Literature DB >> 23620356

Structural RNA alignment by multi-objective optimization.

Thomas Schnattinger1, Uwe Schöning, Hans A Kestler.   

Abstract

MOTIVATION: The calculation of reliable alignments for structured RNA is still considered as an open problem. One approach is the incorporation of secondary structure information into the optimization criteria by using a weighted sum of sequence and structure components as an objective function. As it is not clear how to choose the weighting parameters, we use multi-objective optimization to calculate a set of Pareto-optimal RNA sequence-structure alignments. The solutions in this set then represent all possible trade-offs between the different objectives, independent of any previous weighting.
RESULTS: We present a practical multi-objective dynamic programming algorithm, which is a new method for the calculation of the set of Pareto-optimal solutions to the pairwise RNA sequence-structure alignment problem. In selected examples, we show the usefulness of this approach, and its advantages over state-of-the-art single-objective algorithms.
AVAILABILITY AND IMPLEMENTATION: The source code of our software (ISO C++11) is freely available at http://sysbio.uni-ulm.de/?Software and is licensed under the GNU GPLv3. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

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Year:  2013        PMID: 23620356     DOI: 10.1093/bioinformatics/btt188

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  3 in total

1.  Pareto optimization in algebraic dynamic programming.

Authors:  Cédric Saule; Robert Giegerich
Journal:  Algorithms Mol Biol       Date:  2015-07-07       Impact factor: 1.405

2.  MOSAL: software tools for multiobjective sequence alignment.

Authors:  Luís Paquete; Pedro Matias; Maryam Abbasi; Miguel Pinheiro
Journal:  Source Code Biol Med       Date:  2014-01-08

3.  Heuristics for multiobjective multiple sequence alignment.

Authors:  Maryam Abbasi; Luís Paquete; Francisco B Pereira
Journal:  Biomed Eng Online       Date:  2016-07-15       Impact factor: 2.819

  3 in total

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