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DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition

Identifieur interne : 000E36 ( Main/Exploration ); précédent : 000E35; suivant : 000E37

DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition

Auteurs : Jérôme Audoux [France] ; Nicolas Philippe [France] ; Rayan Chikhi [France] ; Mikaël Salson [France] ; Mélina Gallopin [France] ; Marc Gabriel [France] ; Jérémy Le Coz [France] ; Emilie Drouineau [France] ; Thérèse Commes [France] ; Daniel Gautheret [France]

Source :

RBID : PMC:5747171

Descripteurs français

English descriptors

Abstract

We introduce a k-mer-based computational protocol, DE-kupl, for capturing local RNA variation in a set of RNA-seq libraries, independently of a reference genome or transcriptome. DE-kupl extracts all k-mers with differential abundance directly from the raw data files. This enables the retrieval of virtually all variation present in an RNA-seq data set. This variation is subsequently assigned to biological events or entities such as differential long non-coding RNAs, splice and polyadenylation variants, introns, repeats, editing or mutation events, and exogenous RNA. Applying DE-kupl to human RNA-seq data sets identified multiple types of novel events, reproducibly across independent RNA-seq experiments.

Electronic supplementary material

The online version of this article (doi:10.1186/s13059-017-1372-2) contains supplementary material, which is available to authorized users.


Url:
DOI: 10.1186/s13059-017-1372-2
PubMed: 29284518
PubMed Central: 5747171


Affiliations:


Links toward previous steps (curation, corpus...)


Le document en format XML

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Hopital St Eloi, 80 avenue Augustin Fliche, Montpellier, 34295 France</nlm:aff>
<country xml:lang="fr">France</country>
<wicri:regionArea>Hopital St Eloi, 80 avenue Augustin Fliche, Montpellier</wicri:regionArea>
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<region type="region">Occitanie (région administrative)</region>
<region type="old region">Languedoc-Roussillon</region>
<settlement type="city">Montpellier</settlement>
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<institution-id institution-id-type="ISNI">0000 0001 2097 0141</institution-id>
<institution-id institution-id-type="GRID">grid.121334.6</institution-id>
<institution>Institut de Biologie Computationnelle,</institution>
<institution>Université Montpellier,</institution>
</institution-wrap>
Montpellier, France</nlm:aff>
<country xml:lang="fr">France</country>
<wicri:regionArea>Montpellier</wicri:regionArea>
</affiliation>
</author>
<author>
<name sortKey="Gautheret, Daniel" sort="Gautheret, Daniel" uniqKey="Gautheret D" first="Daniel" last="Gautheret">Daniel Gautheret</name>
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<institution-id institution-id-type="ISNI">0000 0001 2171 2558</institution-id>
<institution-id institution-id-type="GRID">grid.5842.b</institution-id>
<institution>Institute for Integrative Biology of the Cell, CEA, CNRS,</institution>
<institution>Université Paris-Sud, Université Paris Saclay,</institution>
</institution-wrap>
Gif sur Yvette, France</nlm:aff>
<country xml:lang="fr">France</country>
<wicri:regionArea>Gif sur Yvette</wicri:regionArea>
</affiliation>
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<institution-id institution-id-type="ISNI">0000 0001 2284 9388</institution-id>
<institution-id institution-id-type="GRID">grid.14925.3b</institution-id>
<institution>Institut de Cancérologie Gustave Roussy Cancer Campus (GRCC), AMMICA, INSERM US23/CNRS UMS3655,</institution>
</institution-wrap>
Villejuif, France</nlm:aff>
<country xml:lang="fr">France</country>
<wicri:regionArea>Villejuif</wicri:regionArea>
</affiliation>
</author>
</analytic>
<series>
<title level="j">Genome Biology</title>
<idno type="ISSN">1474-7596</idno>
<idno type="eISSN">1474-760X</idno>
<imprint>
<date when="2017">2017</date>
</imprint>
</series>
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<keywords scheme="KwdEn" xml:lang="en">
<term>Alleles</term>
<term>Computational Biology (methods)</term>
<term>Gene Expression Profiling</term>
<term>Gene Expression Regulation</term>
<term>Genetic Variation</term>
<term>High-Throughput Nucleotide Sequencing</term>
<term>Humans</term>
<term>Polyadenylation</term>
<term>RNA (genetics)</term>
<term>RNA Splicing</term>
<term>RNA, Antisense</term>
<term>RNA, Long Noncoding (genetics)</term>
<term>RNA, Messenger (genetics)</term>
<term>Reproducibility of Results</term>
<term>Sequence Analysis, RNA</term>
<term>Software</term>
<term>Transcriptome</term>
</keywords>
<keywords scheme="KwdFr" xml:lang="fr">
<term>ARN (génétique)</term>
<term>ARN antisens</term>
<term>ARN long non codant (génétique)</term>
<term>ARN messager (génétique)</term>
<term>Allèles</term>
<term>Analyse de profil d'expression de gènes</term>
<term>Analyse de séquence d'ARN</term>
<term>Biologie informatique ()</term>
<term>Humains</term>
<term>Logiciel</term>
<term>Polyadénylation</term>
<term>Reproductibilité des résultats</term>
<term>Régulation de l'expression des gènes</term>
<term>Séquençage nucléotidique à haut débit</term>
<term>Transcriptome</term>
<term>Variation génétique</term>
<term>Épissage des ARN</term>
</keywords>
<keywords scheme="MESH" type="chemical" qualifier="genetics" xml:lang="en">
<term>RNA</term>
<term>RNA, Long Noncoding</term>
<term>RNA, Messenger</term>
</keywords>
<keywords scheme="MESH" qualifier="génétique" xml:lang="fr">
<term>ARN</term>
<term>ARN long non codant</term>
<term>ARN messager</term>
</keywords>
<keywords scheme="MESH" qualifier="methods" xml:lang="en">
<term>Computational Biology</term>
</keywords>
<keywords scheme="MESH" xml:lang="en">
<term>Alleles</term>
<term>Gene Expression Profiling</term>
<term>Gene Expression Regulation</term>
<term>Genetic Variation</term>
<term>High-Throughput Nucleotide Sequencing</term>
<term>Humans</term>
<term>Polyadenylation</term>
<term>RNA Splicing</term>
<term>RNA, Antisense</term>
<term>Reproducibility of Results</term>
<term>Sequence Analysis, RNA</term>
<term>Software</term>
<term>Transcriptome</term>
</keywords>
<keywords scheme="MESH" xml:lang="fr">
<term>ARN antisens</term>
<term>Allèles</term>
<term>Analyse de profil d'expression de gènes</term>
<term>Analyse de séquence d'ARN</term>
<term>Biologie informatique</term>
<term>Humains</term>
<term>Logiciel</term>
<term>Polyadénylation</term>
<term>Reproductibilité des résultats</term>
<term>Régulation de l'expression des gènes</term>
<term>Séquençage nucléotidique à haut débit</term>
<term>Transcriptome</term>
<term>Variation génétique</term>
<term>Épissage des ARN</term>
</keywords>
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<front>
<div type="abstract" xml:lang="en">
<p>We introduce a
<italic>k</italic>
-mer-based computational protocol, DE-kupl, for capturing local RNA variation in a set of RNA-seq libraries, independently of a reference genome or transcriptome. DE-kupl extracts all
<italic>k</italic>
-mers with differential abundance directly from the raw data files. This enables the retrieval of virtually all variation present in an RNA-seq data set. This variation is subsequently assigned to biological events or entities such as differential long non-coding RNAs, splice and polyadenylation variants, introns, repeats, editing or mutation events, and exogenous RNA. Applying DE-kupl to human RNA-seq data sets identified multiple types of novel events, reproducibly across independent RNA-seq experiments.</p>
<sec>
<title>Electronic supplementary material</title>
<p>The online version of this article (doi:10.1186/s13059-017-1372-2) contains supplementary material, which is available to authorized users.</p>
</sec>
</div>
</front>
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<name sortKey="Zhang, B" uniqKey="Zhang B">B Zhang</name>
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<author>
<name sortKey="Lin, Ll" uniqKey="Lin L">LL Lin</name>
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<name sortKey="Zhao, S" uniqKey="Zhao S">S Zhao</name>
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<li>France</li>
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<region>
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<li>Languedoc-Roussillon</li>
<li>Nord-Pas-de-Calais</li>
<li>Occitanie (région administrative)</li>
</region>
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<li>Montpellier</li>
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<name sortKey="Audoux, Jerome" sort="Audoux, Jerome" uniqKey="Audoux J" first="Jérôme" last="Audoux">Jérôme Audoux</name>
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<name sortKey="Chikhi, Rayan" sort="Chikhi, Rayan" uniqKey="Chikhi R" first="Rayan" last="Chikhi">Rayan Chikhi</name>
<name sortKey="Commes, Therese" sort="Commes, Therese" uniqKey="Commes T" first="Thérèse" last="Commes">Thérèse Commes</name>
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<name sortKey="Gabriel, Marc" sort="Gabriel, Marc" uniqKey="Gabriel M" first="Marc" last="Gabriel">Marc Gabriel</name>
<name sortKey="Gabriel, Marc" sort="Gabriel, Marc" uniqKey="Gabriel M" first="Marc" last="Gabriel">Marc Gabriel</name>
<name sortKey="Gallopin, Melina" sort="Gallopin, Melina" uniqKey="Gallopin M" first="Mélina" last="Gallopin">Mélina Gallopin</name>
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<name sortKey="Gautheret, Daniel" sort="Gautheret, Daniel" uniqKey="Gautheret D" first="Daniel" last="Gautheret">Daniel Gautheret</name>
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