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Genome-wide analysis of histone modification enrichments induced by Marek's disease virus in inbred chicken lines.

机译:全基因组分析马立克氏病病毒在自交系鸡系中诱导的组蛋白修饰富集。

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摘要

Covalent histone modifications constitute a complex network of transcriptional regulation involved in diverse biological processes ranging from stem cell differentiation to immune response. The advent of modern sequencing technologies enables one to query the locations of histone modifications across the genome in an efficient manner. However, inherent biases in the technology and diverse enrichment patterns complicate data analysis. Marek's disease (MD) is an acute, lymphoma-inducing disease of chickens with disease outcomes affected by multiple host and environmental factors. Inbred chicken lines 63 and 7 2 share the same major histocompatibility complex haplotype, but have contrasting responses to MD. This dissertation presents novel methods for analysis of genome-wide histone modification data and application of new and existing methods to the investigation of epigenetic effects of MD on these lines. First, we present WaveSeq, a novel algorithm for detection of significant enrichments in ChIP-Seq data. WaveSeq implements a distribution-free approach by combining the continuous wavelet transform with Monte Carlo sampling techniques for effective peak detection. WaveSeq outperformed existing tools particularly for diffuse histone modification peaks demonstrating that restrictive distributional assumptions are not necessary for accurate ChIP-Seq peak detection. Second, we investigated latent MD in thymus tissues by profiling H3K4me3 and H3K27me3 in infected and control birds from lines 63 and 72. Several genes associated with MD, e.g. MX1 and CTLA-4 , along with those linked with human cancers, showed line-specific and condition-specific enrichments. One of the first studies of histone modifications in chickens, our work demonstrated that MD induced widespread epigenetic variations. Finally, we analyzed the temporal evolution of histone modifications at distinct phases of MD progression in the bursa of Fabricius. Genes involved in several important pathways, e.g. apoptosis and MAPK signaling, and various immune-related miRNAs showed differential histone modifications in the promoter region. Our results indicated heightened inflammation in the susceptible line during early cytolytic MD, while resistant birds showed recuperative symptoms during early MD and epigenetic silencing during latent infection. Thus, although further elucidation of underlying mechanisms is necessary, this work provided the first definitive evidence of the epigenetic effects of MD.
机译:共价组蛋白修饰构成了复杂的转录调控网络,涉及从干细胞分化到免疫反应的多种生物学过程。现代测序技术的出现使人们能够以一种有效的方式查询整个基因组中组蛋白修饰的位置。但是,该技术的固有偏见和丰富的富集模式使数据分析变得复杂。马立克氏病(MD)是一种引起鸡急性,淋巴瘤的疾病,其疾病结果受多种宿主和环境因素影响。近交鸡品系63和7 2具有相同的主要组织相容性复合体单倍型,但对MD的反应却相反。本文提出了分析全基因组组蛋白修饰数据的新方法,以及新方法和现有方法在MD对这些系的表观遗传效应研究中的应用。首先,我们介绍WaveSeq,这是一种用于检测ChIP-Seq数据中大量富集的新颖算法。 WaveSeq通过将连续小波变换与蒙特卡洛采样技术相结合来实现有效的峰值检测,从而实现了无分布方法。 WaveSeq的性能优于现有工具,特别是对于弥散组蛋白修饰峰而言,证明了精确的ChIP-Seq峰检测不需要限制性分布假设。其次,我们通过对63和72系的受感染和对照禽类中的H3K4me3和H3K27me3进行谱分析,研究了胸腺组织中潜在的MD。 MX1和CTLA-4,以及与人类癌症有关的那些,显示出线特异性和病状特异性富集。在鸡中进行组蛋白修饰的首批研究之一,我们的研究表明MD诱导了广泛的表观遗传变异。最后,我们分析了Fabricius滑囊中MD进展不同阶段的组蛋白修饰的时间演变。涉及几个重要途径的基因细胞凋亡和MAPK信号传导,以及各种免疫相关的miRNA在启动子区域显示出不同的组蛋白修饰。我们的结果表明,在早期溶细胞性MD期间易感品系中的炎症加剧,而抗药性鸟类在MD早期表现出健康症状,而潜伏感染则表现出表观遗传沉默。因此,尽管有必要进一步阐明其潜在机制,但这项工作为MD的表观遗传学效应提供了第一个明确的证据。

著录项

  • 作者

    Mitra, Apratim Kumar.;

  • 作者单位

    University of Maryland, College Park.;

  • 授予单位 University of Maryland, College Park.;
  • 学科 Bioinformatics.;Statistics.;Applied mathematics.
  • 学位 Ph.D.
  • 年度 2013
  • 页码 213 p.
  • 总页数 213
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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