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Integrated, Scalable Tools for Small RNA Genomics: Novel Algorithms and Their Application to Characterize Germline-Associated sRNA Pathways in Diverse Species

机译:集成的,可扩展的小RNA基因组学工具:新颖的算法及其在多种物种中与生殖细胞相关的sRNA途径表征的应用

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摘要

Cells associated with the male germline, specifically in rice and maize (grasses), produce diverse and numerous "phased" 21-nt and 24-nt siRNAs. These phased siRNAs (phasiRNAs) show striking similarity to mammalian Piwi-interacting RNAs (piRNAs) in terms of their abundance, biogenesis and timing of accumulation. Both the plant phasiRNA and mammalian piRNA pathways are emerging as factors crucial for reproductive success. However, since the first report of germline-associated plant phasiRNAs, no systematic study of their evolutionary origins has yet been reported; in this context, the meiotic (24-nt) phasiRNAs are particularly interesting, as they have only been described in grasses, a group of monocots that speciated ~71 million years ago (MYA). Grasses include the most important staple crops: rice, maize and wheat. Given the importance of reproductive success to crop yield, a deeper understanding of phasiRNA pathway is crucial.;This dissertation traces the prevalence and origins of phasiRNA pathways in monocot evolution, while simultaneously it addresses a broad range of key computational gaps and algorithmic limitations in leveraging small RNA data for the study of small RNA in plants. First, I present a new set of tools for identifying and validating miRNA targets, and a new suite for computational characterization of phasiRNAs, which together comprise important methods for studies of plant sRNA field. These next generation tools efficiently scale to the increasing volume of high-throughput data, and are fast, sensitive and feature-rich compared to the existing options. Next in my work, I deployed these tools to investigate phasiRNAs in a recently sequenced genome, that of Asparagus officinalis. The common ancestor of asparagus and the grasses diverged approximately 109 MYA. My work then further expanded to study two other non-grass monocots, Lilium (Lilium maculatum) and daylily (Hemerocallis lilioasphodelus), which diverged from Asparagus ~111 MYA. In this dissertation, I demonstrate that both pre-meiotic and meiotic phasiRNAs are prevalent across the monocots that I studied, establishing their origins well before grasses. In addition to male germline, I find evidence for their accumulation in female and somatic tissues, perhaps suggesting that the narrow accumulation of reproductive phasiRNAs in anthers is either not a general characteristic or it is the product of evolutionary refinement in the grasses. I show that the miRNA trigger for pre-meiotic (21-nt) phasiRNAs likely shifted in evolutionary time from targeting pathogen-defense genes to long, non-coding RNAs (observed in grasses) via specialization and sub-functionalization versus neo-functionalization. I also demonstrate that exceptions to the canonical mechanism of biogenesis of phasiRNAs exist in monocot evolution, whereby phasiRNAs are produced apparently without a miRNA trigger. I conclude that plants show substantial variation in their composition and biogenesis of reproductive phasiRNAs, which have broad roles in plant germline development.
机译:与雄性种系有关的细胞,特别是在水稻和玉米(草)中,产生多种多样的“分阶段” 21-nt和24-nt siRNA。这些阶段化的siRNA(phasiRNA)就其丰度,生物发生和积累时间而言,与哺乳动物的Piwi相互作用RNA(piRNA)表现出惊人的相似性。植物phasiRNA和哺乳动物piRNA途径都正在成为繁殖成功的关键因素。但是,自从首次报道与种系相关的植物phasiRNA以来,尚未有关于它们的进化起源的系统研究的报道。在这种情况下,减数分裂(24-nt)的phasiRNA特别有趣,因为它们仅在草中进行了描述,草是一组约7100万年前的单子叶植物(MYA)。草包括最重要的主食:水稻,玉米和小麦。鉴于生殖成功对作物产量的重要性,对phasiRNA途径的更深入了解至关重要。本论文追溯了单子叶植物进化过程中phasiRNA途径的普遍性和起源,同时解决了广泛的关键计算空白和算法局限性小RNA数据用于研究植物中的小RNA。首先,我介绍了一套用于识别和验证miRNA靶标的新工具,以及一套用于phasiRNAs的计算表征的新工具,它们共同构成了研究植物sRNA领域的重要方法。这些下一代工具可以有效地扩展以适应不断增长的高通量数据量,并且与现有选件相比,具有快速,灵敏和功能丰富的特点。接下来,在我的工作中,我部署了这些工具来研究最近测序的基因组芦笋中的phasiRNA。芦笋和草的共同祖先约有109 MYA。然后,我的工作进一步扩展,以研究另外两个非草单子叶植物:百合(Lilium maculatum)和黄花菜(Hemerocallis lilioasphodelus),它们从芦笋〜111 MYA分离出来。在本文中,我证明了减数分裂前和减数分裂期的phasiRNA在我研究的单子叶植物中都很普遍,并早在草之前就确定了它们的起源。除雄性种系外,我还发现它们在雌性和体细胞组织中积累的证据,也许表明,花药中生殖phasiRNA的狭窄积累不是普遍特征,或者是草中进化改良的产物。我表明,减数分裂前(21-nt)phasiRNA的miRNA触发可能在进化时间内从靶向病原体防御基因转变为较长的非编码RNA(在草丛中观察到),这是通过专门化和亚功能化与新功能化来实现的。我还证明了在单子叶植物进化过程中存在phasiRNA的生物发生的典型机制的例外,即,在没有miRNA触发的情况下显然产生了phasiRNA。我得出的结论是,植物在生殖phasiRNA的组成和生物发生方面显示出很大的差异,这在植物种系的发育中具有广泛的作用。

著录项

  • 作者

    Kakrana, Atul.;

  • 作者单位

    University of Delaware.;

  • 授予单位 University of Delaware.;
  • 学科 Bioinformatics.;Computer science.;Plant sciences.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 201 p.
  • 总页数 201
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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