Literature DB >> 21867496

Exploiting bounded signal flow for graph orientation based on cause-effect pairs.

Britta Dorn1, Falk Hüffner, Dominikus Krüger, Rolf Niedermeier, Johannes Uhlmann.   

Abstract

BACKGROUND: We consider the following problem: Given an undirected network and a set of sender-receiver pairs, direct all edges such that the maximum number of "signal flows" defined by the pairs can be routed respecting edge directions. This problem has applications in understanding protein interaction based cell regulation mechanisms. Since this problem is NP-hard, research so far concentrated on polynomial-time approximation algorithms and tractable special cases.
RESULTS: We take the viewpoint of parameterized algorithmics and examine several parameters related to the maximum signal flow over vertices or edges. We provide several fixed-parameter tractability results, and in one case a sharp complexity dichotomy between a linear-time solvable case and a slightly more general NP-hard case. We examine the value of these parameters for several real-world network instances.
CONCLUSIONS: Several biologically relevant special cases of the NP-hard problem can be solved to optimality. In this way, parameterized analysis yields both deeper insight into the computational complexity and practical solving strategies.

Entities:  

Year:  2011        PMID: 21867496      PMCID: PMC3189099          DOI: 10.1186/1748-7188-6-21

Source DB:  PubMed          Journal:  Algorithms Mol Biol        ISSN: 1748-7188            Impact factor:   1.405


  7 in total

Review 1.  Biological networks.

Authors:  Eric Alm; Adam P Arkin
Journal:  Curr Opin Struct Biol       Date:  2003-04       Impact factor: 6.809

2.  The Database of Interacting Proteins: 2004 update.

Authors:  Lukasz Salwinski; Christopher S Miller; Adam J Smith; Frank K Pettit; James U Bowie; David Eisenberg
Journal:  Nucleic Acids Res       Date:  2004-01-01       Impact factor: 16.971

3.  Physical network models.

Authors:  Chen-Hsiang Yeang; Trey Ideker; Tommi Jaakkola
Journal:  J Comput Biol       Date:  2004       Impact factor: 1.479

4.  Topology-free querying of protein interaction networks.

Authors:  Sharon Bruckner; Falk Hüffner; Richard M Karp; Ron Shamir; Roded Sharan
Journal:  J Comput Biol       Date:  2010-03       Impact factor: 1.479

Review 5.  Modeling cellular machinery through biological network comparison.

Authors:  Roded Sharan; Trey Ideker
Journal:  Nat Biotechnol       Date:  2006-04       Impact factor: 54.908

6.  Efficient parameterized algorithms for biopolymer structure-sequence alignment.

Authors:  Yinglei Song; Chunmei Liu; Xiuzhen Huang; Russell L Malmberg; Ying Xu; Liming Cai
Journal:  IEEE/ACM Trans Comput Biol Bioinform       Date:  2006 Oct-Dec       Impact factor: 3.710

7.  Discovering pathways by orienting edges in protein interaction networks.

Authors:  Anthony Gitter; Judith Klein-Seetharaman; Anupam Gupta; Ziv Bar-Joseph
Journal:  Nucleic Acids Res       Date:  2010-11-24       Impact factor: 16.971

  7 in total

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