Cargando…

Corset: enabling differential gene expression analysis for de novo assembled transcriptomes

Next generation sequencing has made it possible to perform differential gene expression studies in non-model organisms. For these studies, the need for a reference genome is circumvented by performing de novo assembly on the RNA-seq data. However, transcriptome assembly produces a multitude of conti...

Descripción completa

Detalles Bibliográficos
Autores principales: Davidson, Nadia M, Oshlack, Alicia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4165373/
https://www.ncbi.nlm.nih.gov/pubmed/25063469
http://dx.doi.org/10.1186/s13059-014-0410-6
_version_ 1782335094425387008
author Davidson, Nadia M
Oshlack, Alicia
author_facet Davidson, Nadia M
Oshlack, Alicia
author_sort Davidson, Nadia M
collection PubMed
description Next generation sequencing has made it possible to perform differential gene expression studies in non-model organisms. For these studies, the need for a reference genome is circumvented by performing de novo assembly on the RNA-seq data. However, transcriptome assembly produces a multitude of contigs, which must be clustered into genes prior to differential gene expression detection. Here we present Corset, a method that hierarchically clusters contigs using shared reads and expression, then summarizes read counts to clusters, ready for statistical testing. Using a range of metrics, we demonstrate that Corset out-performs alternative methods. Corset is available from https://code.google.com/p/corset-project/. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-014-0410-6) contains supplementary material, which is available to authorized users.
format Online
Article
Text
id pubmed-4165373
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-41653732014-09-26 Corset: enabling differential gene expression analysis for de novo assembled transcriptomes Davidson, Nadia M Oshlack, Alicia Genome Biol Method Next generation sequencing has made it possible to perform differential gene expression studies in non-model organisms. For these studies, the need for a reference genome is circumvented by performing de novo assembly on the RNA-seq data. However, transcriptome assembly produces a multitude of contigs, which must be clustered into genes prior to differential gene expression detection. Here we present Corset, a method that hierarchically clusters contigs using shared reads and expression, then summarizes read counts to clusters, ready for statistical testing. Using a range of metrics, we demonstrate that Corset out-performs alternative methods. Corset is available from https://code.google.com/p/corset-project/. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-014-0410-6) contains supplementary material, which is available to authorized users. BioMed Central 2014-07-26 2014 /pmc/articles/PMC4165373/ /pubmed/25063469 http://dx.doi.org/10.1186/s13059-014-0410-6 Text en © Davidson and Oshlack; licensee BioMed Central Ltd 2014 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. 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
Davidson, Nadia M
Oshlack, Alicia
Corset: enabling differential gene expression analysis for de novo assembled transcriptomes
title Corset: enabling differential gene expression analysis for de novo assembled transcriptomes
title_full Corset: enabling differential gene expression analysis for de novo assembled transcriptomes
title_fullStr Corset: enabling differential gene expression analysis for de novo assembled transcriptomes
title_full_unstemmed Corset: enabling differential gene expression analysis for de novo assembled transcriptomes
title_short Corset: enabling differential gene expression analysis for de novo assembled transcriptomes
title_sort corset: enabling differential gene expression analysis for de novo assembled transcriptomes
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4165373/
https://www.ncbi.nlm.nih.gov/pubmed/25063469
http://dx.doi.org/10.1186/s13059-014-0410-6
work_keys_str_mv AT davidsonnadiam corsetenablingdifferentialgeneexpressionanalysisfordenovoassembledtranscriptomes
AT oshlackalicia corsetenablingdifferentialgeneexpressionanalysisfordenovoassembledtranscriptomes