Effect of sampling on topology predictions of protein-protein interaction networks
- 1 July 2005
- journal article
- research article
- Published by Springer Nature in Nature Biotechnology
- Vol. 23 (7) , 839-844
- https://doi.org/10.1038/nbt1116
Abstract
Currently available protein-protein interaction (PPI) network or 'interactome' maps, obtained with the yeast two-hybrid (Y2H) assay or by co-affinity purification followed by mass spectrometry (co-AP/MS), only cover a fraction of the complete PPI networks. These partial networks display scale-free topologies–most proteins participate in only a few interactions whereas a few proteins have many interaction partners. Here we analyze whether the scale-free topologies of the partial networks obtained from Y2H assays can be used to accurately infer the topology of complete interactomes. We generated four theoretical interaction networks of different topologies (random, exponential, power law, truncated normal). Partial sampling of these networks resulted in sub-networks with topological characteristics that were virtually indistinguishable from those of currently available Y2H-derived partial interactome maps. We conclude that given the current limited coverage levels, the observed scale-free topology of existing interactome maps cannot be confidently extrapolated to complete interactomes.Keywords
This publication has 50 references indexed in Scilit:
- Evidence for dynamically organized modularity in the yeast protein–protein interaction networkNature, 2004
- Network biology: understanding the cell's functional organizationNature Reviews Genetics, 2004
- A Map of the Interactome Network of the Metazoan C. elegansScience, 2004
- A Protein Interaction Map of Drosophila melanogasterScience, 2003
- C. elegans ORFeome version 1.1: experimental verification of the genome annotation and resource for proteome-scale protein expressionNature Genetics, 2003
- Modeling the Internet's large-scale topologyProceedings of the National Academy of Sciences, 2002
- A comprehensive two-hybrid analysis to explore the yeast protein interactomeProceedings of the National Academy of Sciences, 2001
- Exploring complex networksNature, 2001
- Scale-free characteristics of random networks: the topology of the world-wide webPhysica A: Statistical Mechanics and its Applications, 2000
- A comprehensive analysis of protein–protein interactions in Saccharomyces cerevisiaeNature, 2000