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Study on Membrane Protein Interaction Networks by Constructing Gene Regulatory Network Model

机译:通过构建基因调控网络模型研究膜蛋白相互作用网络

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摘要

At present, about a quarter of all genes in most genomes contain transmembrane (TM) helices, and among the overall cellular interactome, helical membrane protein interaction is a major component. Interactions between membrane proteins play a significant role in a variety of cellular phenomena, including the transduction of signals across membranes, the transfer of membrane proteins between the plasma membrane and internal organelles, and the assembly of oligomeric protein structures. However, current experimental techniques for large-scale detection of protein-protein interactions are biased against membrane proteins. In this paper, we construct membrane protein interaction network based on gene regulatory network model. GRN model is proposed to understand the dynamic and collective control of developmental process and the characters of membrane protein interaction network, including small-world network, scale free distributing and robustness, and its significance for biology. The proposed method is proved to be effective for the study of membrane protein interaction network. The results show that the approach holds a high potential to become a useful tool in prediction of membrane protein interactions.
机译:目前,大多数基因组中所有基因的大约四分之一包含跨膜(TM)螺旋,在整个细胞相互作用组中,螺旋膜蛋白相互作用是主要的组成部分。膜蛋白之间的相互作用在多种细胞现象中起着重要作用,包括跨膜信号转导,质膜与内部细胞器之间的膜蛋白转移以及寡聚蛋白结构的组装。但是,目前用于大规模检测蛋白质相互作用的实验技术偏向于膜蛋白。在本文中,我们基于基因调控网络模型构建了膜蛋白相互作用网络。提出了GRN模型,以了解发育过程的动态和集体控制以及膜蛋白相互作用网络的特征,包括小世界网络,无标度分布和鲁棒性及其对生物学的意义。实践证明,该方法对研究膜蛋白相互作用网络是有效的。结果表明,该方法具有很高的潜力,可以成为预测膜蛋白相互作用的有用工具。

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