The kinase domain sequences from Modi & Dunbrack's MSA , covering 497 human kinase genes, were employed to generate protein descriptors. Only data points for kinases included in the MSA were considered, while the kinases whose sequences were absent from the MSA were excluded from the further analysis. SMILES strings were used to generate small molecule descriptors.