Furthermore, we demonstrate not only that each of the two measures of topological centrality, GDC and DS, captures a statistically significant biological signal, i.e., BC and drug target genes (as described above), but also that the combination of the two centralities is even more discriminative in capturing these genes. To our knowledge, this is the first study that uses dominating sets to analyze PPI networks.