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Error tolerant indexing and alignment of short reads with covering template families
- Source :
- Journal of computational biology : a journal of computational molecular cell biology. 17(10)
- Publication Year :
- 2010
-
Abstract
- The rapid adoption of high-throughput next generation sequence data in biological research is presenting a major challenge for sequence alignment tools—specifically, the efficient alignment of vast amounts of short reads to large references in the presence of differences arising from sequencing errors and biological sequence variations. To address this challenge, we developed a short read aligner for high-throughput sequencer data that is tolerant of errors or mutations of all types—namely, substitutions, deletions, and insertions. The aligner utilizes a multi-stage approach in which template-based indexing is used to identify candidate regions for alignment with dynamic programming. A template is a pair of gapped seeds, with one used with the read and one used with the reference. In this article, we focus on the development of template families that yield error-tolerant indexing up to a given error-budget. A general algorithm for finding those families is presented, and a recursive construction that creates families with higher error tolerance from ones with a lower error tolerance is developed.
- Subjects :
- Multiple sequence alignment
Base Sequence
Sequence analysis
Computer science
Search engine indexing
Molecular Sequence Data
String searching algorithm
Sequence Analysis, DNA
Templates, Genetic
computer.software_genre
Dynamic programming
Computational Mathematics
Template
Computational Theory and Mathematics
Modeling and Simulation
Genetics
Data mining
Molecular Biology
computer
Sequence Alignment
Alignment-free sequence analysis
Algorithms
Software
Sequence (medicine)
Subjects
Details
- ISSN :
- 15578666
- Volume :
- 17
- Issue :
- 10
- Database :
- OpenAIRE
- Journal :
- Journal of computational biology : a journal of computational molecular cell biology
- Accession number :
- edsair.doi.dedup.....f3af0cd9dbf50d56d2670a47924090b8