Mathematical modeling of microRNA-mediated mechanisms of translation repression.

MicroRNAs can affect the protein translation using nine mechanistically different mechanisms, including repression of initiation and degradation of the transcript. There is a hot debate in the current literature about which mechanism and in which situations has a dominant role in living cells. The worst, same experimental systems dealing with the same pairs of mRNA and miRNA can provide ambiguous evidences about which is the actual mechanism of translation repression observed in the experiment. We start with reviewing the current knowledge of various mechanisms of miRNA action and suggest that mathematical modeling can help resolving some of the controversial interpretations. We describe three simple mathematical models of miRNA translation that can be used as tools in interpreting the experimental data on the dynamics of protein synthesis. The most complex model developed by us includes all known mechanisms of miRNA action. It allowed us to study possible dynamical patterns corresponding to different miRNA-mediated mechanisms of translation repression and to suggest concrete recipes on determining the dominant mechanism of miRNA action in the form of kinetic signatures. Using computational experiments and systematizing existing evidences from the literature, we justify a hypothesis about co-existence of distinct miRNA-mediated mechanisms of translation repression. The actually observed mechanism will be that acting on or changing the sensitive parameters of the translation process. The limiting place can vary from one experimental setting to another. This model explains the majority of existing controversies reported.

[1]  K. Morris,et al.  Small Interfering RNA-Induced Transcriptional Gene Silencing in Human Cells , 2004, Science.

[2]  E. Chan,et al.  Disruption of GW bodies impairs mammalian RNA interference , 2005, Nature Cell Biology.

[3]  Gregory J. Hannon,et al.  MicroRNA-dependent localization of targeted mRNAs to mammalian P-bodies , 2005, Nature Cell Biology.

[4]  P. Zamore,et al.  Small silencing RNAs: an expanding universe , 2009, Nature Reviews Genetics.

[5]  B. Dunn Computational Analysis , 2007 .

[6]  Lan Jin,et al.  Biological basis for restriction of microRNA targets to the 3' untranslated region in mammalian mRNAs. , 2009, Nature structural & molecular biology.

[7]  D. Bartel MicroRNAs: Target Recognition and Regulatory Functions , 2009, Cell.

[8]  H. Prats,et al.  The VEGF IRESes are differentially susceptible to translation inhibition by miR-16. , 2009, RNA.

[9]  R. Place,et al.  MicroRNA-373 induces expression of genes with complementary promoter sequences , 2008, Proceedings of the National Academy of Sciences.

[10]  Elisa Izaurralde,et al.  Deadenylation is a widespread effect of miRNA regulation. , 2008, RNA.

[11]  M. Magnasco,et al.  Decay rates of human mRNAs: correlation with functional characteristics and sequence attributes. , 2003, Genome research.

[12]  W. Filipowicz,et al.  Tethering of human Ago proteins to mRNA mimics the miRNA-mediated repression of protein synthesis. , 2004, RNA.

[13]  E. Sontheimer,et al.  Origins and Mechanisms of miRNAs and siRNAs , 2009, Cell.

[14]  Yi Wen Kong,et al.  How do microRNAs regulate gene expression? , 2008, Biochemical Society transactions.

[15]  M. Kozak,et al.  Faulty old ideas about translational regulation paved the way for current confusion about how microRNAs function. , 2008, Gene.

[16]  Melissa J. Moore,et al.  Pre-mRNA Processing Reaches Back toTranscription and Ahead to Translation , 2009, Cell.

[17]  J. Steitz,et al.  AU-Rich-Element-Mediated Upregulation of Translation by FXR1 and Argonaute 2 , 2007, Cell.

[18]  C. Novina,et al.  MicroRNA-repressed mRNAs contain 40S but not 60S components , 2008, Proceedings of the National Academy of Sciences.

[19]  C. Mayr,et al.  Widespread Shortening of 3′UTRs by Alternative Cleavage and Polyadenylation Activates Oncogenes in Cancer Cells , 2009, Cell.

[20]  P. Bork,et al.  mRNA degradation by miRNAs and GW182 requires both CCR4:NOT deadenylase and DCP1:DCP2 decapping complexes. , 2006, Genes & development.

[21]  V. Ambros,et al.  The lin-4 regulatory RNA controls developmental timing in Caenorhabditis elegans by blocking LIN-14 protein synthesis after the initiation of translation. , 1999, Developmental biology.

[22]  J. Castle,et al.  Microarray analysis shows that some microRNAs downregulate large numbers of target mRNAs , 2005, Nature.

[23]  A. Riggs,et al.  The antisense strand of small interfering RNAs directs histone methylation and transcriptional gene silencing in human cells. , 2005, RNA.

[24]  D. Bartel,et al.  The impact of microRNAs on protein output , 2008, Nature.

[25]  J. Gregg,et al.  Allele-specific Holliday junction formation: a new mechanism of allelic discrimination for SNP scoring. , 2003, Genome research.

[26]  Anthony K. L. Leung,et al.  Quantitative analysis of Argonaute protein reveals microRNA-dependent localization to stress granules , 2006, Proceedings of the National Academy of Sciences.

[27]  Catherine L Jopling,et al.  Position-dependent function for a tandem microRNA miR-122-binding site located in the hepatitis C virus RNA genome. , 2008, Cell host & microbe.

[28]  R. Shiekhattar,et al.  Functional Dissection of the Human TNRC6 (GW182-Related) Family of Proteins , 2009, Molecular and Cellular Biology.

[29]  G. Hannon,et al.  Control of translation and mRNA degradation by miRNAs and siRNAs. , 2006, Genes & development.

[30]  Phillip A. Sharp,et al.  microRNAs: A Safeguard against Turmoil? , 2007, Cell.

[31]  David I. K. Martin,et al.  MicroRNAs control translation initiation by inhibiting eukaryotic initiation factor 4E/cap and poly(A) tail function. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[32]  W. Filipowicz,et al.  Mechanisms of miRNA-mediated post-transcriptional regulation in animal cells. , 2009, Current opinion in cell biology.

[33]  O A Scornik,et al.  In vivo rate of translation by ribosomes of normal and regenerating liver. , 1974, The Journal of biological chemistry.

[34]  J. Richter,et al.  Human let-7a miRNA blocks protein production on actively translating polyribosomes , 2006, Nature Structural &Molecular Biology.

[35]  Yang Yu,et al.  Evidence that microRNAs are associated with translating messenger RNAs in human cells , 2006, Nature Structural &Molecular Biology.

[36]  Emmanuel Barillot,et al.  Dynamical modeling of microRNA action on the protein translation process , 2009, BMC Systems Biology.

[37]  Lisa N Kinch,et al.  The human Ago2 MC region does not contain an eIF4E-like mRNA cap binding motif , 2009, Biology Direct.

[38]  Moshe Y. Vardi,et al.  Dynamic and static limitation in multiscale reaction networks, revisited , 2007, physics/0703278.

[39]  Kaleb M. Pauley,et al.  Formation of GW bodies is a consequence of microRNA genesis , 2006, EMBO reports.

[40]  Peer Bork,et al.  Target-specific requirements for enhancers of decapping in miRNA-mediated gene silencing. , 2007, Genes & development.

[41]  John G Doench,et al.  Comparison of siRNA-induced off-target RNA and protein effects. , 2007, RNA.

[42]  A. Pasquinelli,et al.  Regulation by let-7 and lin-4 miRNAs Results in Target mRNA Degradation , 2005, Cell.

[43]  M. Moore From Birth to Death: The Complex Lives of Eukaryotic mRNAs , 2005, Science.

[44]  Shuang Huang,et al.  Involvement of MicroRNA in AU-Rich Element-Mediated mRNA Instability , 2005, Cell.

[45]  Jialing Huang,et al.  Derepression of MicroRNA-mediated Protein Translation Inhibition by Apolipoprotein B mRNA-editing Enzyme Catalytic Polypeptide-like 3G (APOBEC3G) and Its Family Members* , 2007, Journal of Biological Chemistry.

[46]  Andreas Wagner,et al.  A model of protein translation including codon bias, nonsense errors, and ribosome recycling. , 2006, Journal of theoretical biology.

[47]  Ligang Wu,et al.  MicroRNAs direct rapid deadenylation of mRNA. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[48]  Isabelle Behm-Ansmant,et al.  P-Body Formation Is a Consequence, Not the Cause, of RNA-Mediated Gene Silencing , 2007, Molecular and Cellular Biology.

[49]  M. Kiriakidou,et al.  An mRNA m7G Cap Binding-like Motif within Human Ago2 Represses Translation , 2007, Cell.

[50]  D. Moazed Small RNAs in transcriptional gene silencing and genome defence , 2009, Nature.

[51]  G. Schwarz,et al.  Kinetic Analysis by Chemical Relaxation Methods , 1968 .

[52]  John G Doench,et al.  Recapitulation of short RNA-directed translational gene silencing in vitro. , 2006, Molecular cell.

[53]  E. Izaurralde,et al.  GW182 interaction with Argonaute is essential for miRNA-mediated translational repression and mRNA decay , 2008, Nature Structural &Molecular Biology.

[54]  Elizabeth W. Jones,et al.  Genetics: Analysis of Genes and Genomes , 2001 .

[55]  Shigeyuki Yokoyama,et al.  Let-7 microRNA-mediated mRNA deadenylation and translational repression in a mammalian cell-free system. , 2007, Genes & development.

[56]  Bertrand Séraphin,et al.  EJCs at the Heart of Translational Control , 2008, Cell.

[57]  Andrei Zinovyev,et al.  Kinetic signatures of microRNA modes of action. , 2012, RNA.

[58]  W. Filipowicz,et al.  Repression of protein synthesis by miRNAs: how many mechanisms? , 2007, Trends in cell biology.

[59]  W. Filipowicz,et al.  Mechanisms of post-transcriptional regulation by microRNAs: are the answers in sight? , 2008, Nature Reviews Genetics.

[60]  J. Yates,et al.  A role for the P-body component GW182 in microRNA function , 2005, Nature Cell Biology.

[61]  C. Llave,et al.  Cleavage of Scarecrow-like mRNA Targets Directed by a Class of Arabidopsis miRNA , 2002, Science.

[62]  Richard J Jackson,et al.  MicroRNAs repress translation of m7Gppp-capped target mRNAs in vitro by inhibiting initiation and promoting deadenylation. , 2007, Genes & development.

[63]  U. A. Ørom,et al.  MicroRNA-10a binds the 5'UTR of ribosomal protein mRNAs and enhances their translation. , 2008, Molecular cell.

[64]  W. Filipowicz,et al.  Inhibition of Translational Initiation by Let-7 MicroRNA in Human Cells , 2005, Science.

[65]  Alexander N. Gorban,et al.  Robust simplifications of multiscale biochemical networks , 2008, BMC Systems Biology.

[66]  D. Bartel,et al.  MicroRNA-Directed Cleavage of HOXB8 mRNA , 2004, Science.

[67]  B. Reinhart,et al.  Prediction of Plant MicroRNA Targets , 2002, Cell.

[68]  M. Zavolan,et al.  Molecular characterization of human Argonaute-containing ribonucleoprotein complexes and their bound target mRNAs. , 2008, RNA.

[69]  W. Filipowicz,et al.  Relief of microRNA-Mediated Translational Repression in Human Cells Subjected to Stress , 2006, Cell.

[70]  N. Rajewsky,et al.  Widespread changes in protein synthesis induced by microRNAs , 2008, Nature.

[71]  Jon R Lorsch,et al.  The molecular mechanics of eukaryotic translation. , 2003, Annual review of biochemistry.

[72]  Roy Parker,et al.  Eukaryotic mRNA decapping. , 2004, Annual review of biochemistry.

[73]  W. Filipowicz,et al.  Importance of the C-terminal domain of the human GW182 protein TNRC6C for translational repression. , 2009, RNA.

[74]  Andrei Zinovyev,et al.  Modeling coupled transcription, translation and degradation and miRNA-based regulation of this process , 2012 .

[75]  Alexander N Gorban,et al.  Asymptotology of chemical reaction networks , 2009, 0903.5072.

[76]  H. Lodish,et al.  A kinetic model of protein synthesis. Application to hemoglobin synthesis and translational control. , 1979, The Journal of biological chemistry.

[77]  P. Sharp,et al.  Proliferating Cells Express mRNAs with Shortened 3' Untranslated Regions and Fewer MicroRNA Target Sites , 2008, Science.

[78]  Matthias W. Hentze,et al.  Drosophila miR2 induces pseudo-polysomes and inhibits translation initiation , 2007, Nature.

[79]  Andrei Zinovyev,et al.  Basic and simple mathematical model of coupled transcription, translation and degradation , 2012 .

[80]  Roy Parker,et al.  Computational analysis of miRNA-mediated repression of translation: implications for models of translation initiation inhibition. , 2008, RNA.

[81]  W. J. Hadden,et al.  A Comparison of , 1971 .

[82]  Gordon G. Hammes,et al.  Relaxation spectrometry of enzymatic reactions , 1968 .

[83]  T. Hunt,et al.  Control of haemoglobin synthesis: rate of translation of the messenger RNA for the alpha and beta chains. , 1969, Journal of molecular biology.

[84]  R. Plasterk,et al.  The diverse functions of microRNAs in animal development and disease. , 2006, Developmental cell.

[85]  Tony Hunter,et al.  Control of haemoglobin synthesis: Rate of translation of the messenger RNA for the α and β chains , 1969 .

[86]  J. Steitz,et al.  Target mRNAs are repressed as efficiently by microRNA-binding sites in the 5′ UTR as in the 3′ UTR , 2007, Proceedings of the National Academy of Sciences.

[87]  H. Blau,et al.  Argonaute 2/RISC resides in sites of mammalian mRNA decay known as cytoplasmic bodies , 2005, Nature Cell Biology.

[88]  E. Izaurralde,et al.  Getting to the Root of miRNA-Mediated Gene Silencing , 2008, Cell.

[89]  F. Slack,et al.  Oncomirs — microRNAs with a role in cancer , 2006, Nature Reviews Cancer.

[90]  Jerry Pelletier,et al.  Short RNAs repress translation after initiation in mammalian cells. , 2006, Molecular cell.

[91]  Takayuki Murata,et al.  MicroRNA Inhibition of Translation Initiation in Vitro by Targeting the Cap-Binding Complex eIF4F , 2007, Science.

[92]  G. Hutvagner,et al.  A microRNA in a Multiple-Turnover RNAi Enzyme Complex , 2002, Science.

[93]  P. Sætrom,et al.  MicroRNA-directed transcriptional gene silencing in mammalian cells , 2008, Proceedings of the National Academy of Sciences.

[94]  A. Pasquinelli,et al.  MicroRNA silencing through RISC recruitment of eIF6 , 2007, Nature.

[95]  Yi Wen Kong,et al.  The mechanism of micro-RNA-mediated translation repression is determined by the promoter of the target gene , 2008, Proceedings of the National Academy of Sciences.