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Table 2 Main features of 20 typical clustering algorithms for extracting clusters from protein interaction networks.

From: Recent advances in clustering methods for protein interaction networks

Authors

Methods

Weighted graphs supported

Overlapping clusters supported

Objective

Web-Tool Available

Girvan and Newman 2002 (G-N)

Hierarchical clustering based on betweenness

  

Functional module

Upon request

Van Dongen S 2000, Enright et al.2002 (MCL)

Flow simulation

√

 

Protein family detection

http://micans.org/mcl/

Spirin and Mirny 2003 (SPC)

Hierarchical

√

 

Protein complex

http://www.vcclab.org/lab/spc/

Bader and Hogue 2003 (MCODE)

Local neighbourhood density search

 

√

Protein complex

http://baderlab.org/Software/MCODE

King et al. 2004 (RNSC)

Local search cost based

  

Protein complex

upon request

Radicchi et al. 2004 (self contained G-N)

Hierarchical, module definition

  

Strong module or weak module

upon request

Pržulj et al. 2004

Minimum cut (HCS)

  

Protein complex

upon request

Palla et al. 2005 (CPM)

Clique Percolation

 

√

Protein complex; functional module

http://www.cfinder.org/

Li et al. 2005 (LCMA)

Local clique merging

 

√

Protein complex

upon request

Altaf-UI-Amin et al. 2006 (DPClus)

Local density and periphery search

 

√

Protein complex

http://kanaya.naist.jp/DPClus/

Hwang et al. 2006 (STM)

signal transduction

 

√

Functional module

upon request

Zotenko et al. 2006 (COD)

Complex Overlap Decomposition

 

√

Protein complex

upon request

Luo et al. 2007 (MoNet)

Hierarchical, module definition

 

√

Functional module

upon request

Cho et al. 2007 (Semantic integration)

flow-based clustering and Semantic integration

√

√

Functional module

upon request

Ulitsky and Shamir 2007 (MATISSE)

Module Analysis via Topology of Interactions and Similarity

√

√

Functional module

http://acgt.cs.tau.ac.il/matisse/

Gregory 2007 (CONGA)

split betweenness

 

√

Functional module

upon request

Li et al.2008 (IPCA)

Local density and distance-based search

 

√

Protein complex

http://netlab.csu.edu.cn/bioinformatics/limin/IPCA/

Mete et al. 2008 (SCAN)

structural clustering based on common neighbors

 

√

Functional module

upon request

Turanalp and Can 2008 (PPISpan)

gSpan

√

√

Frequent patterns

http://bioserver.ceng.metu.edu.tr/PPISpan/

Li et al. 2009 (HC-Wpin)

Hierarchical clustering based on local metric

√

 

Functional module

http://netlab.csu.edu.cn/bioinformatics/limin/HC-PIN/