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MEDME: An experimental and analytical methodology for the estimation of DNA methylation levels based on microarray derived MeDIP-enrichment

机译:MEDME:基于微阵列衍生的MeDIP富集估算DNA甲基化水平的实验和分析方法

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摘要

DNA methylation is an important component of epigenetic modifications that influences the transcriptional machinery and is aberrant in many human diseases. Several methods have been developed to map DNA methylation for either limited regions or genome-wide. In particular, antibodies specific for methylated CpG have been successfully applied in genome-wide studies. However, despite the relevance of the obtained results, the interpretation of antibody enrichment is not trivial. Of greatest importance, the coupling of antibody-enriched methylated fragments with microarrays generates DNA methylation estimates that are not linearly related to the true methylation level. Here, we present an experimental and analytical methodology, MEDME (modeling experimental data with MeDIP enrichment), to obtain enhanced estimates that better describe the true values of DNA methylation level throughout the genome. We propose an experimental scenario for evaluating the true relationship in a high-throughput setting and a model-based analysis to predict the absolute and relative DNA methylation levels. We successfully applied this model to evaluate DNA methylation status of normal human melanocytes compared to a melanoma cell strain. Despite the low resolution typical of methods based on immunoprecipitation, we show that model-derived estimates of DNA methylation provide relatively high correlation with measured absolute and relative levels, as validated by bisulfite genomic DNA sequencing. Importantly, the model-derived DNA methylation estimates simplify the interpretation of the results both at single-loci and at chromosome-wide levels.
机译:DNA甲基化是影响转录机制的表观遗传修饰的重要组成部分,在许多人类疾病中都是异常的。已经开发了几种方法来在有限区域或全基因组范围内绘制DNA甲基化图。特别是,对甲基化CpG特异的抗体已成功应用于全基因组研究中。然而,尽管获得的结果具有相关性,对抗体富集的解释也不是简单的。最重要的是,抗体富集的甲基化片段与微阵列的耦合产生了与真实甲基化水平不线性相关的DNA甲基化估计值。在这里,我们提出了一种实验和分析方法MEDME(利用MeDIP富集对实验数据进行建模),以获得增强的估计,可以更好地描述整个基因组中DNA甲基化水平的真实值。我们提出了一种实验方案,用于评估高通量环境中的真实关系,并基于模型的分析来预测绝对和相对DNA甲基化水平。我们成功地将该模型用于评估正常人黑素细胞与黑素瘤细胞株相比的DNA甲基化状态。尽管基于免疫沉淀方法的典型分辨率较低,但我们显示,通过亚硫酸氢盐基因组DNA测序验证,模型衍生的DNA甲基化估计值与测得的绝对和相对水平具有相对较高的相关性。重要的是,模型衍生的DNA甲基化估计值简化了单基因位和全染色体水平结果的解释。

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