Abstract
G-quadruplexes are abundant locally stable structural elements in nucleic acids. The combinatorial theory of RNA structures and the dynamic programming algorithms for RNA secondary structure prediction are extended here to incorporate G-quadruplexes using a simple but plausible energy model. With preliminary energy parameters we find that the overwhelming majority of putative quadruplex-forming sequences in the human genome are likely to fold into canonical secondary structures instead.
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References
Arora, A., Suess, B.: An RNA G-quadruplex in the 3’ UTR of the proto-oncogene PIM1 represses translation. RNA Biology 8, 802–805 (2011)
Baral, A., Kumar, P., Halder, R., Mani, P., Yadav, V.K., Singh, A., Das, S.K., Chowdhury, S.: Quadruplex-single nucleotide polymorphisms (Quad-SNP) influence gene expression difference among individuals. Nucleic Acids Res. (2012)
Beaudoin, J.D., Perreault, J.P.: 5’-UTR G-quadruplex structures acting as translational repressors. Nucleic Acids Res. 38, 7022–7036 (2010)
Bensaid, M., Melko, M., Bechara, E.G., Davidovic, L., Berretta, A., Catania, M.V., Gecz, J., Lalli, E., Bardoni, B.: FRAXE-associated mental retardation protein (FMR2) is an RNA-binding protein with high affinity for G-quartet RNA forming structure. Nucleic Acids Res. 37, 1269–1279 (2009)
Bernhart, S.H., Hofacker, I.L., Will, S., Gruber, A.R., Stadler, P.F.: RNAalifold: improved consensus structure prediction for RNA alignments. BMC Bioinformatics 9, 474 (2008)
Bruccoleri, R.E., Heinrich, G.: An improved algorithm for nucleic acid secondary structure display. Computer Appl. Biosci. 4, 167–173 (1988)
Bugaut, A., Balasubramanian, S.: A sequence-independent study of the influence of short loop lengths on the stability and topology of intramolecular DNA G-quadruplexes. Biochemistry 47, 689–697 (2008)
Bugaut, A., Balasubramanian, S.: 5’-UTR RNA G-quadruplexes: translation regulation and targeting. Nucleic Acids Res. (2012), doi: 10.1093/nar/gks068
Do, C.B., Woods, D.A., Batzoglou, S.: CONTRAfold: RNA secondary structure prediction without physics-based models. Bioinformatics 22(14), e90–e98 (2006)
Eddy, J., Maizels, N.: Gene function correlates with potential for G4 DNA formation in the human genome. Nucleic Acids Res. 34, 3887–3896 (2006)
Flajolet, P., Sedgewick, R.: Analytic Combinatorics. Cambridge University Press, New York (2009)
Gomez, D., Guédin, A., Mergny, J.L., Salles, B., Riou, J.F., Teulade-Fichou, M.P., Calsou, P.: A G-quadruplex structure within the 5’-UTR of TRF2 mRNA represses translation in human cells. Nucleic Acids Res. 38, 7187–7198 (2010)
Gros, J., Guédin, A., Mergny, J.L., Lacroix, L.: G-Quadruplex formation interferes with P1 helix formation in the RNA component of telomerase hTERC. ChemBioChem 9, 2075–2079 (2008)
Guédin, A., De Cian, A., Gros, J., Lacroix, L., Mergny, J.L.: Sequence effects in single-base loops for quadruplexes. Biochimie 90, 686–696 (2008)
Guédin, A., Gros, J., Patrizia, A., Mergny, J.L.: How long is too long? Effects of loop size on G-quadruplex stability. Nucleic Acids Res. 38, 7858–7868 (2010)
Hofacker, I.L., Fekete, M., Stadler, P.F.: Secondary structure prediction for aligned RNA sequences. J. Mol. Biol. 319, 1059–1066 (2002)
Hofacker, I.L., Priwitzer, B., Stadler, P.F.: Prediction of locally stable RNA secondary structures for genome-wide surveys. Bioinformatics 20, 191–198 (2004)
Huppert, J.L., Balasubramanian, S.: Prevalence of quadruplexes in the human genome. Nucleic Acids Res. 33, 2908–2916 (2005)
Huppert, J.L., Bugaut, A., Kumari, S., Balasubramanian, S.: G-quadruplexes: the beginning and end of UTRs. Nucleic Acids Res. 36, 6260–6268 (2008)
Ito, K., Go, S., Komiyama, M., Xu, Y.: Inhibition of translation by small RNA-stabilized mRNA structures in human cells. J. Am. Chem. Soc. 133, 19153–19159 (2011)
Jayaraj, G.G., Pandey, S., Scaria, V., Maiti, S.: Potential G-quadruplexes in the human long non-coding transcriptome. RNA Biolog. 9, 81–86 (2012)
Joachimi, A., Benz, A., Hartig, J.S.: A comparison of DNA and RNA quadruplex structures and stabilities. Bioorg. Med. Chem. 17, 6811–6815 (2009)
Johnson, J.E., Smith, J.S., Kozak, M.L., Johnson, F.B.: In vivo veritas: using yeast to probe the biological functions of G-quadruplexes. Biochimie 90, 1250–1263 (2008)
Kikin, O., D’Antonio, L., Bagga, P.S.: QGRS mapper: a web-based server for predicting G-quadruplexes in nucleotide sequences. Nucleic Acids Res. 34, W676–W682 (2006)
Kumari, S., Bugaut, A., Huppert, J.L., Balasubramanian, S.: An RNA G-quadruplex in the 5’UTR of the NRAS proto-oncogene modulates translation. Nat. Chem. Biol. 3, 218–221 (2007)
Lauhon, C.T., Szostak, J.W.: RNA aptamers that bind flavin and nicotinamide redox cofactors. J. Am. Chem. Soc. 117, 1246–1257 (1995)
Lorenz, R., Bernhart, S.H., Höner zu Siederdissen, C., Tafer, H., Flamm, C., Stadler, P.F., Hofacker, I.L.: ViennaRNA Package 2.0. Alg. Mol. Biol. 6, 26 (2011)
Luke, B., Lingner, J.: TERRA: telomeric repeat-containing RNA. EMBO J. 28, 2503–2510 (2009)
Mathews, D.H., Disney, M.D., Childs, J.L., Schroeder, S.J., Zuker, M., Turner, D.H.: Incorporating chemical modification constraints into a dynamic programming algorithm for prediction of RNA secondary structure. Proc. Natl. Acad. Sci. USA 101, 7287–7292 (2004)
McCaskill, J.S.: The equilibrium partition function and base pair binding probabilities for RNA secondary structure. Biopolymers 29, 1105–1119 (1990)
Menon, L., Mihailescu, M.R.: Interactions of the G quartet forming semaphorin 3F RNA with the RGG box domain of the fragile X protein family. Nucleic Acids Res. 35, 5379–5392 (2007)
Mergny, J.L., Lacroix, L.: UV melting of G-quadruplexes. Curr. Protoc. Nucleic Acid Chem. Unit 17.1 (2009)
Morris, M.J., Basu, S.: An unusually stable G-quadruplex within the 5’-UTR of the MT3 matrix metalloproteinase mRNA represses translation in eukaryotic cells. Biochemistry 48, 5313–5319 (2009)
Mückstein, U., Tafer, H., Hackermüller, J., Bernhard, S.B., Stadler, P.F., Hofacker, I.L.: Thermodynamics of RNA-RNA binding. Bioinformatics 22, 1177–1182 (2006)
Paeschke, K., Simonsson, T., Postberg, J., Rhodes, D., Lipps, H.J.: Telomere end-binding proteins control the formation of G-quadruplex DNA structures in vivo. Nature Struct. Mol. Biol. 12, 847–854 (2005)
Schuster, P., Fontana, W., Stadler, P.F., Hofacker, I.L.: From sequences to shapes and back: A case study in RNA secondary structures. Proc. Roy. Soc. Lond. B 255, 279–284 (1994)
Webba da Silva, M.: Geometric formalism for DNA quadruplex folding. Chemistry 13, 9738–9745 (2007)
Stegle, O., Payet, L., Mergny, J.L., MacKay, D.J.C., Huppert, J.L.: Predicting and understanding the stability of G-quadruplexes. Bioinformatics 25, i374–i382 (2009)
Todd, A.K.: Bioinformatics approaches to quadruplex sequence location. Methods 43, 246–251 (2007)
Verma, A., Halder, K., Halder, R., Yadav, V.K., Rawal, P., Thakur, R.K., Mohd, F., Sharma, A., Chowdhury, S.: G-quadruplex DNA motifs as conserved cis-regulatory elements. J. Med. Chem. 51, 5641–5649 (2008)
Wieland, M., Hartig, J.S.: RNA quadruplex-based modulation of gene expression. Chem. Biol. 14, 757–763 (2007)
Wong, H.M., Payet, L., Huppert, J.L.: Function and targeting of G-quadruplexes. Curr. Opin. Mol. Ther. 11, 146–155 (2009)
Zhang, A.Y., Bugaut, A., Balasubramanian, S.: A sequence-independent analysis of the loop length dependence of intramolecular RNA G-quadruplex stability and topology. Biochemistry 50, 7251–7258 (2011)
Zhang, D.H., Fujimoto, T., Saxena, S., Yu, H.Q., Miyoshi, D., Sugimoto, N.: Monomorphic RNA G-quadruplex and polymorphic DNA G-quadruplex structures responding to cellular environmental factors. Biochemistry 49, 4554–4563 (2010)
Zhang, D.H., Zhi, G.Y.: Structure monomorphism of RNA G-quadruplex that is independent of surrounding condition. J. Biotechnol. 150, 6–10 (2010)
Zhao, Y., Du, Z., Li, N.: Extensive selection for the enrichment of G4 DNA motifs in transcriptional regulatory regions of warm blooded animals. FEBS Letters 581, 1951–1956 (2007)
Zuker, M., Stiegler, P.: Optimal computer folding of large RNA sequences using thermodynamics and auxiliary information. Nucleic Acids Res. 9, 133–148 (1981)
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Lorenz, R. et al. (2012). RNA Folding Algorithms with G-Quadruplexes. In: de Souto, M.C., Kann, M.G. (eds) Advances in Bioinformatics and Computational Biology. BSB 2012. Lecture Notes in Computer Science(), vol 7409. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-31927-3_5
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DOI: https://doi.org/10.1007/978-3-642-31927-3_5
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