Literature DB >> 35366923

Tree diet: reducing the treewidth to unlock FPT algorithms in RNA bioinformatics.

Bertrand Marchand1,2, Yann Ponty3, Laurent Bulteau4.   

Abstract

Hard graph problems are ubiquitous in Bioinformatics, inspiring the design of specialized Fixed-Parameter Tractable algorithms, many of which rely on a combination of tree-decomposition and dynamic programming. The time/space complexities of such approaches hinge critically on low values for the treewidth tw of the input graph. In order to extend their scope of applicability, we introduce the TREE-DIET problem, i.e. the removal of a minimal set of edges such that a given tree-decomposition can be slimmed down to a prescribed treewidth [Formula: see text]. Our rationale is that the time gained thanks to a smaller treewidth in a parameterized algorithm compensates the extra post-processing needed to take deleted edges into account. Our core result is an FPT dynamic programming algorithm for TREE-DIET, using [Formula: see text] time and space. We complement this result with parameterized complexity lower-bounds for stronger variants (e.g., NP-hardness when [Formula: see text] or [Formula: see text] is constant). We propose a prototype implementation for our approach which we apply on difficult instances of selected RNA-based problems: RNA design, sequence-structure alignment, and search of pseudoknotted RNAs in genomes, revealing very encouraging results. This work paves the way for a wider adoption of tree-decomposition-based algorithms in Bioinformatics.
© 2022. The Author(s).

Entities:  

Keywords:  FPT algorithms; RNA; RNA design; structure sequence alignment; treewidth

Year:  2022        PMID: 35366923      PMCID: PMC8976393          DOI: 10.1186/s13015-022-00213-z

Source DB:  PubMed          Journal:  Algorithms Mol Biol        ISSN: 1748-7188            Impact factor:   1.405


  21 in total

1.  The Protein Data Bank.

Authors:  H M Berman; J Westbrook; Z Feng; G Gilliland; T N Bhat; H Weissig; I N Shindyalov; P E Bourne
Journal:  Nucleic Acids Res       Date:  2000-01-01       Impact factor: 16.971

2.  RNA pseudoknot prediction in energy-based models.

Authors:  R B Lyngsø; C N Pedersen
Journal:  J Comput Biol       Date:  2000       Impact factor: 1.479

3.  Prediction and statistics of pseudoknots in RNA structures using exactly clustered stochastic simulations.

Authors:  A Xayaphoummine; T Bucher; F Thalmann; H Isambert
Journal:  Proc Natl Acad Sci U S A       Date:  2003-12-15       Impact factor: 11.205

4.  Alignments of RNA structures.

Authors:  Guillaume Blin; Alain Denise; Serge Dulucq; Claire Herrbach; Hélène Touzet
Journal:  IEEE/ACM Trans Comput Biol Bioinform       Date:  2010 Apr-Jun       Impact factor: 3.710

5.  Positive multistate protein design.

Authors:  Jelena Vucinic; David Simoncini; Manon Ruffini; Sophie Barbe; Thomas Schiex
Journal:  Bioinformatics       Date:  2020-01-01       Impact factor: 6.937

6.  Crystal structure and mechanistic investigation of the twister ribozyme.

Authors:  Yijin Liu; Timothy J Wilson; Scott A McPhee; David M J Lilley
Journal:  Nat Chem Biol       Date:  2014-07-20       Impact factor: 15.040

7.  Parameterizing sequence alignment with an explicit evolutionary model.

Authors:  Elena Rivas; Sean R Eddy
Journal:  BMC Bioinformatics       Date:  2015-12-10       Impact factor: 3.169

8.  DSSR: an integrated software tool for dissecting the spatial structure of RNA.

Authors:  Xiang-Jun Lu; Harmen J Bussemaker; Wilma K Olson
Journal:  Nucleic Acids Res       Date:  2015-07-15       Impact factor: 16.971

9.  Cyclic diguanylate riboswitches control bacterial pathogenesis mechanisms.

Authors:  Rita Tamayo
Journal:  PLoS Pathog       Date:  2019-02-07       Impact factor: 6.823

10.  Rfam 14: expanded coverage of metagenomic, viral and microRNA families.

Authors:  Ioanna Kalvari; Eric P Nawrocki; Nancy Ontiveros-Palacios; Joanna Argasinska; Kevin Lamkiewicz; Manja Marz; Sam Griffiths-Jones; Claire Toffano-Nioche; Daniel Gautheret; Zasha Weinberg; Elena Rivas; Sean R Eddy; Robert D Finn; Alex Bateman; Anton I Petrov
Journal:  Nucleic Acids Res       Date:  2021-01-08       Impact factor: 16.971

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