QNet: A Tool for Querying Protein Interaction Networks. 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. 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 9 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.
Keywords for this software
References in zbMATH (referenced in 10 articles )
Showing results 1 to 10 of 10.
- Rubert, Diego P.; Araujo, Eloi; Stefanes, Marco A.; Stoye, Jens; Martinez, Fábio V.: Searching and inferring colorful topological motifs in vertex-colored graphs (2020)
- Pinter, Ron Y.; Shachnai, Hadas; Zehavi, Meirav: Improved parameterized algorithms for network query problems (2019)
- Keith, Jonathan M. (ed.): Bioinformatics. Volume II: structure, function, and applications (2017)
- Shachnai, Hadas; Zehavi, Meirav: A multivariate framework for weighted FPT algorithms (2017)
- Pinter, Ron Y.; Shachnai, Hadas; Zehavi, Meirav: Partial information network queries (2015)
- Shachnai, Hadas; Zehavi, Meirav: A multivariate approach for weighted FPT algorithms (2015)
- Pinter, Ron Y.; Zehavi, Meirav: Algorithms for topology-free and alignment network queries (2014)
- Zheng, Weiguo; Zou, Lei; Lian, Xiang; Zhang, Huaming; Wang, Wei; Zhao, Dongyan: SQBC: an efficient subgraph matching method over large and dense graphs (2014)
- Hüffner, Falk; Wernicke, Sebastian; Zichner, Thomas: Algorithm engineering for color-coding with applications to signaling pathway detection (2008)
- Dost, Banu; Shlomi, Tomer; Gupta, Nitin; Ruppin, Eytan; Bafna, Vineet; Sharan, Roded: QNet: A tool for querying protein interaction networks (2007) ioport