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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2013
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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 |
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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 |
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