Literature DB >> 18399073

A parallel edge-betweenness clustering tool for Protein-Protein Interaction networks.

Qiaofeng Yang1, Stefano Lonardi.   

Abstract

The increasing availability of protein-protein interaction graphs (PPI) requires new efficient tools capable of extracting valuable biological knowledge from these networks. Among the wide range of clustering algorithms, Girvan and Newman's edge betweenness algorithm showed remarkable performances in discovering clustering structures in several real-world networks. Unfortunately, their algorithm suffers from high computational cost and it is impractical for inputs of the size of large PPI networks. Here we report on a novel parallel implementation of Girvan and Newman's clustering algorithm that achieves almost linear speed-up for up to 32 processors. The tool is available in the public domain from the authors' website.

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Year:  2007        PMID: 18399073     DOI: 10.1504/ijdmb.2007.011611

Source DB:  PubMed          Journal:  Int J Data Min Bioinform        ISSN: 1748-5673            Impact factor:   0.667


  7 in total

1.  Recent advances in clustering methods for protein interaction networks.

Authors:  Jianxin Wang; Min Li; Youping Deng; Yi Pan
Journal:  BMC Genomics       Date:  2010-12-01       Impact factor: 3.969

2.  Modularity detection in protein-protein interaction networks.

Authors:  Tejaswini Narayanan; Merril Gersten; Shankar Subramaniam; Ananth Grama
Journal:  BMC Res Notes       Date:  2011-12-29

3.  Community Structure Analysis of Gene Interaction Networks in Duchenne Muscular Dystrophy.

Authors:  Tejaswini Narayanan; Shankar Subramaniam
Journal:  PLoS One       Date:  2013-06-19       Impact factor: 3.240

4.  Consistent dissection of the protein interaction network by combining global and local metrics.

Authors:  Chunlin Wang; Chris Ding; Qiaofeng Yang; Stephen R Holbrook
Journal:  Genome Biol       Date:  2007       Impact factor: 13.583

5.  The modular organization of domain structures: insights into protein-protein binding.

Authors:  Antonio del Sol; Pablo Carbonell
Journal:  PLoS Comput Biol       Date:  2007-12       Impact factor: 4.475

6.  Modular architecture of protein structures and allosteric communications: potential implications for signaling proteins and regulatory linkages.

Authors:  Antonio Del Sol; Marcos J Araúzo-Bravo; Dolors Amoros; Ruth Nussinov
Journal:  Genome Biol       Date:  2007       Impact factor: 13.583

7.  Analysis of Differentially Expressed Genes in Coronary Artery Disease by Integrated Microarray Analysis.

Authors:  Meenashi Vanathi Balashanmugam; Thippeswamy Boreddy Shivanandappa; Sivagurunathan Nagarethinam; Basavaraj Vastrad; Chanabasayya Vastrad
Journal:  Biomolecules       Date:  2019-12-25
  7 in total

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