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
相关论文
共 50 条
  • [21] Protein-protein interaction networks as miners of biological discovery
    Wang, Steven
    Wu, Runxin
    Lu, Jiaqi
    Jiang, Yijia
    Huang, Tao
    Cai, Yu-Dong
    PROTEOMICS, 2022, 22 (15-16)
  • [22] Virus-host protein-protein interactions of mycobacteriophage Giles
    Jitender Mehla
    Rebekah M. Dedrick
    J. Harry Caufield
    Jeroen Wagemans
    Neha Sakhawalkar
    Allison Johnson
    Graham F. Hatfull
    Peter Uetz
    Scientific Reports, 7
  • [23] SiPAN: simultaneous prediction and alignment of protein-protein interaction networks
    Alkan, Ferhat
    Erten, Cesim
    BIOINFORMATICS, 2015, 31 (14) : 2356 - 2363
  • [24] A fast approach to global alignment of protein-protein interaction networks
    Kollias G.
    Sathe M.
    Mohammadi S.
    Grama A.
    BMC Research Notes, 6 (1)
  • [25] An efficient algorithm for global alignment of protein-protein interaction networks
    Do Duc Dong
    Dang Thanh Hai
    Tran Ngoc Ha
    Dang Cao Cuong
    Hoang Xuan Huan
    2015 INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC), 2015, : 332 - 336
  • [26] A Docking Based Approach to Analyze Interaction Surfaces of Virus-Host Protein-Protein Interactions
    Matsuzaki, Yuri
    Simm, Jaak
    Uchikoga, Nobuyuki
    Akiyama, Yutaka
    BIOPHYSICAL JOURNAL, 2017, 112 (03) : 451A - 452A
  • [27] Path lengths in protein-protein interaction networks and biological complexity
    Xu, Ke
    Bezakova, Ivona
    Bunimovich, Leonid
    Yi, Soojin V.
    PROTEOMICS, 2011, 11 (10) : 1857 - 1867
  • [28] Global alignment of protein-protein interaction networks by graph matching methods
    Zaslavskiy, Mikhail
    Bach, Francis
    Vert, Jean-Philippe
    BIOINFORMATICS, 2009, 25 (12) : I259 - I267
  • [29] Protein-Protein Interaction Networks Alignment using Mathematical Model Approximation
    Kakhki, Shady Tabasi
    Naghibzadeh, Mahmoud
    Forghani, Yahya
    2018 9TH INTERNATIONAL SYMPOSIUM ON TELECOMMUNICATIONS (IST), 2018, : 133 - 138
  • [30] New horizons for antiviral drug discovery from virus-host protein interaction networks
    de Chassey, Benoit
    Meyniel-Schicklin, Laurene
    Aublin-Gex, Anne
    Andre, Patrice
    Lotteau, Vincent
    CURRENT OPINION IN VIROLOGY, 2012, 2 (05) : 606 - 613