In this section, we present the results of the construction of the MetAP-DB database followed by a descriptive analysis of MetAP-DB and its chemoinformatic characterization in terms of physicochemical properties. We also present the results of the clustering power of the metal-based fingerprints proposed herein, and their application to create chemical space representations.