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BCREval: a computational method to estimate the bisulfite conversion ratio in WGBS
BACKGROUND: Whole genome bisulfite sequencing (WGBS) also known as BS-seq has been widely used to measure the methylation of whole genome at single-base resolution. One of the key steps in the assay is converting unmethylated cytosines into thymines (BS conversion). Incomplete conversion of unmethyl...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6995172/ https://www.ncbi.nlm.nih.gov/pubmed/32005131 http://dx.doi.org/10.1186/s12859-019-3334-z |
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author | Zhou, Junhua Zhao, Minqiong Sun, Zefang Wu, Feilong Liu, Yucong Liu, Xianghua He, Zuping He, Quanze He, Quanyuan |
author_facet | Zhou, Junhua Zhao, Minqiong Sun, Zefang Wu, Feilong Liu, Yucong Liu, Xianghua He, Zuping He, Quanze He, Quanyuan |
author_sort | Zhou, Junhua |
collection | PubMed |
description | BACKGROUND: Whole genome bisulfite sequencing (WGBS) also known as BS-seq has been widely used to measure the methylation of whole genome at single-base resolution. One of the key steps in the assay is converting unmethylated cytosines into thymines (BS conversion). Incomplete conversion of unmethylated cytosines can introduce false positive methylation call. Developing a quick method to evaluate bisulfite conversion ratio (BCR) is benefit for both quality control and data analysis of WGBS. RESULTS: Here we provide a computational method named “BCREval” to estimate the unconverted rate (UCR) by using telomeric repetitive DNA as native spike-in control. We tested the method by using public WGBS data and found that it is very stable and most of BS conversion assays can achieve> 99.5% efficiency. The non-CpG DNA methylation at telomere fits a binomial model and may result from a random process with very low possibility (the ratio < 0.4%). And the comparison between BCREval and Bismark (Krueger and Andrews, Bioinformatics 27:1571–1572, 2011), a widely used BCR evaluator, suggests that our algorithm is much faster and more efficient than the latter. CONCLUSION: Our method is a simple but robust method to QC and speculates BCR for WGBS experiments to make sure it achieves acceptable level. It is faster and more efficient than current tools and can be easily integrated into presented WGBS pipelines. |
format | Online Article Text |
id | pubmed-6995172 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-69951722020-02-04 BCREval: a computational method to estimate the bisulfite conversion ratio in WGBS Zhou, Junhua Zhao, Minqiong Sun, Zefang Wu, Feilong Liu, Yucong Liu, Xianghua He, Zuping He, Quanze He, Quanyuan BMC Bioinformatics Methodology Article BACKGROUND: Whole genome bisulfite sequencing (WGBS) also known as BS-seq has been widely used to measure the methylation of whole genome at single-base resolution. One of the key steps in the assay is converting unmethylated cytosines into thymines (BS conversion). Incomplete conversion of unmethylated cytosines can introduce false positive methylation call. Developing a quick method to evaluate bisulfite conversion ratio (BCR) is benefit for both quality control and data analysis of WGBS. RESULTS: Here we provide a computational method named “BCREval” to estimate the unconverted rate (UCR) by using telomeric repetitive DNA as native spike-in control. We tested the method by using public WGBS data and found that it is very stable and most of BS conversion assays can achieve> 99.5% efficiency. The non-CpG DNA methylation at telomere fits a binomial model and may result from a random process with very low possibility (the ratio < 0.4%). And the comparison between BCREval and Bismark (Krueger and Andrews, Bioinformatics 27:1571–1572, 2011), a widely used BCR evaluator, suggests that our algorithm is much faster and more efficient than the latter. CONCLUSION: Our method is a simple but robust method to QC and speculates BCR for WGBS experiments to make sure it achieves acceptable level. It is faster and more efficient than current tools and can be easily integrated into presented WGBS pipelines. BioMed Central 2020-01-31 /pmc/articles/PMC6995172/ /pubmed/32005131 http://dx.doi.org/10.1186/s12859-019-3334-z Text en © The Author(s). 2020 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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 | Methodology Article Zhou, Junhua Zhao, Minqiong Sun, Zefang Wu, Feilong Liu, Yucong Liu, Xianghua He, Zuping He, Quanze He, Quanyuan BCREval: a computational method to estimate the bisulfite conversion ratio in WGBS |
title | BCREval: a computational method to estimate the bisulfite conversion ratio in WGBS |
title_full | BCREval: a computational method to estimate the bisulfite conversion ratio in WGBS |
title_fullStr | BCREval: a computational method to estimate the bisulfite conversion ratio in WGBS |
title_full_unstemmed | BCREval: a computational method to estimate the bisulfite conversion ratio in WGBS |
title_short | BCREval: a computational method to estimate the bisulfite conversion ratio in WGBS |
title_sort | bcreval: a computational method to estimate the bisulfite conversion ratio in wgbs |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6995172/ https://www.ncbi.nlm.nih.gov/pubmed/32005131 http://dx.doi.org/10.1186/s12859-019-3334-z |
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