Automated generation of heuristics for biological sequence comparison
Top Cited Papers
Open Access
- 15 February 2005
- journal article
- Published by Springer Nature in BMC Bioinformatics
- Vol. 6 (1) , 31
- https://doi.org/10.1186/1471-2105-6-31
Abstract
Background: Exhaustive methods of sequence alignment are accurate but slow, whereas heuristic approaches run quickly, but their complexity makes them more difficult to implement. We introduce bounded sparse dynamic programming (BSDP) to allow rapid approximation to exhaustive alignment. This is used within a framework whereby the alignment algorithms are described in terms of their underlying model, to allow automated development of efficient heuristic implementations which may be applied to a general set of sequence comparison problems. Results: The speed and accuracy of this approach compares favourably with existing methods. Examples of its use in the context of genome annotation are given. Conclusions: This system allows rapid implementation of heuristics approximating to many complex alignment models, and has been incorporated into the freely available sequence alignment program, exonerate.Keywords
This publication has 27 references indexed in Scilit:
- Identification of common molecular subsequencesPublished by Elsevier ,2004
- An improved algorithm for matching biological sequencesPublished by Elsevier ,2004
- The DNA sequence and comparative analysis of human chromosome 20Nature, 2001
- Gapped BLAST and PSI-BLAST: a new generation of protein database search programsNucleic Acids Research, 1997
- Perspectives: sequence data base searching in the era of large-scale genomic sequencing.Genome Research, 1996
- Sequence alignment through picturesTrends in Genetics, 1996
- A local alignment tool for very long DNA sequencesBioinformatics, 1995
- Aligning two sequences within a specified diagonal bandBioinformatics, 1992
- Basic local alignment search toolJournal of Molecular Biology, 1990
- A new algorithm for best subsequence alignments with application to tRNA-rRNA comparisonsJournal of Molecular Biology, 1987