Indexing labeled sequences
Document type :
Compte-rendu et recension critique d'ouvrage
DOI :
Title :
Indexing labeled sequences
Author(s) :
Rocher, Tatiana [Auteur]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Bioinformatics and Sequence Analysis [BONSAI]
Giraud, Mathieu [Auteur correspondant]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Bioinformatics and Sequence Analysis [BONSAI]
Salson, Mikael [Auteur correspondant]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Bioinformatics and Sequence Analysis [BONSAI]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Bioinformatics and Sequence Analysis [BONSAI]
Giraud, Mathieu [Auteur correspondant]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Bioinformatics and Sequence Analysis [BONSAI]
Salson, Mikael [Auteur correspondant]
Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 [CRIStAL]
Bioinformatics and Sequence Analysis [BONSAI]
Journal title :
PeerJ Computer Science
Pages :
1-14
Publisher :
PeerJ
Publication date :
2018
ISSN :
2376-5992
English keyword(s) :
Data structures
Text indexing
Burrows–Wheeler transform
Wavelet Tree
V(D)J recombination
Text indexing
Burrows–Wheeler transform
Wavelet Tree
V(D)J recombination
HAL domain(s) :
Informatique [cs]/Bio-informatique [q-bio.QM]
Informatique [cs]/Complexité [cs.CC]
Informatique [cs]/Algorithme et structure de données [cs.DS]
Informatique [cs]/Complexité [cs.CC]
Informatique [cs]/Algorithme et structure de données [cs.DS]
English abstract : [en]
Background: Labels are a way to add some information on a text, such as functional annotations such as genes on a DNA sequences. V(D)J recombinations are DNA recombinations involving two or three short genes in lymphocytes. ...
Show more >Background: Labels are a way to add some information on a text, such as functional annotations such as genes on a DNA sequences. V(D)J recombinations are DNA recombinations involving two or three short genes in lymphocytes. Sequencing this short region (500 bp or less) produces labeled sequences and brings insight in the lymphocyte repertoire for onco-hematology or immunology studies. Methods: We present two indexes for a text with non-overlapping labels. They store the text in a Burrows–Wheeler transform (BWT) and a compressed label sequence in a Wavelet Tree. The label sequence is taken in the order of the text (TL-index) or in the order of the BWT (TL-BW-index). Both indexes need a space related to the entropy of the labeled text. Results: These indexes allow efficient text–label queries to count and find labeled patterns. The TL-BW-index has an overhead on simple label queries but is very efficient on combined pattern–label queries. We implemented the indexes in C++ and compared them against a baseline solution on pseudo-random as well as on V(D)J labeled texts. Discussion: New indexes such as the ones we proposed improve the way we index and query labeled texts as, for instance, lymphocyte repertoire for hematological and immunological studies.Show less >
Show more >Background: Labels are a way to add some information on a text, such as functional annotations such as genes on a DNA sequences. V(D)J recombinations are DNA recombinations involving two or three short genes in lymphocytes. Sequencing this short region (500 bp or less) produces labeled sequences and brings insight in the lymphocyte repertoire for onco-hematology or immunology studies. Methods: We present two indexes for a text with non-overlapping labels. They store the text in a Burrows–Wheeler transform (BWT) and a compressed label sequence in a Wavelet Tree. The label sequence is taken in the order of the text (TL-index) or in the order of the BWT (TL-BW-index). Both indexes need a space related to the entropy of the labeled text. Results: These indexes allow efficient text–label queries to count and find labeled patterns. The TL-BW-index has an overhead on simple label queries but is very efficient on combined pattern–label queries. We implemented the indexes in C++ and compared them against a baseline solution on pseudo-random as well as on V(D)J labeled texts. Discussion: New indexes such as the ones we proposed improve the way we index and query labeled texts as, for instance, lymphocyte repertoire for hematological and immunological studies.Show less >
Language :
Anglais
Popular science :
Non
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