Alignment of biological networks by integer linear programming: virus-host protein-protein interaction networks

被引:3
|
作者
Llabres, Merce [1 ,2 ]
Riera, Gabriel [1 ,2 ]
Rossello, Francesc [1 ,2 ]
Valiente, Gabriel [3 ]
机构
[1] Univ Balearic Isl, Dept Math & Comp Sci, E-07122 Palma De Mallorca, Spain
[2] Balearic Isl Hlth Res Inst, E-07010 Palma De Mallorca, Spain
[3] Tech Univ Catalonia, Algorithms Bioinformat Complex & Formal Methods R, E-08034 Barcelona, Spain
关键词
Systems biology; Virus-host protein-protein interaction; Integer linear programming; Network alignment; Graph matching; RESOURCE;
D O I
10.1186/s12859-020-03733-w
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
BackgroundThe alignment of protein-protein interaction networks was recently formulated as an integer quadratic programming problem, along with a linearization that can be solved by integer linear programming software tools. However, the resulting integer linear program has a huge number of variables and constraints, rendering it of no practical use.ResultsWe present a compact integer linear programming reformulation of the protein-protein interaction network alignment problem, which can be solved using state-of-the-art mathematical modeling and integer linear programming software tools, along with empirical results showing that small biological networks, such as virus-host protein-protein interaction networks, can be aligned in a reasonable amount of time on a personal computer and the resulting alignments are structurally coherent and biologically meaningful.ConclusionsThe implementation of the integer linear programming reformulation using current mathematical modeling and integer linear programming software tools provided biologically meaningful alignments of virus-host protein-protein interaction networks.
引用
收藏
页数:14
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