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QDMR: a quantitative method for identification of differentially methylated regions by entropy

机译:QDMR:一种通过熵鉴定甲基化差异区域的定量方法

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DNA methylation plays critical roles in transcriptional regulation and chromatin remodeling. Differentially methylated regions (DMRs) have important implications for development, aging and diseases. Therefore, genome-wide mapping of DMRs across various temporal and spatial methylomes is important in revealing the impact of epigenetic modifications on heritable phenotypic variation. We present a quantitative approach, quantitative differentially methylated regions (QDMRs), to quantify methylation difference and identify DMRs from genome-wide methylation profiles by adapting Shannon entropy. QDMR was applied to synthetic methylation patterns and methylation profiles detected by methylated DNA immunoprecipitation microarray (MeDIP-chip) in human tissues/cells. This approach can give a reasonable quantitative measure of methylation difference across multiple samples. Then DMR threshold was determined from methylation probability model. Using this threshold, QDMR identified 10?651 tissue DMRs which are related to the genes enriched for cell differentiation, including 4740 DMRs not identified by the method developed by Rakyan et al. QDMR can also measure the sample specificity of each DMR. Finally, the application to methylation profiles detected by reduced representation bisulphite sequencing (RRBS) in mouse showed the platform-free and species-free nature of QDMR. This approach provides an effective tool for the high-throughput identification of potential functional regions involved in epigenetic regulation.
机译:DNA甲基化在转录调控和染色质重塑中起关键作用。甲基化差异区(DMR)对发育,衰老和疾病具有重要意义。因此,在各种时间和空间甲基化组中DMR的全基因组作图对于揭示表观遗传修饰对可遗传表型变异的影响很重要。我们提出了一种定量方法,即定量差异甲基化区域(QDMR),以量化甲基化差异并通过适应Shannon熵从全基因组甲基化配置文件中识别DMR。将QDMR应用于合成的甲基化模式和甲基化谱图,该谱图由甲基化的DNA免疫沉淀微阵列(MeDIP-chip)在人体组织/细胞中检测到。这种方法可以对多个样品之间的甲基化差异进行合理的定量测量。然后根据甲基化概率模型确定DMR阈值。使用该阈值,QDMR鉴定了10?651个组织DMR,这些DMR与丰富的细胞分化基因有关,包括4740个DMR,这些RMR未通过Rakyan等人的方法鉴定。 QDMR还可以测量每个DMR的样品特异性。最后,通过减少的代表性亚硫酸氢盐测序(RRBS)在小鼠中检测到的甲基化谱图的应用显示了QDMR的无平台和无物种性质。这种方法为高通量鉴定参与表观遗传调控的潜在功能区域提供了有效的工具。

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