Genome scaffolding with PE-contaminated ...
Type de document :
Communication dans un congrès avec actes
DOI :
Titre :
Genome scaffolding with PE-contaminated mate-pair libraries
Auteur(s) :
Sahlin, Kristoffer [Auteur]
KTH Royal Institute of Technology [Stockholm] [KTH]
Chikhi, Rayan [Auteur]
Bioinformatics and Sequence Analysis [BONSAI]
Centre National de la Recherche Scientifique [CNRS]
Arvestad., Lars [Auteur]
KTH Royal Institute of Technology [Stockholm] [KTH]
KTH Royal Institute of Technology [Stockholm] [KTH]
Chikhi, Rayan [Auteur]

Bioinformatics and Sequence Analysis [BONSAI]
Centre National de la Recherche Scientifique [CNRS]
Arvestad., Lars [Auteur]
KTH Royal Institute of Technology [Stockholm] [KTH]
Titre de la manifestation scientifique :
WABI 2015
Ville :
Atlanta
Pays :
Etats-Unis d'Amérique
Date de début de la manifestation scientifique :
2015
Titre de l’ouvrage :
WABI 2015, extended abstract
Discipline(s) HAL :
Informatique [cs]/Bio-informatique [q-bio.QM]
Résumé en anglais : [en]
Scaffolding is often an essential step in a genome assembly process,in which contigs are ordered and oriented using read pairs from a combination of paired-ends libraries and longer-range mate-pair libraries. Although a ...
Lire la suite >Scaffolding is often an essential step in a genome assembly process,in which contigs are ordered and oriented using read pairs from a combination of paired-ends libraries and longer-range mate-pair libraries. Although a simple idea, scaffolding is unfortunately hard to get right in practice. One source of problem is so-called PE-contamination in mate-pair libraries, in which a non-negligible fraction of the read pairs get the wrong orientation and a much smaller insert size than what is expected. This contamination has been discussed in previous work on integrated scaffolders in end-to-end assemblers such as Allpaths-LG and MaSuRCA but the methods relies on the fact that the orientation is observable, \emph{e.g.}, by finding the junction adapter sequence in the reads. This is not always the case, making orientation and insert size of a read pair stochastic. Furthermore, work on modeling PE-contamination has so far been disregarded in stand-alone scaffolders and the effect that PE-contamination has on scaffolding quality has not been examined before. We have addressed PE-contamination in an update of our scaffolder BESST. We formulate the problem as an Integer Linear Program (ILP) and use characteristics of the problem, such as contig lengths and insert size, to efficiently solve the ILP using a linear amount (with respect to the number of contigs) of Linear Programs. Our results show significant improvement over both integrated and standalone scaffolders. The impact of modeling PE-contamination is quantified by comparison with the previous BESST model. We also show how other scaffolders are vulnerable to PE-contaminated libraries, resulting in increased number of misassemblies, more conservative scaffolding, and inflated assembly sizes. The model is implemented in BESST. Source code and usage instructions are found at https://github.com/ksahlin/BESST. BESST can also be downloaded using PyPI.Lire moins >
Lire la suite >Scaffolding is often an essential step in a genome assembly process,in which contigs are ordered and oriented using read pairs from a combination of paired-ends libraries and longer-range mate-pair libraries. Although a simple idea, scaffolding is unfortunately hard to get right in practice. One source of problem is so-called PE-contamination in mate-pair libraries, in which a non-negligible fraction of the read pairs get the wrong orientation and a much smaller insert size than what is expected. This contamination has been discussed in previous work on integrated scaffolders in end-to-end assemblers such as Allpaths-LG and MaSuRCA but the methods relies on the fact that the orientation is observable, \emph{e.g.}, by finding the junction adapter sequence in the reads. This is not always the case, making orientation and insert size of a read pair stochastic. Furthermore, work on modeling PE-contamination has so far been disregarded in stand-alone scaffolders and the effect that PE-contamination has on scaffolding quality has not been examined before. We have addressed PE-contamination in an update of our scaffolder BESST. We formulate the problem as an Integer Linear Program (ILP) and use characteristics of the problem, such as contig lengths and insert size, to efficiently solve the ILP using a linear amount (with respect to the number of contigs) of Linear Programs. Our results show significant improvement over both integrated and standalone scaffolders. The impact of modeling PE-contamination is quantified by comparison with the previous BESST model. We also show how other scaffolders are vulnerable to PE-contaminated libraries, resulting in increased number of misassemblies, more conservative scaffolding, and inflated assembly sizes. The model is implemented in BESST. Source code and usage instructions are found at https://github.com/ksahlin/BESST. BESST can also be downloaded using PyPI.Lire moins >
Langue :
Anglais
Comité de lecture :
Oui
Audience :
Internationale
Vulgarisation :
Non
Commentaire :
http://biorxiv.org/content/early/2015/08/28/025650
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