Cargando…

MethyQA: a pipeline for bisulfite-treated methylation sequencing quality assessment

BACKGROUND: DNA methylation is an epigenetic event that adds a methyl-group to the 5’ cytosine. This epigenetic modification can significantly affect gene expression in both normal and diseased cells. Hence, it is important to study methylation signals at the single cytosine site level, which is now...

Descripción completa

Detalles Bibliográficos
Autores principales: Sun, Shuying, Noviski, Aaron, Yu, Xiaoqing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3765750/
https://www.ncbi.nlm.nih.gov/pubmed/23968174
http://dx.doi.org/10.1186/1471-2105-14-259
_version_ 1782283382292480000
author Sun, Shuying
Noviski, Aaron
Yu, Xiaoqing
author_facet Sun, Shuying
Noviski, Aaron
Yu, Xiaoqing
author_sort Sun, Shuying
collection PubMed
description BACKGROUND: DNA methylation is an epigenetic event that adds a methyl-group to the 5’ cytosine. This epigenetic modification can significantly affect gene expression in both normal and diseased cells. Hence, it is important to study methylation signals at the single cytosine site level, which is now possible utilizing bisulfite conversion technique (i.e., converting unmethylated Cs to Us and then to Ts after PCR amplification) and next generation sequencing (NGS) technologies. Despite the advances of NGS technologies, certain quality issues remain. Some of the more prevalent quality issues involve low per-base sequencing quality at the 3’ end, PCR amplification bias, and bisulfite conversion rates. Therefore, it is important to conduct quality assessment before downstream analysis. To the best of our knowledge, no existing software packages can generally assess the quality of methylation sequencing data generated based on different bisulfite-treated protocols. RESULTS: To conduct the quality assessment of bisulfite methylation sequencing data, we have developed a pipeline named MethyQA. MethyQA combines currently available open-source software packages with our own custom programs written in Perl and R. The pipeline can provide quality assessment results for tens of millions of reads in under an hour. The novelty of our pipeline lies in its examination of bisulfite conversion rates and of the DNA sequence structure of regions that have different conversion rates or coverage. CONCLUSIONS: MethyQA is a new software package that provides users with a unique insight into the methylation sequencing data they are researching. It allows the users to determine the quality of their data and better prepares them to address the research questions that lie ahead. Due to the speed and efficiency at which MethyQA operates, it will become an important tool for studies dealing with bisulfite methylation sequencing data.
format Online
Article
Text
id pubmed-3765750
institution National Center for Biotechnology Information
language English
publishDate 2013
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-37657502013-09-08 MethyQA: a pipeline for bisulfite-treated methylation sequencing quality assessment Sun, Shuying Noviski, Aaron Yu, Xiaoqing BMC Bioinformatics Software BACKGROUND: DNA methylation is an epigenetic event that adds a methyl-group to the 5’ cytosine. This epigenetic modification can significantly affect gene expression in both normal and diseased cells. Hence, it is important to study methylation signals at the single cytosine site level, which is now possible utilizing bisulfite conversion technique (i.e., converting unmethylated Cs to Us and then to Ts after PCR amplification) and next generation sequencing (NGS) technologies. Despite the advances of NGS technologies, certain quality issues remain. Some of the more prevalent quality issues involve low per-base sequencing quality at the 3’ end, PCR amplification bias, and bisulfite conversion rates. Therefore, it is important to conduct quality assessment before downstream analysis. To the best of our knowledge, no existing software packages can generally assess the quality of methylation sequencing data generated based on different bisulfite-treated protocols. RESULTS: To conduct the quality assessment of bisulfite methylation sequencing data, we have developed a pipeline named MethyQA. MethyQA combines currently available open-source software packages with our own custom programs written in Perl and R. The pipeline can provide quality assessment results for tens of millions of reads in under an hour. The novelty of our pipeline lies in its examination of bisulfite conversion rates and of the DNA sequence structure of regions that have different conversion rates or coverage. CONCLUSIONS: MethyQA is a new software package that provides users with a unique insight into the methylation sequencing data they are researching. It allows the users to determine the quality of their data and better prepares them to address the research questions that lie ahead. Due to the speed and efficiency at which MethyQA operates, it will become an important tool for studies dealing with bisulfite methylation sequencing data. BioMed Central 2013-08-23 /pmc/articles/PMC3765750/ /pubmed/23968174 http://dx.doi.org/10.1186/1471-2105-14-259 Text en Copyright © 2013 Sun et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Software
Sun, Shuying
Noviski, Aaron
Yu, Xiaoqing
MethyQA: a pipeline for bisulfite-treated methylation sequencing quality assessment
title MethyQA: a pipeline for bisulfite-treated methylation sequencing quality assessment
title_full MethyQA: a pipeline for bisulfite-treated methylation sequencing quality assessment
title_fullStr MethyQA: a pipeline for bisulfite-treated methylation sequencing quality assessment
title_full_unstemmed MethyQA: a pipeline for bisulfite-treated methylation sequencing quality assessment
title_short MethyQA: a pipeline for bisulfite-treated methylation sequencing quality assessment
title_sort methyqa: a pipeline for bisulfite-treated methylation sequencing quality assessment
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3765750/
https://www.ncbi.nlm.nih.gov/pubmed/23968174
http://dx.doi.org/10.1186/1471-2105-14-259
work_keys_str_mv AT sunshuying methyqaapipelineforbisulfitetreatedmethylationsequencingqualityassessment
AT noviskiaaron methyqaapipelineforbisulfitetreatedmethylationsequencingqualityassessment
AT yuxiaoqing methyqaapipelineforbisulfitetreatedmethylationsequencingqualityassessment