Analysis of regulatory network topology reveals functionally distinct classes of microRNAs

MicroRNAs (miRNAs) negatively regulate the expression of target genes at the post-transcriptional level. Little is known about the crosstalk between miRNAs and transcription factors (TFs). Here we provide data suggesting that the interaction patterns between TFs and miRNAs can influence the biological functions of miRNAs. From this global survey, we find that a regulated feedback loop, in which two TFs regulate each other and one miRNA regulates both of the factors, is the most significantly overrepresented network motif. Mathematical modeling shows that the miRNA in this motif stabilizes the feedback loop to resist environmental perturbation, providing one mechanism to explain the robustness of developmental programs that is contributed by miRNAs. Furthermore, on the basis of a network motif profile analysis, we demonstrate the existence of two classes of miRNAs with distinct network topological properties. The first class of miRNAs is regulated by a large number of TFs, whereas the second is regulated by only a few TFs. The differential expression level of the two classes of miRNAs in embryonic developmental stages versus adult tissues suggests that the two classes may have fundamentally different biological functions. Our results demonstrate that the TFs and miRNAs extensively interact with each other and the biological functions of miRNAs may be wired in the regulatory network topology.

[1]  Yitzhak Pilpel,et al.  Global and Local Architecture of the Mammalian microRNA–Transcription Factor Regulatory Network , 2007, PLoS Comput. Biol..

[2]  A. van Oudenaarden,et al.  MicroRNA-mediated feedback and feedforward loops are recurrent network motifs in mammals. , 2007, Molecular cell.

[3]  Yijun Ruan,et al.  Mapping of transcription factor binding regions in mammalian cells by ChIP: comparison of array- and sequencing-based technologies. , 2007, Genome research.

[4]  Julius Brennecke,et al.  Denoising feedback loops by thresholding--a new role for microRNAs. , 2006, Genes & development.

[5]  D. Zack,et al.  Computational analysis of tissue-specific combinatorial gene regulation: predicting interaction between transcription factors in human tissues , 2006, Nucleic acids research.

[6]  Q. Cui,et al.  Principles of microRNA regulation of a human cellular signaling network , 2006, Molecular systems biology.

[7]  Noam Shomron,et al.  Canalization of development by microRNAs , 2006, Nature Genetics.

[8]  Ernest Fraenkel,et al.  Core transcriptional regulatory circuitry in human hepatocytes , 2006, Molecular systems biology.

[9]  F. Robert,et al.  Genome-wide computational prediction of transcriptional regulatory modules reveals new insights into human gene expression , 2006 .

[10]  Megan F. Cole,et al.  Control of Developmental Regulators by Polycomb in Human Embryonic Stem Cells , 2006, Cell.

[11]  Masahiro Sato,et al.  The expression profile of microRNAs in mouse embryos , 2006, Nucleic acids research.

[12]  U Alon,et al.  The incoherent feed-forward loop accelerates the response-time of the gal system of Escherichia coli. , 2006, Journal of molecular biology.

[13]  Gail Mandel,et al.  Reciprocal actions of REST and a microRNA promote neuronal identity , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[14]  Xin Li,et al.  A microRNA Mediates EGF Receptor Signaling and Promotes Photoreceptor Differentiation in the Drosophila Eye , 2005, Cell.

[15]  Eric C Lai,et al.  The Drosophila microRNA iab-4 causes a dominant homeotic transformation of halteres to wings. , 2005, Genes & development.

[16]  Olga Varlamova,et al.  A cAMP-response element binding protein-induced microRNA regulates neuronal morphogenesis. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[17]  V. Ambros,et al.  Mesodermally expressed Drosophila microRNA-1 is regulated by Twist and is required in muscles during larval growth. , 2005, Genes & development.

[18]  M. Levine,et al.  Genomic regulatory networks and animal development. , 2005, Developmental cell.

[19]  Megan F. Cole,et al.  Core Transcriptional Regulatory Circuitry in Human Embryonic Stem Cells , 2005, Cell.

[20]  Oliver Hobert,et al.  MicroRNAs acting in a double-negative feedback loop to control a neuronal cell fate decision. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[21]  H. Horvitz,et al.  MicroRNA Expression in Zebrafish Embryonic Development , 2005, Science.

[22]  Kathryn A. O’Donnell,et al.  c-Myc-regulated microRNAs modulate E2F1 expression , 2005, Nature.

[23]  K. Gunsalus,et al.  Combinatorial microRNA target predictions , 2005, Nature Genetics.

[24]  D. Bartel,et al.  Microarray profiling of microRNAs reveals frequent coexpression with neighboring miRNAs and host genes. , 2005, RNA.

[25]  Anton J. Enright,et al.  Human MicroRNA Targets , 2004, PLoS biology.

[26]  C. Perou,et al.  A custom microarray platform for analysis of microRNA gene expression , 2004, Nature Methods.

[27]  V. Ambros The functions of animal microRNAs , 2004, Nature.

[28]  Rainer Breitling,et al.  Rank products: a simple, yet powerful, new method to detect differentially regulated genes in replicated microarray experiments , 2004, FEBS letters.

[29]  D. Bartel,et al.  Micromanagers of gene expression: the potentially widespread influence of metazoan microRNAs , 2004, Nature Reviews Genetics.

[30]  R. Milo,et al.  Network motifs in integrated cellular networks of transcription-regulation and protein-protein interaction. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[31]  S. Shen-Orr,et al.  Superfamilies of Evolved and Designed Networks , 2004, Science.

[32]  S. Cawley,et al.  Unbiased Mapping of Transcription Factor Binding Sites along Human Chromosomes 21 and 22 Points to Widespread Regulation of Noncoding RNAs , 2004, Cell.

[33]  D. Bartel MicroRNAs Genomics, Biogenesis, Mechanism, and Function , 2004, Cell.

[34]  Oliver Hobert,et al.  A microRNA controlling left/right neuronal asymmetry in Caenorhabditis elegans , 2003, Nature.

[35]  Thomas E. Royce,et al.  Distribution of NF-κB-binding sites across human chromosome 22 , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[36]  Nicola J. Rinaldi,et al.  Transcriptional Regulatory Networks in Saccharomyces cerevisiae , 2002, Science.

[37]  S. Shen-Orr,et al.  Network motifs: simple building blocks of complex networks. , 2002, Science.

[38]  S. Shen-Orr,et al.  Network motifs in the transcriptional regulation network of Escherichia coli , 2002, Nature Genetics.

[39]  L. Hood,et al.  A Genomic Regulatory Network for Development , 2002, Science.

[40]  D. Botstein,et al.  Cluster analysis and display of genome-wide expression patterns. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[41]  Mark Gerstein,et al.  Distribution of NF-kappaB-binding sites across human chromosome 22. , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[42]  S. Shen-Orr,et al.  Networks Network Motifs : Simple Building Blocks of Complex , 2002 .

[43]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .