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On Combinatorial Optimisation in Analysis of Protein-Protein Interaction and Protein Folding Networks

机译:蛋白质-蛋白质相互作用和蛋白质折叠网络分析中的组合优化

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Protein-protein interaction networks and protein folding networks represent prominent research topics at the intersection of bioin-formatics and network science. In this paper, we present a study of these networks from combinatorial optimisation point of view. Using a combination of classical heuristics and stochastic optimisation techniques, we were able to identify several interesting combinatorial properties of biological networks of the COSIN project. We obtained optimal or near-optimal solutions to maximum clique and chromatic number problems for these networks. We also explore patterns of both non-overlapping and overlapping cliques in these networks. Optimal or near-optimal solutions to partitioning of these networks into non-overlapping cliques and to maximum independent set problem were discovered. Maximal cliques are explored by enumerative techniques. Domination in these networks is briefly studied, too. Applications and extensions of our findings are discussed.
机译:蛋白质-蛋白质相互作用网络和蛋白质折叠网络代表了生物信息学和网络科学交叉领域的重要研究课题。在本文中,我们将从组合优化的角度对这些网络进行研究。结合经典启发式方法和随机优化技术,我们能够确定COSIN项目生物网络的几个有趣的组合特性。我们为这些网络的最大集团和色数问题获得了最佳或接近最优的解决方案。我们还将探讨这些网络中不重叠和重叠的集团的模式。发现了将这些网络划分为非重叠集团和最大独立集问题的最优或接近最优的解决方案。通过枚举技术来探索最大集团。对这些网络中的统治力也进行了简要的研究。讨论了我们研究结果的应用和扩展。

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