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Mapping reads on a genomic sequence: a practical comparative analysis
- Source :
- Journées Ouvertes Biologie Informatique Mathématiques (JOBIM), Journées Ouvertes Biologie Informatique Mathématiques (JOBIM), Jul 2012, Rennes, France. pp.496, Kick-of meeting of PF7 RADIANT project, Manchester, GBR, 2013-01-14-2013-01-15, acte of JOBIM 2012-13ème. journées ouvertes en Biologie, Informatique et Mathématiques-Rennes . 2012; Journées Ouvertes Biologie Informatique Mathématiques (JOBIM), Rennes, FRA, 2012-07-03-2012-07-06, 145-152, HAL, Kick-of meeting of PF7 RADIANT project, Kick-of meeting of PF7 RADIANT project, Jan 2013, Manchester, United Kingdom. 19 diapos
- Publication Year :
- 2012
- Publisher :
- HAL CCSD, 2012.
-
Abstract
- National audience; Mapping short reads against a reference genome is classically the first step of many next-generation sequencing data analyses, and it should be as accurate as possible. Because of the large number of reads to handle, numerous sophisticated algorithms have been developped in the last 3 years to tackle this problem. In this article, we first review the underlying algorithms used in most of the existing mapping tools, and then we compare the performance of nine of these tools on a well controled benchmark built for this purpose. We built a set of reads that exist in single or multiple copies in a reference genome and for which there is no mismatch, and a set of reads with three mismatches. We considered as reference genome both the human genome and a concatenation of all complete bacterial genomes. On each dataset, we quantified the capacity of the different tools to retrieve all the occurrences of the reads in the reference genome. Special attention was paid to reads uniquely reported and to reads with multiple hits.
- Subjects :
- NGS
mapping reads
benchmark
ComputingMethodologies_PATTERNRECOGNITION
[SDV]Life Sciences [q-bio]
ngs
benchmarking
short read alignment
burrows-wheeler transform
suffix tree
suffix array
hashing
spaced seed
[SDV.BV]Life Sciences [q-bio]/Vegetal Biology
[INFO]Computer Science [cs]
[MATH]Mathematics [math]
ComputingMilieux_MISCELLANEOUS
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Journées Ouvertes Biologie Informatique Mathématiques (JOBIM), Journées Ouvertes Biologie Informatique Mathématiques (JOBIM), Jul 2012, Rennes, France. pp.496, Kick-of meeting of PF7 RADIANT project, Manchester, GBR, 2013-01-14-2013-01-15, acte of JOBIM 2012-13ème. journées ouvertes en Biologie, Informatique et Mathématiques-Rennes . 2012; Journées Ouvertes Biologie Informatique Mathématiques (JOBIM), Rennes, FRA, 2012-07-03-2012-07-06, 145-152, HAL, Kick-of meeting of PF7 RADIANT project, Kick-of meeting of PF7 RADIANT project, Jan 2013, Manchester, United Kingdom. 19 diapos
- Accession number :
- edsair.dedup.wf.001..43a9796ba4a51d00498d5c30e239f3c2