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A kinetic model of the evolution of a protein interaction network

机译:蛋白质相互作用网络演化的动力学模型

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摘要

BackgroundKnown protein interaction networks have very particular properties. Old proteins tend to have more interactions than new ones. One of the best statistical representatives of this property is the node degree distribution (distribution of proteins having a given number of interactions). It has previously been shown that this distribution is very close to the sum of two distinct exponential components. In this paper, we asked: What are the possible mechanisms of evolution for such types of networks? To answer this question, we tested a kinetic model for simplified evolution of a protein interactome. Our proposed model considers the emergence of new genes and interactions and the loss of old ones. We assumed that there are generally two coexisting classes of proteins. Proteins constituting the first class are essential only for ecological adaptations and are easily lost when ecological conditions change. Proteins of the second class are essential for basic life processes and, hence, are always effectively protected against deletion. All proteins can transit between the above classes in both directions. We also assumed that the phenomenon of gene duplication is always related to ecological adaptation and that a new copy of a duplicated gene is not essential. According to this model, all proteins gain new interactions with a rate that preferentially increases with the number of interactions (the rich get richer). Proteins can also gain interactions because of duplication. Proteins lose their interactions both with and without the loss of partner genes.
机译:背景已知的蛋白质相互作用网络具有非常特殊的性质。旧蛋白质往往比新蛋白质具有更多的相互作用。此属性的最佳统计代表之一是节点度分布(具有给定数目的相互作用的蛋白质的分布)。以前已经表明,这种分布非常接近两个不同的指数成分之和。在本文中,我们问:这种类型的网络可能发展出什么机制?为了回答这个问题,我们测试了动力学模型以简化蛋白质相互作用组的进化。我们提出的模型考虑了新基因的出现和相互作用以及旧基因的丧失。我们假设通常有两种蛋白质共存。构成第一类的蛋白质仅对生态适应至关重要,在生态条件变化时很容易丢失。第二类蛋白质对于基本生命过程至关重要,因此始终可以有效地防止其缺失。所有蛋白质都可以在上述类别之间双向迁移。我们还假设基因重复现象总是与生态适应有关,并且复制基因的新副本不是必需的。根据该模型,所有蛋白质都获得新的相互作用,且相互作用的速率优先增加(相互作用越丰富)。蛋白质也可以由于重复而获得相互作用。蛋白质在失去和失去伴侣基因的情况下都会失去相互作用。

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