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Detecting mutations by eBWT
- Source :
- Workshop on Algorithms in Bioinformatics, Workshop on Algorithms in Bioinformatics, 2018, Helsinki, Finland. ⟨10.4230/LIPIcs.CVIT.2016.23⟩
- Publication Year :
- 2018
- Publisher :
- Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing, 2018.
-
Abstract
- In this paper we develop a theory describing how the extended Burrows-Wheeler Transform (eBWT) of a collection of DNA fragments tends to cluster together the copies of nucleotides sequenced from a genome G. Our theory accurately predicts how many copies of any nucleotide are expected inside each such cluster, and how an elegant and precise LCP array based procedure can locate these clusters in the eBWT. Our findings are very general and can be applied to a wide range of different problems. In this paper, we consider the case of alignment-free and reference-free SNPs discovery in multiple collections of reads. We note that, in accordance with our theoretical results, SNPs are clustered in the eBWT of the reads collection, and we develop a tool finding SNPs with a simple scan of the eBWT and LCP arrays. Preliminary results show that our method requires much less coverage than state-of-the-art tools while drastically improving precision and sensitivity.<br />Comment: simplified Proposition 4; extended Thm 2 to ambiguous clusters
- Subjects :
- 0301 basic medicine
FOS: Computer and information sciences
000 Computer science, knowledge, general works
BWT, LCP Array, SNPs, Reference-free, Assembly-free
LCP Array
Settore INF/01 - Informatica
[SDV]Life Sciences [q-bio]
Reference-free
Assembly-free
SNP
03 medical and health sciences
030104 developmental biology
BWT
SNPs
Computer Science
Computer Science - Data Structures and Algorithms
Data Structures and Algorithms (cs.DS)
[INFO]Computer Science [cs]
Software
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Workshop on Algorithms in Bioinformatics, Workshop on Algorithms in Bioinformatics, 2018, Helsinki, Finland. ⟨10.4230/LIPIcs.CVIT.2016.23⟩
- Accession number :
- edsair.doi.dedup.....2bf78b23dcd4d38e8d691fa4949be4f4
- Full Text :
- https://doi.org/10.4230/LIPIcs.CVIT.2016.23⟩