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

被引:2
|
作者
Chalupa, David [1 ]
机构
[1] Univ Hull, Dept Comp Sci, Cottingham Rd, Kingston Upon Hull HU6 7RX, N Humberside, England
关键词
Combinatorial optimisation; Protein-Protein interaction networks; Protein folding networks; Hybrid heuristics; ALGORITHMS;
D O I
10.1007/978-3-319-31204-0_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Protein-protein interaction networks and protein folding networks represent prominent research topics at the intersection of bioinformatics 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.
引用
收藏
页码:91 / 105
页数:15
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