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Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection

RNA-seq (transcriptome sequencing) is primarily considered a method of gene expression analysis but it can also be used to detect DNA variants in expressed regions of the genome. However, current variant callers do not generally behave well with RNA-seq data due to reads encompassing intronic region...

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Autores principales: Oikkonen, Laura, Lise, Stefano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000Research 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5322827/
https://www.ncbi.nlm.nih.gov/pubmed/28239666
http://dx.doi.org/10.12688/wellcomeopenres.10501.2
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author Oikkonen, Laura
Lise, Stefano
author_facet Oikkonen, Laura
Lise, Stefano
author_sort Oikkonen, Laura
collection PubMed
description RNA-seq (transcriptome sequencing) is primarily considered a method of gene expression analysis but it can also be used to detect DNA variants in expressed regions of the genome. However, current variant callers do not generally behave well with RNA-seq data due to reads encompassing intronic regions. We have developed a software programme called Opossum to address this problem. Opossum pre-processes RNA-seq reads prior to variant calling, and although it has been designed to work specifically with Platypus, it can be used equally well with other variant callers such as GATK HaplotypeCaller. In this work, we show that using Opossum in conjunction with either Platypus or GATK HaplotypeCaller maintains precision and improves the sensitivity for SNP detection compared to the GATK Best Practices pipeline. In addition, using it in combination with Platypus offers a substantial reduction in run times compared to the GATK pipeline so it is ideal when there are only limited time or computational resources available.
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spelling pubmed-53228272017-02-23 Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection Oikkonen, Laura Lise, Stefano Wellcome Open Res Software Tool Article RNA-seq (transcriptome sequencing) is primarily considered a method of gene expression analysis but it can also be used to detect DNA variants in expressed regions of the genome. However, current variant callers do not generally behave well with RNA-seq data due to reads encompassing intronic regions. We have developed a software programme called Opossum to address this problem. Opossum pre-processes RNA-seq reads prior to variant calling, and although it has been designed to work specifically with Platypus, it can be used equally well with other variant callers such as GATK HaplotypeCaller. In this work, we show that using Opossum in conjunction with either Platypus or GATK HaplotypeCaller maintains precision and improves the sensitivity for SNP detection compared to the GATK Best Practices pipeline. In addition, using it in combination with Platypus offers a substantial reduction in run times compared to the GATK pipeline so it is ideal when there are only limited time or computational resources available. F1000Research 2017-03-17 /pmc/articles/PMC5322827/ /pubmed/28239666 http://dx.doi.org/10.12688/wellcomeopenres.10501.2 Text en Copyright: © 2017 Oikkonen L and Lise S http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Software Tool Article
Oikkonen, Laura
Lise, Stefano
Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection
title Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection
title_full Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection
title_fullStr Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection
title_full_unstemmed Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection
title_short Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection
title_sort making the most of rna-seq: pre-processing sequencing data with opossum for reliable snp variant detection
topic Software Tool Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5322827/
https://www.ncbi.nlm.nih.gov/pubmed/28239666
http://dx.doi.org/10.12688/wellcomeopenres.10501.2
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