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具有血液恶性肿瘤中可证明的预测价值的 DNA 甲基化动态多室模型。

A dynamic multi-compartmental model of DNA methylation with demonstrable predictive value in hematological malignancies.

机构信息

Medical Research Building, Brighton and Sussex Medical School, University of Sussex, Falmer, Brighton BN1 9PS, UK.

出版信息

J Theor Biol. 2012 Oct 7;310:14-20. doi: 10.1016/j.jtbi.2012.06.018. Epub 2012 Jun 20.

Abstract

Recent advances have highlighted the central role of DNA methylation in leukemogenesis and have led to clinical trials of epigenetic therapy, notably hypomethylating agents, in myelodysplasia and acute myeloid leukemia. However, despite these advances, our understanding of the dynamic regulation of the methylome remains poor. We have attempted to address this shortcoming by producing a dynamic, six-compartmental model of DNA methylation levels based on the activity of the Dnmt methyltransferase proteins. In addition, the model incorporates the recently discovered Tet family proteins which enzymatically convert methylcytosine to hydroxymethylcytosine. A set of first order, partial differential equations comprise the model and were solved via numerical integration. The model is able to predict the relative abundances of unmethylated, hemimethylated, fully methylated, and hydroxymethylated CpG dyads in the DNA of cells with fully functional Dnmt and Tet proteins. In addition, the model accurately predicts the experimentally measured changes in these abundances with disruption of Dnmt function. Furthermore, the model reveals the mechanism whereby CpG islands are maintained in a hypomethylated state via local modulation of Dnmt and Tet activities without any requirement for active demethylation. We conclude that this model provides an accurate depiction of the major epigenetic processes involving modification of DNA.

摘要

最近的研究进展强调了 DNA 甲基化在白血病发生中的核心作用,并导致了针对骨髓增生异常和急性髓系白血病的表观遗传学治疗(特别是去甲基化剂)的临床试验。然而,尽管取得了这些进展,我们对甲基组的动态调控的理解仍然很差。我们试图通过基于 Dnmt 甲基转移酶蛋白的活性来构建一个动态的、六室的 DNA 甲基化水平模型来解决这一不足。此外,该模型还纳入了最近发现的 Tet 家族蛋白,它们能将甲基胞嘧啶酶促转化为羟甲基胞嘧啶。一组一阶偏微分方程构成了该模型,并通过数值积分进行求解。该模型能够预测在具有完全功能的 Dnmt 和 Tet 蛋白的细胞中,DNA 中未甲基化、半甲基化、完全甲基化和羟甲基化 CpG 二联体的相对丰度。此外,该模型准确预测了 Dnmt 功能破坏时这些丰度的实验测量变化。此外,该模型揭示了 CpG 岛通过 Dnmt 和 Tet 活性的局部调节而保持低甲基化状态的机制,而无需任何主动去甲基化的要求。我们得出结论,该模型为涉及 DNA 修饰的主要表观遗传过程提供了一个准确的描述。

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