Finally, to ensure all nodes were reachable, we added all atoms within five bonds of the proximal protein atoms and edges for all interconnecting bonds. Figure shows the final set of nodes (atoms) and edges (covalent and proximity) as well as the completed proximity graph for another protein-ligand pair with more extensive contacts. We applied a simple featurization of atoms (Table ) and bonds (Table ).