These similarity scores change even more significantly for the bio-active molecules since they are more complex. Moreover, converting molecules into fingerprints would encounter information loss, and therefore one cannot decode fingerprints back into molecules. In contrast, SIMCOMP uses a graph method; it converts molecules into unique graphs with indexed vertices, and encoding from molecules and decoding into molecules are both possible. Therefore, we chose SIMCOMP over ECFP for molecular similarity comparison.