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MethyQA:一种用于亚硫酸氢盐处理的甲基化测序质量评估的流水线。

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

机构信息

Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland 44106, Ohio, USA.

出版信息

BMC Bioinformatics. 2013 Aug 23;14:259. doi: 10.1186/1471-2105-14-259.

Abstract

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.

摘要

背景

DNA 甲基化是一种在 5'胞嘧啶上加一个甲基基团的表观遗传事件。这种表观遗传修饰可以显著影响正常和患病细胞中的基因表达。因此,研究单个胞嘧啶位点水平的甲基化信号非常重要,这在利用亚硫酸氢盐转化技术(即将未甲基化的 Cs 转化为 Us,然后在 PCR 扩增后转化为 Ts)和下一代测序(NGS)技术后成为可能。尽管 NGS 技术取得了进步,但仍存在某些质量问题。一些更普遍的质量问题涉及 3'末端的每个碱基测序质量低、PCR 扩增偏倚和亚硫酸氢盐转化率。因此,在进行下游分析之前,进行质量评估非常重要。据我们所知,没有现有的软件包可以普遍评估基于不同亚硫酸氢盐处理方案生成的甲基化测序数据的质量。

结果

为了对亚硫酸氢盐甲基化测序数据进行质量评估,我们开发了一个名为 MethyQA 的管道。MethyQA 将现有的开源软件包与我们用 Perl 和 R 编写的自定义程序相结合。该管道可以在不到一个小时的时间内为数千万个读取提供质量评估结果。该管道的新颖之处在于它检查了亚硫酸氢盐转化率以及具有不同转化率或覆盖率的区域的 DNA 序列结构。

结论

MethyQA 是一个新的软件包,它为用户提供了对他们正在研究的甲基化测序数据的独特见解。它允许用户确定他们数据的质量,并更好地准备解决摆在他们面前的研究问题。由于 MethyQA 的速度和效率,它将成为处理亚硫酸氢盐甲基化测序数据的研究的重要工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/191b/3765750/af1ae5dd8d5f/1471-2105-14-259-1.jpg

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