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Asymptotic Enumeration of RNA Structures with Pseudoknots

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Abstract

In this paper, we present the asymptotic enumeration of RNA structures with pseudoknots. We develop a general framework for the computation of exponential growth rate and the asymptotic expansion for the numbers of k-noncrossing RNA structures. Our results are based on the generating function for the number of k-noncrossing RNA pseudoknot structures, \({\mathsf{S}}_{k}(n)\) , derived in Bull. Math. Biol. (2008), where k−1 denotes the maximal size of sets of mutually intersecting bonds. We prove a functional equation for the generating function \(\sum_{n\ge 0}{\mathsf{S}}_{k}(n)z^{n}\) and obtain for k=2 and k=3, the analytic continuation and singular expansions, respectively. It is implicit in our results that for arbitrary k singular expansions exist and via transfer theorems of analytic combinatorics, we obtain asymptotic expression for the coefficients. We explicitly derive the asymptotic expressions for 2- and 3-noncrossing RNA structures. Our main result is the derivation of the formula \({\mathsf{S}}_{3}(n)\sim \frac{10.4724\cdot4!}{n(n-1)\cdots(n-4)}(\frac{5+\sqrt{21}}{2})^{n}\) .

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References

  • Akutsu, T., 2000. Dynamic programming algorithms for RNA secondary structure prediction with pseudoknots. Discret. Appl. Math. 104, 45–62.

    Article  MATH  MathSciNet  Google Scholar 

  • Chamorro, M., Parkin, N., Varmus, H.E., 1991. An RNA pseudoknot and an optimal heptameric shift site are required for highly efficient ribosomal frameshifting on a retroviral messenger RNA. Proc. Natl. Acad. Sci. USA 89, 713–717.

    Article  Google Scholar 

  • Chen, W.Y.C., Deng, E.Y.P., Du, R.R.X., Stanley, R.P., Yan, C.H., 2007. Crossings and nestings of matchings and partitions. Trans. Am. Math. Soc. 359, 1555–1575.

    Article  MATH  MathSciNet  Google Scholar 

  • Flajolet, P., 1999. Singularity analysis and asymptotics of Bernoulli sums. Theor. Comput. Sci. 215(1–2), 371–381.

    Article  MATH  MathSciNet  Google Scholar 

  • Flajolet, P., Fill, J.A., Kapur, N., 2005. Singularity analysis, Hadamard products, and tree recurrences. J. Comput. Appl. Math. 174, 271–313.

    Article  MATH  MathSciNet  Google Scholar 

  • Flajolet, P., Grabiner, P., Kirschenhofer, P., Prodinger, H., Tichy, R.F., 1994. Mellin transforms and asymptotics: digital sums. Theor. Comput. Sci. 123, 291–314.

    Article  MATH  Google Scholar 

  • Gao, Z., Richmond, L.B., 1992. Central and local limit theorems applied to asymptotic enumeration. J. Appl. Comput. Anal. 41, 177–186.

    MATH  MathSciNet  Google Scholar 

  • Gessel, I.M., Zeilberger, D., 1992. Random walk in a Weyl chamber. Proc. Am. Math. Soc. 115, 27–31.

    Article  MATH  MathSciNet  Google Scholar 

  • Haslinger, C., Stadler, P.F., 1999. RNA Structures with pseudo-knots. Bull. Math. Biol. 61, 437–467.

    Article  Google Scholar 

  • Hofacker, I.L., Schuster, P., Stadler, P.F., 1998. Combinatorics of RNA secondary structures. Discret. Appl. Math. 88, 207–237.

    Article  MATH  MathSciNet  Google Scholar 

  • Howell, J.A., Smith, T.F., Waterman, M.S., 1980. Computation of generating functions for biological molecules. SIAM J. Appl. Math. 39, 119–133.

    Article  MATH  MathSciNet  Google Scholar 

  • Jin, E.Y., Qin, J., Reidys, C.M., 2008. Combinatorics of RNA structures with pseudoknots. Bull. Math. Biol. 70, 45–67.

    Article  Google Scholar 

  • Konings, D.A.M., Gutell, R.R., 1995. A comparison of thermodynamic foldings with comparatively derived structures of 16s and 16s-like rRNAs. RNA 1, 559–574.

    Google Scholar 

  • Lindstroem, B., 1973. On the vector representation of induced matroids. Bull. Lond. Math. Soc. 5, 85–90.

    Article  MATH  Google Scholar 

  • Loria, A., Pan, T., 1996. Domain structure of the ribozyme from eubacterial ribonuclease p. RNA 2, 551–563.

    Google Scholar 

  • Lyngso, R., Pedersen, C., 1996. Pseudoknots in RNA secondary structures. In: H. Flyvbjerg, J. Hertz, M.H. Jensen, O.G. Mouritsen, K. Sneppen (Eds.), Physics of Biological Systems: From Molecules to Species. Springer, Berlin.

    Google Scholar 

  • Mapping RNA Form and Function, 2005. Science 2, September 2005.

  • McCaskill, J.S., 1990. The equilibrium partition function and base pair binding probabilities for RNA secondary structure. Biopolymers 29, 1105–1119.

    Article  Google Scholar 

  • Odlyzko, A.M., 1992. Explicit tauberian estimates for functions with positive coefficients. J. Comput. Appl. Math. 41, 187–197.

    Article  MATH  MathSciNet  Google Scholar 

  • Odlyzko, A.M., 1995. Handbook of Combinatorics. Elsevier, Amsterdam. Chapter 22.

    Google Scholar 

  • Penner, R.C., Waterman, M.S., 1993. Spaces of RNA secondary structures. Adv. Math. 101, 31–49.

    Article  MATH  MathSciNet  Google Scholar 

  • Popken, A., 1953. Asymptotic expansions from an algebraic standpoint. Indag. Math. 15, 131–143.

    MathSciNet  Google Scholar 

  • Rivas, E., Eddy, S., 1999. A dynamic programming algorithm for RNA structure prediction inclusing pseudoknots. J. Mol. Biol. 285, 2053–2068.

    Article  Google Scholar 

  • Schmitt, W.R., Waterman, M.S., 1994. Linear trees and RNA secondary structure. Discret. Appl. Math. 51, 317–323.

    Article  MATH  MathSciNet  Google Scholar 

  • Tacker, M., Fontana, W., Stadler, P.F., Schuster, P., 1994. Statistics of RNA melting kinetics. Eur. Biophys. J. 23, 29–38.

    Google Scholar 

  • Tacker, M., Stadler, P.F., Bauer, E.G., Hofacker, I.L., Schuster, P., 1996. Algorithm independent properties of RNA secondary structure predictions. Eur. Biophys. J. 25, 115–130.

    Article  Google Scholar 

  • Titchmarsh, E.C., 1939. The Theory of Functions. Oxford University Press, London.

    MATH  Google Scholar 

  • Tuerk, C., MacDougal, S., Gold, L., 1992. RNA pseudoknots that inhibit human immunodeficiency virus type 1 reverse transcriptase. Proc. Natl. Acad. Sci. USA 89, 6988–6992.

    Article  Google Scholar 

  • Uemura, Y., Hasegawa, A., Kobayashi, S., Yokomori, T., 1999. Tree adjoining grammars for RNA structure prediction. Theor. Comput. Sci. 210, 277–303.

    Article  MATH  MathSciNet  Google Scholar 

  • Waterman, M.S., 1978. Secondary structure of single-stranded nucleic acids. Adv. Math. I (suppl.) 1, 167–212.

    MathSciNet  Google Scholar 

  • Waterman, M.S., 1979. Combinatorics of RNA hairpins and cloverleafs. Stud. Appl. Math. 60, 91–96.

    MathSciNet  Google Scholar 

  • Waterman, M.S., Smith, T.F., 1986. Rapid dynamic programming algorithms for RNA secondary structure. Adv. Appl. Math. 7, 455–464.

    Article  MATH  MathSciNet  Google Scholar 

  • Westhof, E., Jaeger, L., 1992. RNA pseudoknots. Curr. Opin. Struct. Biol. 2, 327–333.

    Article  Google Scholar 

  • Wong, R., Wyman, M., 1974. The method of Darboux. J. Approx. Theory 10, 159–171.

    Article  MATH  MathSciNet  Google Scholar 

  • Zuker, M., Sankoff, D., 1984. RNA secondary structures and their prediction. Bull. Math. Biol. 46(4), 591–621.

    MATH  Google Scholar 

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Correspondence to Christian M. Reidys.

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Jin, E.Y., Reidys, C.M. Asymptotic Enumeration of RNA Structures with Pseudoknots. Bull. Math. Biol. 70, 951–970 (2008). https://doi.org/10.1007/s11538-007-9265-2

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