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Genome-wide analysis of epigenetic dynamics across human developmental stages and tissues

机译:对人类发育阶段和组织的基因组分析表观遗传动态

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Epigenome is highly dynamic during the early stages of embryonic development. Epigenetic modifications provide the necessary regulation for lineage specification and enable the maintenance of cellular identity. Given the rapid accumulation of genome-wide epigenomic modification maps across cellular differentiation process, there is an urgent need to characterize epigenetic dynamics and reveal their impacts on differential gene regulation. We proposed DiffEM, a computational method for differential analysis of epigenetic modifications and identified highly dynamic modification sites along cellular differentiation process. We applied this approach to investigating 6 epigenetic marks of 20 kinds of human early developmental stages and tissues, including hESCs, 4 hESC-derived lineages and 15 human primary tissues. We identified highly dynamic modification sites where different cell types exhibit distinctive modification patterns, and found that these highly dynamic sites enriched in the genes related to cellular development and differentiation. Further, to evaluate the effectiveness of our method, we correlated the dynamics scores of epigenetic modifications with the variance of gene expression, and compared the results of our method with those of the existing algorithms. The comparison results demonstrate the power of our method in evaluating the epigenetic dynamics and identifying highly dynamic regions along cell differentiation process.
机译:在胚胎发育的早期阶段,外延蛋白酶高度动态。表观遗传修饰为谱系规范提供了必要的调节,并能够维持蜂窝身份。鉴于跨细胞分化过程的基因组外观元素修饰图的快速积累,迫切需要表征表观遗传动态并揭示它们对差异基因调控的影响。我们提出了差异分析表观遗传修饰的差异分析的计算方法,沿着细胞分化过程识别高度动态修饰位。我们将这种方法应用于调查6种20种人早期发育阶段和组织的6个表观遗传痕迹,包括HESC,4个HESC衍生的谱系和15个人的主要组织。我们识别出高度动态的修改位点,其中不同的细胞类型表现出独特的修饰模式,并发现这些高度动态位位位位于与细胞发育和分化相关的基因中。此外,为了评估我们方法的有效性,我们将表观遗传修饰的动态分数与基因表达的差异相关,并将我们的方法与现有算法的结果进行了比较。比较结果证明了我们在评估表观遗传动态和沿细胞分化过程识别高动态区域的方法的力量。

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