DocumentCode
1307136
Title
SimBioNeT: A Simulator of Biological Network Topology
Author
Di Camillo, B. ; Falda, M. ; Toffolo, G. ; Cobelli, C.
Author_Institution
Inf. Eng. Dept., Univ. of Padova, Padova, Italy
Volume
9
Issue
2
fYear
2012
Firstpage
592
Lastpage
600
Abstract
Studying biological networks at topological level is a major issue in computational biology studies and simulation is often used in this context, either to assess reverse engineering algorithms or to investigate how topological properties depend on network parameters. In both contexts, it is desirable for a topology simulator to reproduce the current knowledge on biological networks, to be able to generate a number of networks with the same properties and to be flexible with respect to the possibility to mimic networks of different organisms. We propose a biological network topology simulator, SimBioNeT, in which module structures of different type and size are replicated at different level of network organization and interconnected, so to obtain the desired degree distribution, e.g., scale free, and a clustering coefficient constant with the number of nodes in the network, a typical characteristic of biological networks. Empirical assessment of the ability of the simulator to reproduce characteristic properties of biological network and comparison with E. coli and S. cerevisiae transcriptional networks demonstrates the effectiveness of our proposal.
Keywords
biology computing; microorganisms; network topology; reverse engineering; E. coli; S. cerevisiae transcriptional networks; SimBioNeT; biological network topology simulator; clustering coefficient constant; computational biology studies; empirical assessment; mimic networks; network organization; organisms; reverse engineering algorithms; scale free; Bioinformatics; Biological system modeling; Computational biology; Context; Network topology; Topology; Biological networks; simulation.; topological properties; Algorithms; Cluster Analysis; Computational Biology; Computer Simulation; Escherichia coli; Gene Regulatory Networks; Saccharomyces cerevisiae; Software;
fLanguage
English
Journal_Title
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
Publisher
ieee
ISSN
1545-5963
Type
jour
DOI
10.1109/TCBB.2011.116
Filename
5999655
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