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2008 | OriginalPaper | Chapter

Multi-functional Protein Clustering in PPI Networks

Authors : Clara Pizzuti, Simona E. Rombo

Published in: Bioinformatics Research and Development

Publisher: Springer Berlin Heidelberg

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Protein-Protein Interaction (PPI) networks contain valuable information for the isolation of groups of proteins that participate in the same biological function. Many proteins play different roles in the cell by taking part in several processes, but isolating the different processes in which a protein is involved is often a difficult task. In this paper we present a method based on a greedy local search technique to detect functional modules in PPI graphs. The approach is conceived as a generalization of the algorithm PINCoC to generate overlapping clusters of the interaction graph in input. Due to this peculiarity, multi-facets proteins are allowed to belong to different groups corresponding to different biological processes. A comparison of the results obtained by our method with those of other well known clustering algorithms shows the capability of our approach to detect different and meaningful functional modules.

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Metadata
Title
Multi-functional Protein Clustering in PPI Networks
Authors
Clara Pizzuti
Simona E. Rombo
Copyright Year
2008
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-540-70600-7_24