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本文引用的文献

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Principles and challenges of genomewide DNA methylation analysis.全基因组 DNA 甲基化分析的原理和挑战。
Nat Rev Genet. 2010 Mar;11(3):191-203. doi: 10.1038/nrg2732.
2
The UCSC Genome Browser database: update 2010.UCSC 基因组浏览器数据库:2010 年更新
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DNA methylation in embryonic stem cells.胚胎干细胞中的 DNA 甲基化。
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Human DNA methylomes at base resolution show widespread epigenomic differences.碱基分辨率下的人类DNA甲基化组显示出广泛的表观基因组差异。
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Live cell imaging distinguishes bona fide human iPS cells from partially reprogrammed cells.活细胞成像可区分真正的人类诱导多能干细胞和部分重编程细胞。
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Transcriptome analysis by strand-specific sequencing of complementary DNA.通过互补DNA的链特异性测序进行转录组分析。
Nucleic Acids Res. 2009 Oct;37(18):e123. doi: 10.1093/nar/gkp596. Epub 2009 Jul 20.
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In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach.利用综合方法在计算机上鉴定人类胚胎干细胞中OCT4的核心调控网络。
BMC Genomics. 2009 Jul 15;10:314. doi: 10.1186/1471-2164-10-314.
8
Genome-wide screen of promoter methylation identifies novel markers in melanoma.全基因组启动子甲基化筛查鉴定出黑色素瘤中的新型标志物。
Genome Res. 2009 Aug;19(8):1462-70. doi: 10.1101/gr.091447.109. Epub 2009 Jun 2.
9
Targeted bisulfite sequencing reveals changes in DNA methylation associated with nuclear reprogramming.靶向亚硫酸氢盐测序揭示了与核重编程相关的DNA甲基化变化。
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10
Distinct DNA methylation patterns characterize differentiated human embryonic stem cells and developing human fetal liver.不同的DNA甲基化模式是分化的人类胚胎干细胞和发育中的人类胎儿肝脏的特征。
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人类胚胎干细胞沿内胚层谱系分化过程中全基因组 DNA 甲基化的计算分析。

Computational analysis of genome-wide DNA methylation during the differentiation of human embryonic stem cells along the endodermal lineage.

机构信息

Department of Vertebrate Genomics, Max-Planck-Institute for Molecular Genetics, D-14195 Berlin, Germany.

出版信息

Genome Res. 2010 Oct;20(10):1441-50. doi: 10.1101/gr.110114.110. Epub 2010 Aug 27.

DOI:10.1101/gr.110114.110
PMID:20802089
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2945193/
Abstract

The generation of genome-wide data derived from methylated DNA immunoprecipitation followed by sequencing (MeDIP-seq) has become a major tool for epigenetic studies in health and disease. The computational analysis of such data, however, still falls short on accuracy, sensitivity, and speed. We propose a time-efficient statistical method that is able to cope with the inherent complexity of MeDIP-seq data with similar performance compared with existing methods. In order to demonstrate the computational approach, we have analyzed alterations in DNA methylation during the differentiation of human embryonic stem cells (hESCs) to definitive endoderm. We show improved correlation of normalized MeDIP-seq data in comparison to available whole-genome bisulfite sequencing data, and investigated the effect of differential methylation on gene expression. Furthermore, we analyzed the interplay between DNA methylation, histone modifications, and transcription factor binding and show that in contrast to de novo methylation, demethylation is mainly associated with regions of low CpG densities.

摘要

基于甲基化 DNA 免疫沉淀测序(MeDIP-seq)生成的全基因组数据已成为健康和疾病领域中表观遗传学研究的主要工具。然而,此类数据的计算分析在准确性、灵敏度和速度方面仍存在不足。我们提出了一种高效的统计方法,能够以与现有方法相当的性能来应对 MeDIP-seq 数据固有的复杂性。为了验证该计算方法,我们分析了人胚胎干细胞(hESC)向确定内胚层分化过程中 DNA 甲基化的改变。与现有的全基因组亚硫酸氢盐测序数据相比,我们展示了归一化 MeDIP-seq 数据相关性的提高,并研究了差异甲基化对基因表达的影响。此外,我们分析了 DNA 甲基化、组蛋白修饰和转录因子结合之间的相互作用,并表明与从头甲基化相反,去甲基化主要与低 CpG 密度区域相关。