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LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences

Authors: Winkler, Jörg.; Urgese, Gianvito.; Ficarra, Elisa.; Reinert, Knut;

LaRA 2: parallel and vectorized program for sequence–structure alignment of RNA sequences

Abstract

Abstract Background The function of non-coding RNA sequences is largely determined by their spatial conformation, namely the secondary structure of the molecule, formed by Watson–Crick interactions between nucleotides. Hence, modern RNA alignment algorithms routinely take structural information into account. In order to discover yet unknown RNA families and infer their possible functions, the structural alignment of RNAs is an essential task. This task demands a lot of computational resources, especially for aligning many long sequences, and it therefore requires efficient algorithms that utilize modern hardware when available. A subset of the secondary structures contains overlapping interactions (called pseudoknots), which add additional complexity to the problem and are often ignored in available software. Results We present the SeqAn-based software LaRA 2 that is significantly faster than comparable software for accurate pairwise and multiple alignments of structured RNA sequences. In contrast to other programs our approach can handle arbitrary pseudoknots. As an improved re-implementation of the LaRA tool for structural alignments, LaRA 2 uses multi-threading and vectorization for parallel execution and a new heuristic for computing a lower boundary of the solution. Our algorithmic improvements yield a program that is up to 130 times faster than the previous version. Conclusions With LaRA 2 we provide a tool to analyse large sets of RNA secondary structures in relatively short time, based on structural alignment. The produced alignments can be used to derive structural motifs for the search in genomic databases.

Keywords

FOS: Computer and information sciences, Parallel computing, QH301-705.5, Bioinformatics, Computer applications to medicine. Medical informatics, R858-859.7, Structural alignment, Humans, Biology (General), 000 Informatik, Informationswissenschaft, allgemeine Werke::000 Informatik, Wissen, Systeme::004 Datenverarbeitung; Informatik, Base Sequence, Sequence Analysis, RNA, 500 Naturwissenschaften und Mathematik::570 Biowissenschaften; Biologie::570 Biowissenschaften; Biologie, RNA secondary structure, Integer linear program, 004, Algorithms; Bioinformatics; Integer linear program; Parallel computing; RNA; RNA secondary structure; Structural alignment; Algorithms; Base Sequence; Humans; Nucleic Acid Conformation; Sequence Alignment; Sequence Analysis, RNA; RNA; Software, Nucleic Acid Conformation, RNA, Sequence Alignment, Software, Algorithms

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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