Computational identification of hepatitis C virus associated microRNA-mRNA regulatory modules in human livers

被引:156
作者
Peng, Xinxia [1 ]
Li, Yu [1 ]
Walters, Kathie-Anne [1 ]
Rosenzweig, Elizabeth R. [1 ]
Lederer, Sharon L. [1 ]
Aicher, Lauri D. [1 ]
Proll, Sean [1 ]
Katze, Michael G. [1 ]
机构
[1] Univ Washington, Sch Med, Dept Microbiol, Seattle, WA 98195 USA
来源
BMC GENOMICS | 2009年 / 10卷
关键词
EXPRESSION PROFILES; PLUS RIBAVIRIN; GENE; INTERFERON; MICROARRAY; TARGET; MECHANISMS; DISEASE; KINASE; REPLICATION;
D O I
10.1186/1471-2164-10-373
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 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Hepatitis C virus (HCV) is a major cause of chronic liver disease by infecting over 170 million people worldwide. Recent studies have shown that microRNAs ( miRNAs), a class of small non-coding regulatory RNAs, are involved in the regulation of HCV infection, but their functions have not been systematically studied. We propose an integrative strategy for identifying the miRNA-mRNA regulatory modules that are associated with HCV infection. This strategy combines paired expression profiles of miRNAs and mRNAs and computational target predictions. A miRNA-mRNA regulatory module consists of a set of miRNAs and their targets, in which the miRNAs are predicted to coordinately regulate the level of the target mRNA. Results: We simultaneously profiled the expression of cellular miRNAs and mRNAs across 30 HCV positive or negative human liver biopsy samples using microarray technology. We constructed a miRNA-mRNA regulatory network, and using a graph theoretical approach, identified 38 miRNA-mRNA regulatory modules in the network that were associated with HCV infection. We evaluated the direct miRNA regulation of the mRNA levels of targets in regulatory modules using previously published miRNA transfection data. We analyzed the functional roles of individual modules at the systems level by integrating a large-scale protein interaction network. We found that various biological processes, including some HCV infection related canonical pathways, were regulated at the miRNA level during HCV infection. Conclusion: Our regulatory modules provide a framework for future experimental analyses. This report demonstrates the utility of our approach to obtain new insights into post-transcriptional gene regulation at the miRNA level in complex human diseases.
引用
收藏
页数:20
相关论文
共 75 条
[61]   Unsaturated Fatty Acids Inhibit the Expression of Tumor Suppressor Phosphatase and Tensin Homolog (PTEN) Via MicroRNA-21 Up-regulation in Hepatocytes [J].
Vinciguerra, Manlio ;
Sgroi, Antonino ;
Veyrat-Durebex, Christelle ;
Rubbia-Brandt, Laura ;
Buhler, Leo H. ;
Foti, Michelangelo .
HEPATOLOGY, 2009, 49 (04) :1176-1184
[62]   Involvement of the CXCL12/CXCR4 pathway in the advanced liver disease that is associated with hepatitis C virus or hepatitis B virus [J].
Wald, O ;
Pappo, O ;
Safadi, R ;
Dagan-Berger, M ;
Beider, K ;
Wald, H ;
Franitza, S ;
Weiss, I ;
Avniel, S ;
Boaz, P ;
Hanna, J ;
Zamir, G ;
Eid, A ;
Mandelboim, O ;
Spengler, U ;
Galun, E ;
Peled, A .
EUROPEAN JOURNAL OF IMMUNOLOGY, 2004, 34 (04) :1164-1174
[63]   Genomic Analysis Reveals a Potential Role for Cell Cycle Perturbation in HCV-Mediated Apoptosis of Cultured Hepatocytes [J].
Walters, Kathie-Anne ;
Syder, Andrew J. ;
Lederer, Sharon L. ;
Diamond, Deborah L. ;
Paeper, Bryan ;
Rice, Charles M. ;
Katze, Michael G. .
PLOS PATHOGENS, 2009, 5 (01)
[64]   Prediction of both conserved and nonconserved microRNA targets in animals [J].
Wang, Xiaowei ;
El Naqa, Issam M. .
BIOINFORMATICS, 2008, 24 (03) :325-332
[65]  
West D.B, 2001, Introduction to Graph Theory
[66]   Let me count the ways: Mechanisms of gene regulation by miRNAs and siRNAs [J].
Wu, Ligang ;
Belasco, Joel G. .
MOLECULAR CELL, 2008, 29 (01) :1-7
[67]   Dysregulation of CXCR3 Signaling due to CXCL10 Deficiency Impairs the Antiviral Response to Herpes Simplex Virus 1 Infection [J].
Wuest, Todd R. ;
Carr, Daniel J. J. .
JOURNAL OF IMMUNOLOGY, 2008, 181 (11) :7985-7993
[68]   EBV MicroRNAs in primary lymphomas and targeting of CXCL-11 by ebv-mir-BHRF1-3 [J].
Xia, Tianli ;
O'Hara, Andrea ;
Araujo, Iguaracyra ;
Barreto, Jose ;
Carvalho, Eny ;
Sapucaia, Jose Bahia ;
Ramos, Juan Carlos ;
Luz, Estela ;
Pedroso, Celia ;
Manrique, Michele ;
Toomey, Ngoc L. ;
Brites, Carlos ;
Dittmer, Dirk P. ;
Harrington, William J., Jr. .
CANCER RESEARCH, 2008, 68 (05) :1436-1442
[69]   Lymphoproliferative disease and autoimmunity in mice with increased miR-17-92 expression in lymphocytes [J].
Xiao, Changchun ;
Srinivasan, Lakshmi ;
Calado, Dinis Pedro ;
Patterson, Heide Christine ;
Zhang, Baochun ;
Wang, Jing ;
Henderson, Joel M. ;
Kutok, Jeffrey L. ;
Rajewsky, Klaus .
NATURE IMMUNOLOGY, 2008, 9 (04) :405-414
[70]   Mutations in the tumor suppressors Smad2 and Smad4 inactivate transforming growth factor β signaling by targeting Smads to the ubiquitin-proteasome pathway [J].
Xu, J ;
Attisano, L .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (09) :4820-4825