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Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels

Motivation: High-throughput sequencing has made the analysis of new model organisms more affordable. Although assembling a new genome can still be costly and difficult, it is possible to use RNA-seq to sequence mRNA. In the absence of a known genome, it is necessary to assemble these sequences de no...

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Detalles Bibliográficos
Autores principales: Schulz, Marcel H., Zerbino, Daniel R., Vingron, Martin, Birney, Ewan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3324515/
https://www.ncbi.nlm.nih.gov/pubmed/22368243
http://dx.doi.org/10.1093/bioinformatics/bts094
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author Schulz, Marcel H.
Zerbino, Daniel R.
Vingron, Martin
Birney, Ewan
author_facet Schulz, Marcel H.
Zerbino, Daniel R.
Vingron, Martin
Birney, Ewan
author_sort Schulz, Marcel H.
collection PubMed
description Motivation: High-throughput sequencing has made the analysis of new model organisms more affordable. Although assembling a new genome can still be costly and difficult, it is possible to use RNA-seq to sequence mRNA. In the absence of a known genome, it is necessary to assemble these sequences de novo, taking into account possible alternative isoforms and the dynamic range of expression values. Results: We present a software package named Oases designed to heuristically assemble RNA-seq reads in the absence of a reference genome, across a broad spectrum of expression values and in presence of alternative isoforms. It achieves this by using an array of hash lengths, a dynamic filtering of noise, a robust resolution of alternative splicing events and the efficient merging of multiple assemblies. It was tested on human and mouse RNA-seq data and is shown to improve significantly on the transABySS and Trinity de novo transcriptome assemblers. Availability and implementation: Oases is freely available under the GPL license at www.ebi.ac.uk/~zerbino/oases/ Contact: dzerbino@ucsc.edu Supplementary information: Supplementary data are available at Bioinformatics online.
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spelling pubmed-33245152012-04-12 Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels Schulz, Marcel H. Zerbino, Daniel R. Vingron, Martin Birney, Ewan Bioinformatics Original Papers Motivation: High-throughput sequencing has made the analysis of new model organisms more affordable. Although assembling a new genome can still be costly and difficult, it is possible to use RNA-seq to sequence mRNA. In the absence of a known genome, it is necessary to assemble these sequences de novo, taking into account possible alternative isoforms and the dynamic range of expression values. Results: We present a software package named Oases designed to heuristically assemble RNA-seq reads in the absence of a reference genome, across a broad spectrum of expression values and in presence of alternative isoforms. It achieves this by using an array of hash lengths, a dynamic filtering of noise, a robust resolution of alternative splicing events and the efficient merging of multiple assemblies. It was tested on human and mouse RNA-seq data and is shown to improve significantly on the transABySS and Trinity de novo transcriptome assemblers. Availability and implementation: Oases is freely available under the GPL license at www.ebi.ac.uk/~zerbino/oases/ Contact: dzerbino@ucsc.edu Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2012-04-15 2012-02-24 /pmc/articles/PMC3324515/ /pubmed/22368243 http://dx.doi.org/10.1093/bioinformatics/bts094 Text en © The Author(s) 2012. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/3.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Papers
Schulz, Marcel H.
Zerbino, Daniel R.
Vingron, Martin
Birney, Ewan
Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels
title Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels
title_full Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels
title_fullStr Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels
title_full_unstemmed Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels
title_short Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels
title_sort oases: robust de novo rna-seq assembly across the dynamic range of expression levels
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3324515/
https://www.ncbi.nlm.nih.gov/pubmed/22368243
http://dx.doi.org/10.1093/bioinformatics/bts094
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