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Analyse des graphes de reactions biochimiques avec une application au réseau metabolique de la cellule de plante

机译:生化反应图分析及其在植物细胞代谢网络中的应用

摘要

Nowadays, systems biology are facing the challenges of analysing the huge amount of biological data and large-scale metabolic networks. Although several methods have been developed in recent years to solve this problem, it is existing hardness in studying these data and interpreting the obtained results comprehensively. This thesis focuses on analysis of structural properties, computation of elementary flux modes and determination of minimal cut sets of the heterotrophic plant cellmetabolic network. In our research, we have collaborated with biologists to reconstructa mid-size metabolic network of this heterotrophic plant cell. This network contains about 90 nodes and 150 edges. First step, we have done the analysis of structural properties by using graph theory measures, with the aim of finding its owned organisation. The central points orhub reactions found in this step do not explain clearly the network structure. The small-world or scale-free attributes have been investigated, but they do not give more useful information. In the second step, one of the promising analysis methods, named elementary flux modes, givesa large number of solutions, around hundreds of thousands of feasible metabolic pathways that is difficult to handle them manually. In the third step, minimal cut sets computation, a dual approach of elementary flux modes, has been used to enumerate all minimal and unique sets of reactions stopping the feasible pathways found in the previous step. The number of minimal cut sets has a decreasing trend in large-scale networks in the case of growing the network size. We have also combined elementary flux modes analysis and minimal cut sets computation to find the relationship among the two sets of results. The findings reveal the importance of minimal cut sets in use of seeking the hierarchical structure of this network through elementary flux modes. We have set up the circumstance that what will be happened if glucose entry is absent. Bi analysis of small minimal cut sets we have been able to found set of reactions which has to be present to produce the different sugars or metabolites of interest in absence of glucose entry. Minimal cut sets of size 2 have been used to identify 8 reactions which play the role of the skeleton/core of our network. In addition to these first results, by using minimal cut sets of size 3, we have pointed out five reactions as the starting point of creating a new branch in creationof feasible pathways. These 13 reactions create a hierarchical classification of elementary flux modes set. It helps us understanding more clearly the production of metabolites of interest inside the plant cell metabolism.
机译:如今,系统生物学正面临着分析大量生物学数据和大规模代谢网络的挑战。尽管近年来已经开发出几种方法来解决该问题,但是研究这些数据并全面解释所获得的结果是现有的困难。本文主要研究异养植物细胞代谢网络的结构特性,基本通量模式的计算和最小割集的确定。在我们的研究中,我们与生物学家合作,重建了这种异养植物细胞的中型代谢网络。该网络包含约90个节点和150个边缘。第一步,我们使用图论方法对结构特性进行了分析,目的是找到其拥有的组织。在此步骤中发现的中心点orhub反应不能清楚地解释网络结构。已经研究了小世界或无尺度属性,但是它们没有提供更多有用的信息。在第二步中,一种有前途的分析方法(称为基本通量模式)给出了许多解决方案,涉及数十万种难以手动处理的可行代谢途径。在第三步中,最小割集计算(基本通量模式的双重方法)已被用来枚举所有最小和唯一的反应集,从而停止了在上一步中找到的可行路径。在扩大网络规模的情况下,在大型网络中,最小割集的数量呈下降趋势。我们还结合了基本通量模式分析和最小割集计算,以找到两组结果之间的关系。研究结果揭示了最小割集在通过基本通量模式寻找该网络的分层结构中的重要性。我们已经建立了一种情况,如果缺少葡萄糖会发生什么情况。对最小最小割集的双分析,我们已经能够找到一组反应,在没有葡萄糖进入的情况下,这些反应必须产生才能产生不同的目标糖或代谢产物。大小为2的最小割集已用于识别8个反应,这些反应起着网络骨架/核心的作用。除了这些最初的结果外,我们还通过使用尺寸为3的最小割集,指出了五个反应,以此作为在创建可行途径中创建新分支的起点。这13个反应创建了基本通量模式集的分层分类。它有助于我们更清楚地了解植物细胞代谢内部感兴趣的代谢产物的产生。

著录项

  • 作者

    Nguyen Vu ngoc tung;

  • 作者单位
  • 年度 2015
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  • 原文格式 PDF
  • 正文语种 en
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