We proposed a network-based method PhenoNet to calculate the similarity between phenotypes.  PhenoNet was evaluated on two independent evaluation datasets: gene ontology and gene expression data.  The result shows that PhenoNet performs better than the state-of-art methods on all evaluation tests.
PhenoNet