title: Incorporating Virtual Reactions into a Logic-based Ligand-based Virtual Screening Method to Discover New Leads.
abstract: The use of virtual screening has become increasingly central to the drug development pipeline, with ligand-based virtual screening used to screen databases of compounds to predict their bioactivity against a target. These databases can only represent a small fraction of chemical space, and this paper describes a method of exploring synthetic space by applying virtual reactions to promising compounds within a database, and generating focussed libraries of predicted derivatives. A ligand-based virtual screening tool Investigational Novel Drug Discovery by Example (INDDEx) is used as the basis for a system of virtual reactions. The use of virtual reactions is estimated to open up a potential space of 1.21×1012potential molecules. A de novo design algorithm known as Partial Logical-Rule Reactant Selection (PLoRRS) is introduced and incorporated into the INDDEx methodology. PLoRRS uses logical rules from the INDDEx model to select reactants for the de novo generation of potentially active products. The PLoRRS method is found to increase significantly the likelihood of retrieving molecules similar to known actives with ap-value of 0.016. Case studies demonstrate that the virtual reactions produce molecules highly similar to known actives, including known blockbuster drugs.
authors.affiliation: Department of Bioinformatics, Imperial College London, South Kensington Campus London SW7 2AZ, UK.
authors.forename: Christopher R
authors.initials: CR
authors.lastname: Reynolds
authors.affiliation: Department of Computing, Imperial College London, South Kensington Campus London SW7 2AZ, UK.
authors.forename: Stephen H
authors.initials: SH
authors.lastname: Muggleton
authors.affiliation: Department of Bioinformatics, Imperial College London, South Kensington Campus London SW7 2AZ, UK.
authors.forename: Michael J E
authors.initials: MJ
authors.lastname: Sternberg
keywords: Ligand; Machine learning; Reactions; Synthesis; Virtual screening