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Regulatory Networks in Development: Understanding the role of cis-regulatory modules in Gene Regulatory Network evolution.

机译:发展中的调控网络:了解顺式调控模块在基因调控网络进化中的作用。

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摘要

Much of the diversity in the animal kingdom is achieved by alterations in the structure and function of Gene Regulatory Networks (GRNs). GRNs regulate the spatio-temporal gene expression patterns of developmental genes via cis-regulatory modules (CRMs) and thus form a critical component of GRNs. CRMs comprise the basic units of GRNs and serve as integrated hubs for transcription factors (TFs) to bind to and regulate the genes in the network. Annotation of CRM elements is thus critical to understanding how changes in CRMs or the TFs that bind to CRMs can drive the evolution of GRNs. However, identification of CRMs has been particularly challenging despite the availability of sequenced genomes for many species, especially nonmodel or emerging model organisms, owing to inherent difficulties in identifying them. We have extended previous computational methods for CRM detection to predict over 8000 CRMs in six evolutionary diverged species including Anopheles gambiae, Aedes aegypti, Tribolium castaneum, Apis mellifera, Nasonia vitripennis as well as in Drosophila melanogaster. Functional validation of over 50 of these predictions in transgenic Drosophila demonstrate the power of our prediction pipeline (called SCRMshaw 鈥?Supervised CRM discovery) and its use in elucidating GRNs across divergent organisms at the level of CRMs and their interacting partners.;Using SCRMshaw, we have unraveled key differences in the regulation of several developmentally critical genes for central nervous system development in two highly diverged insect species Aedes aegypti and Drosophila melanogaster leading to neofunctionalization of an ancient conserved GRN in Ae. aegypti.;We have also continued our efforts to improve SCRMshaw with a new evaluation pipeline that now offers better measures to evaluate the sensitivity of SCRMshaw when employed for CRM prediction in species outside of D. melanogaster as well as enabling us to assign confidence scores to each predicted CRM in a given species.;Together, the work described here provides a general framework for the development, evaluation and use of computational CRM discovery methods towards understanding the evolution of complex traits as well as key developmental process in related and distant metazoan species.
机译:动物界的大部分多样性是通过基因调控网络(GRN)的结构和功能的改变实现的。 GRNs通过顺式调控模块(CRM)调控发育基因的时空基因表达模式,因此形成了GRNs的关键组成部分。 CRM包含GRN的基本单元,并充当转录因子(TF)结合并调节网络中基因的集成枢纽。因此,CRM元素的注释对于理解CRM或绑定到CRM的TF如何驱动GRN的发展至关重要。然而,由于许多物种,尤其是非模型或新兴模型生物的测序基因组的可用性,由于鉴定它们的内在困难,CRM的鉴定一直具有挑战性。我们已经扩展了用于CRM检测的先前的计算方法,以预测冈比亚按蚊,埃及伊蚊,埃及Tri虫,蜜蜂,美洲紫薇和果蝇等6个进化分化物种中的8000多种CRM。对果蝇转基因果蝇中超过50种预测的功能验证证明了我们的预测管道(称为SCRMshaw -监督CRM发现)的强大功能,以及其在CRM和其相互作用伙伴一级阐明不同生物体中GRN的用途。我们揭示了两个高度不同的昆虫物种埃及伊蚊和黑腹果蝇的几个对中枢神经系统发育至关重要的基因调控的关键差异,从而导致了Ae一个古老的保守GRN的新功能化。我们还继续努力,通过一个新的评估管道来改进SCRMshaw,现在该评估管道提供了更好的措施来评估SCRMshaw在黑腹果蝇以外物种中进行CRM预测时的敏感性,并使我们能够将信度分数分配给在一起,这里描述的工作共同为开发,评估和使用计算CRM发现方法提供了一个通用框架,以了解复杂性状的演变以及相关和远缘后生动物物种的关键发展过程。

著录项

  • 作者

    Suryamohan, Kushal.;

  • 作者单位

    State University of New York at Buffalo.;

  • 授予单位 State University of New York at Buffalo.;
  • 学科 Developmental biology.;Genetics.;Bioinformatics.
  • 学位 Ph.D.
  • 年度 2016
  • 页码 193 p.
  • 总页数 193
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:43:59

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