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DISMISS: detection of stranded methylation in MeDIP-Seq data

机译:DISMISS:检测MeDIP-Seq数据中的甲基化链

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Background DNA methylation is an important regulator of gene expression and chromatin structure. Methylated DNA immunoprecipitation sequencing (MeDIP-Seq) is commonly used to identify regions of DNA methylation in eukaryotic genomes. Within MeDIP-Seq libraries, methylated cytosines can be found in both double-stranded (symmetric) and single-stranded (asymmetric) genomic contexts. While symmetric CG methylation has been relatively well-studied, asymmetric methylation in any dinucleotide context has received less attention. Importantly, no currently available software for processing MeDIP-Seq reads is able to resolve these strand-specific DNA methylation signals. Here we introduce DISMISS, a new software package that detects strand-associated DNA methylation from existing MeDIP-Seq analyses. Results Using MeDIP-Seq datasets derived from Apis mellifera (honeybee), an invertebrate species that contains more asymmetric- than symmetric- DNA methylation, we demonstrate that DISMISS can identify strand-specific DNA methylation signals with similar accuracy as bisulfite sequencing (BS-Seq; single nucleotide resolution methodology). Specifically, DISMISS is able to confidently predict where DNA methylation predominates (plus or minus DNA strands – asymmetric DNA methylation; plus and minus DNA stands – symmetric DNA methylation) in MeDIP-Seq datasets derived from A. mellifera samples. When compared to DNA methylation data derived from BS-Seq analysis of A. mellifera worker larva, DISMISS-mediated identification of strand-specific methylated cytosines is 80?% accurate. Furthermore, DISMISS can correctly ( p Conclusions While asymmetric DNA methylation is increasingly being found in growing numbers of eukaryotic species and is the predominant pattern observed in some invertebrate genomes, it has been difficult to detect in MeDIP-Seq datasets using existing software. DISMISS now enables more sensitive examinations of MeDIP-Seq datasets and will be especially useful for the study of genomes containing either low levels of DNA methylation or for genomes containing relatively high amounts of asymmetric methylation.
机译:背景DNA甲基化是基因表达和染色质结构的重要调节剂。甲基化DNA免疫沉淀测序(MeDIP-Seq)通常用于鉴定真核基因组DNA甲基化区域。在MeDIP-Seq库中,可以在双链(对称)和单链(非对称)基因组环境中找到甲基化的胞嘧啶。尽管对对称CG甲基化的研究相对深入,但在任何二核苷酸背景下的不对称甲基化受到的关注较少。重要的是,当前没有可用的用于处理MeDIP-Seq读数的软件能够解析这些链特异性DNA甲基化信号。在这里,我们介绍DISMISS,这是一个新软件包,可从现有MeDIP-Seq分析中检测链相关的DNA甲基化。结果使用源自蜜蜂Apis mellifera(蜜蜂)的无脊椎动物物种MeDIP-Seq数据集,该无脊椎动物物种包含更多的不对称DNA甲基化而不是对称DNA甲基化,我们证明DISMISS可以识别链特异性DNA甲基化信号,其准确性与亚硫酸氢盐测序(BS-Seq ;单核苷酸解析方法)。具体而言,DISMISS能够自信地预测在源自拟南芥样品的MeDIP-Seq数据集中DNA甲基化占主导地位的位置(正负DNA链–不对称DNA甲基化;正负DNA立场-对称DNA甲基化)。与源自蜜蜂A.mellifera工人幼虫的BS-Seq分析的DNA甲基化数据进行比较时,DISMISS介导的对链特异性甲基化胞嘧啶的鉴定准确度为80%。此外,DISMISS可以正确地表达(p结论尽管在越来越多的真核生物种中越来越多地发现不对称DNA甲基化,这是在一些无脊椎动物基因组中观察到的主要模式,但使用现有软件很难在MeDIP-Seq数据集中进行检测。可以对MeDIP-Seq数据集进行更灵敏的检查,对于研究包含低水平DNA甲基化的基因组或包含相对大量不对称甲基化的基因组特别有用。

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