Cargando…
DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition
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 v...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5747171/ https://www.ncbi.nlm.nih.gov/pubmed/29284518 http://dx.doi.org/10.1186/s13059-017-1372-2 |
_version_ | 1783289236519124992 |
---|---|
author | Audoux, Jérôme Philippe, Nicolas Chikhi, Rayan Salson, Mikaël Gallopin, Mélina Gabriel, Marc Le Coz, Jérémy Drouineau, Emilie Commes, Thérèse Gautheret, Daniel |
author_facet | Audoux, Jérôme Philippe, Nicolas Chikhi, Rayan Salson, Mikaël Gallopin, Mélina Gabriel, Marc Le Coz, Jérémy Drouineau, Emilie Commes, Thérèse Gautheret, Daniel |
author_sort | Audoux, Jérôme |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-5747171 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57471712018-01-03 DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition Audoux, Jérôme Philippe, Nicolas Chikhi, Rayan Salson, Mikaël Gallopin, Mélina Gabriel, Marc Le Coz, Jérémy Drouineau, Emilie Commes, Thérèse Gautheret, Daniel Genome Biol Method 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. BioMed Central 2017-12-28 /pmc/articles/PMC5747171/ /pubmed/29284518 http://dx.doi.org/10.1186/s13059-017-1372-2 Text en © The Author(s) 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Method Audoux, Jérôme Philippe, Nicolas Chikhi, Rayan Salson, Mikaël Gallopin, Mélina Gabriel, Marc Le Coz, Jérémy Drouineau, Emilie Commes, Thérèse Gautheret, Daniel DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition |
title | DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition |
title_full | DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition |
title_fullStr | DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition |
title_full_unstemmed | DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition |
title_short | DE-kupl: exhaustive capture of biological variation in RNA-seq data through k-mer decomposition |
title_sort | de-kupl: exhaustive capture of biological variation in rna-seq data through k-mer decomposition |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5747171/ https://www.ncbi.nlm.nih.gov/pubmed/29284518 http://dx.doi.org/10.1186/s13059-017-1372-2 |
work_keys_str_mv | AT audouxjerome dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT philippenicolas dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT chikhirayan dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT salsonmikael dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT gallopinmelina dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT gabrielmarc dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT lecozjeremy dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT drouineauemilie dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT commestherese dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition AT gautheretdaniel dekuplexhaustivecaptureofbiologicalvariationinrnaseqdatathroughkmerdecomposition |