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Method development for quantitative methylation analysis by direct bisulfite sequencing, raw data processing and analysis of the Human Epigenome Project

机译:通过亚硫酸氢盐直接测序,原始数据处理和人类表观基因组计划分析进行定量甲基化分析的方法开发

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摘要

Epigenetic deals with flexible biochemical information layers that lie on top of the relatively stable DNA sequence and are involved in control of the structure and functionality of the DNA. One of the most easily analyzed epigenetic layers is DNA methylation.The first part of this work describes the development and assessment of new algorithms enabling methylation quantification by interpretation of sequencing electropherogram data from direct bisulfite sequencing. It is shown that the use of the algorithms on data from PCR products is a suitable replacement for subcloning and sequencing of about 10 subclones - a prerequisite for efficient high throughput DNA methylation studies by direct sequencing, such as carried out in the Human Epigenome Project (HEP).The second part demonstrates the possibility to compensate for artifacts and signal echos in raw data from direct bisulfite sequencing using a deconvolution algorithm.In the third part of this thesis the data of the HEP is analyzed. The HEP is the first large-scale project providing high resolution methylation data in 12 healthy human tissue types on 3 chromosomes analyzed, with a view to answering biological questions. It is shown that differential methylation between healthy tissues is a common phenomenon - especially in conserved non coding sequences, how CpG density and proximity to functional genomic sites influence the methylation profile and in how far CpGs tend to be organized in co-methylated blocks.
机译:表观遗传学涉及灵活的生化信息层,这些信息层位于相对稳定的DNA序列之上,并参与DNA结构和功能的控制。 DNA甲基化是最容易分析的表观遗传层之一。这项工作的第一部分描述了开发和评估新算法的开发和评估,该算法通过解释直接亚硫酸氢盐测序的电泳图谱数据来实现甲基化定量。结果表明,对来自PCR产物的数据使用算法可以替代约10个亚克隆的亚克隆和测序-这是通过直接测序进行高效高通量DNA甲基化研究的先决条件,例如在Human Epigenome Project(第二部分说明了使用去卷积算法对直接亚硫酸氢盐测序中原始数据中的伪像和信号回波进行补偿的可能性。本论文的第三部分分析了HEP的数据。 HEP是第一个大型项目,可在分析的3条染色体上提供12种健康人类组织类型的高分辨率甲基化数据,以回答生物学问题。研究表明,健康组织之间的甲基化差异是一种普遍现象,尤其是在保守的非编码序列中,CpG密度和与功能基因组位点的接近程度如何影响甲基化谱图以及CpGs倾向于在多甲基化嵌段中组织的程度。

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    Lewin Jörn;

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  • 年度 2007
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  • 原文格式 PDF
  • 正文语种 eng
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