QNet: A tool for querying protein interaction networks

被引:58
|
作者
Dost, Banu [1 ]
Shlomi, Tomer [2 ]
Gupta, Nitin [1 ]
Ruppin, Eytan [2 ,3 ]
Bafna, Vineet [1 ]
Sharan, Roded [2 ]
机构
[1] Univ Calif San Diego, La Jolla, CA 92093 USA
[2] Tel Aviv Univ, Sch Comp Sci, IL-69978 Tel Aviv, Israel
[3] Tel Aviv Univ, Sch Med, IL-69978 Tel Aviv, Israel
关键词
algorithms; network alignment; dynamic programming; gene expression; gene networks;
D O I
10.1089/cmb.2007.0172
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Molecular interaction databases can be used to study the evolution of molecular pathways across species. Querying such pathways is a challenging computational problem, and recent efforts have been limited to simple queries (paths), or simple networks (forests). In this paper, we significantly extend the class of pathways that can be efficiently queried to the case of trees, and graphs of bounded treewidth. Our algorithm allows the identification of non-exact (homeomorphic) matches, exploiting the color coding technique of Alon et al. (1995). We implement a tool for tree queries, called QNet, and test its retrieval properties in simulations and on real network data. We show that QNet searches queries with up to nine proteins in seconds on current networks, and outperforms sequence-based searches. We also use QNet to perform the first large-scale cross-species comparison of protein complexes, by querying known yeast complexes against a fly protein interaction network. This comparison points to strong conservation between the two species, and underscores the importance of our tool in mining protein interaction networks.
引用
收藏
页码:913 / 925
页数:13
相关论文
共 50 条
  • [1] QNet: A tool for querying protein interaction networks
    Dost, Banu
    Shlomi, Tomer
    Gupta, Nitin
    Ruppin, Eytan
    Bafna, Vineet
    Sharan, Roded
    RESEARCH IN COMPUTATIONAL MOLECULAR BIOLOGY, PROCEEDINGS, 2007, 4453 : 1 - +
  • [2] Querying Protein-Protein Interaction Networks
    Blin, Guillaume
    Sikora, Florian
    Vialette, Stephane
    BIOINFORMATICS RESEARCH AND APPLICATIONS: 5TH INTERNATIONAL SYMPOSIUM, ISBRA 2009, 2009, 5542 : 52 - 62
  • [3] Topology-Free Querying of Protein Interaction Networks
    Bruckner, Sharon
    Hueffner, Falk
    Karp, Richard M.
    Shamir, Ron
    Sharan, Roded
    RESEARCH IN COMPUTATIONAL MOLECULAR BIOLOGY, PROCEEDINGS, 2009, 5541 : 74 - +
  • [4] Topology-Free Querying of Protein Interaction Networks
    Bruckner, Sharon
    Hueffner, Falk
    Karp, Richard M.
    Shamir, Ron
    Sharan, Roded
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2010, 17 (03) : 237 - 252
  • [5] Torque: topology-free querying of protein interaction networks
    Bruckner, Sharon
    Huffner, Falk
    Karp, Richard M.
    Shamir, Ron
    Sharan, Roded
    NUCLEIC ACIDS RESEARCH, 2009, 37 : W106 - W108
  • [6] Querying Pathways in Protein Interaction Networks Based on Hidden Markov Models
    Qian, Xiaoning
    Sze, Sing-Hoi
    Yoon, Byung-Jun
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2009, 16 (02) : 145 - 157
  • [7] Modeling and querying biomolecular interaction networks
    Chabrier-Rivier, N
    Chiaverini, M
    Danos, V
    Fages, F
    Schächter, V
    THEORETICAL COMPUTER SCIENCE, 2004, 325 (01) : 25 - 44
  • [8] PathBLAST: a tool for alignment of protein interaction networks
    Kelley, BP
    Yuan, BB
    Lewitter, F
    Sharan, R
    Stockwell, BR
    Ideker, T
    NUCLEIC ACIDS RESEARCH, 2004, 32 : W83 - W88
  • [9] ProtNet: a tool for stochastic simulations of protein interaction networks dynamics
    Massimo Bernaschi
    Filippo Castiglione
    Alessandra Ferranti
    Caius Gavrila
    Michele Tinti
    Gianni Cesareni
    BMC Bioinformatics, 8
  • [10] ProtNet: a tool for stochastic simulations of protein interaction networks dynamics
    Bernaschi, Massimo
    Castiglione, Filippo
    Ferranti, Alessandra
    Gavrila, Caius
    Tinti, Michele
    Cesareni, Gianni
    BMC BIOINFORMATICS, 2007, 8 (Suppl 1)