 Indeed, power graph analysis can be seen as a loss-less 
simultaneous clustering of both nodes and edges.Power Graph Analysis has been shown to be useful for the analysis of several types of biological networks such as Protein-protein interaction networks, domain-peptide binding motifs, Gene regulatory networks and Homology/Paralogy networks.Also a network of significant disease-trait pairs have been recently visualized and analyzed with Power Graphs.