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Structural RNA alignment by multi-objective optimization.

Authors :
Schnattinger T
Schöning U
Kestler HA
Source :
Bioinformatics (Oxford, England) [Bioinformatics] 2013 Jul 01; Vol. 29 (13), pp. 1607-13. Date of Electronic Publication: 2013 Apr 24.
Publication Year :
2013

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.<br />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.<br />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.<br />Supplementary Information: Supplementary data are available at Bioinformatics online.

Details

Language :
English
ISSN :
1367-4811
Volume :
29
Issue :
13
Database :
MEDLINE
Journal :
Bioinformatics (Oxford, England)
Publication Type :
Academic Journal
Accession number :
23620356
Full Text :
https://doi.org/10.1093/bioinformatics/btt188