhattacharya, Anindya ;
Cui, Yan .
NUCLEIC ACIDS RESEARCH, 2016, 44 (D1) :D1005-D1010
[6]
Endogenous miRNA and Target Concentrations Determine Susceptibility to Potential ceRNA Competition [J].
Bosson, Andrew D. ;
Zamudio, Jesse R. ;
Sharp, Phillip A. .
MOLECULAR CELL, 2014, 56 (03) :347-359
[7]
siRNA off-target effects in genome-wide screens identify signaling pathway members [J].
Buehler, Eugen ;
Khan, Aly A. ;
Marine, Shane ;
Rajaram, Misha ;
Bahl, Amit ;
Burchard, Julja ;
Ferrer, Marc .
SCIENTIFIC REPORTS, 2012, 2
[8]
microRNA-Associated Progression Pathways and Potential Therapeutic Targets Identified by Integrated mRNA and microRNA Expression Profiling in Breast Cancer [J].
Buffa, Francesca M. ;
Camps, Carme ;
Winchester, Laura ;
Snell, Cameron E. ;
Gee, Harriet E. ;
Sheldon, Helen ;
Taylor, Marian ;
Harris, Adrian L. ;
Ragoussis, Jiannis .
CANCER RESEARCH, 2011, 71 (17) :5635-5645
[9]
Leveraging models of cell regulation and GWAS data in integrative network-based association studies [J].
Califano, Andrea ;
Butte, Atul J. ;
Friend, Stephen ;
Ideker, Trey ;
Schadt, Eric .
NATURE GENETICS, 2012, 44 (08) :841-847
[10]
The transcriptional network for mesenchymal transformation of brain tumours [J].
Carro, Maria Stella ;
Lim, Wei Keat ;
Alvarez, Mariano Javier ;
Bollo, Robert J. ;
Zhao, Xudong ;
Snyder, Evan Y. ;
Sulman, Erik P. ;
Anne, Sandrine L. ;
Doetsch, Fiona ;
Colman, Howard ;
Lasorella, Anna ;
Aldape, Ken ;
Califano, Andrea ;
Iavarone, Antonio .
NATURE, 2010, 463 (7279) :318-U68