The results illustrated in Figure show that the RDKIT fingerprint allows more efficient clustering in contrast with other kinds of fingerprints and descriptors explored in this work. This observation highlights the importance of the intrinsic descriptor encoded by the RDKIT fingerprint (e.g., topology, bond order, atom types, presence of rings, ring sizes, and aromaticity of each compound) that could be used to improve the understanding of DILI events.