Global alignment of multiple protein interaction networks with application to functional orthology detection
Massachusetts Institute of Technology · Toyota Technological Institute at Chicago
Abstract
Protein-protein interactions (PPIs) and their networks play a central role in all biological processes. Akin to the complete sequencing of genomes and their comparative analysis, complete descriptions of interactomes and their comparative analysis is fundamental to a deeper understanding of biological processes. A first step in such an analysis is to align two or more PPI networks. Here, we introduce an algorithm, IsoRank, for global alignment of multiple PPI networks. The guiding intuition here is that a protein in one PPI network is a good match for a protein in another network if their respective sequences and neighborhood topologies are a good match. We encode this intuition as an eigenvalue problem in a…
Citation impact
- FWCI
- 9.83
- Percentile
- 100%
- References
- 24
Authors
3Topics & keywords
- Computer science
- Computational biology
- Biological network
- ENCODE
- Caenorhabditis elegans
- Sequence alignment
- Genome
- Multiple sequence alignment