Supportness of the protein complex standards in PPI networks

IF 2.7 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Journal of Information and Telecommunication Pub Date : 2021-10-27 DOI:10.1080/24751839.2021.1989241
Milana Grbić, Vukasin Crnogorac, M. Predojević, Aleksandar Kartelj, Dragan Matic
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Abstract

ABSTRACT A protein complex is a collection of two or more associated proteins that interact with each other in a stable long-term interaction. Protein complexes have essential roles in regulatory processes, cellular functions and signaling cascades. This paper examines how well-known collections of protein complexes are supported in protein–protein interaction (PPI) networks, i.e. whether they form connected subnetworks in a particular PPI network. For that purpose, we apply a variable neighbourhood search (VNS) metaheuristic algorithm for adding the minimum number of interactions in order to support protein complexes. Experimental results obtained on several PPI networks (BioGRID, WI-PHI and String) and four protein complex standards (MIPS, TAP06, SGD and CYC2008) show that considered networks do not include enough PPIs to support all complexes from complex standards. Deeper analysis indicates that there exists common PPIs which are probably missing in the considered networks. These findings can be useful for further biological interpretation and developing of PPI prediction models.
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PPI网络中蛋白质复合物标准的支持性
摘要蛋白质复合体是两种或两种以上相关蛋白质的集合,它们在稳定的长期相互作用中相互作用。蛋白质复合物在调节过程、细胞功能和信号级联中具有重要作用。本文研究了众所周知的蛋白质复合物集合是如何在蛋白质-蛋白质相互作用(PPI)网络中得到支持的,即它们是否在特定的PPI网络中形成连接的子网络。为此,我们应用可变邻域搜索(VNS)元启发式算法来添加最小数量的相互作用,以支持蛋白质复合物。在几种PPI网络(BioGRID、WI-PHI和String)和四种蛋白质复合物标准(MIPS、TAP06、SGD和CYC2008)上获得的实验结果表明,所考虑的网络不包括足够的PPI来支持来自复合物标准的所有复合物。更深入的分析表明,存在常见的PPI,这些PPI可能在所考虑的网络中缺失。这些发现可用于进一步的生物学解释和PPI预测模型的开发。
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来源期刊
CiteScore
7.50
自引率
0.00%
发文量
18
审稿时长
27 weeks
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