title: Role of Chemical Reactivity and Transition State Modeling for Virtual Screening.
abstract: Every drug discovery research program involves synthesis of a novel and potential drug molecule utilizing atom efficient, economical and environment friendly synthetic strategies. The current work focuses on the role of the reactivity based fingerprints of compounds as filters for virtual screening using a tool ChemScore. A reactant-like (RLS) and a product- like (PLS) score can be predicted for a given compound using the binary fingerprints derived from the numerous known organic reactions which capture the molecule-molecule interactions in the form of addition, substitution, rearrangement, elimination and isomerization reactions. The reaction fingerprints were applied to large databases in biology and chemistry, namely ChEMBL, KEGG, HMDB, DSSTox, and the Drug Bank database. A large network of 1113 synthetic reactions was constructed to visualize and ascertain the reactant product mappings in the chemical reaction space. The cumulative reaction fingerprints were computed for 4000 molecules belonging to 29 therapeutic classes of compounds, and these were found capable of discriminating between the cognition disorder related and anti-allergy compounds with reasonable accuracy of 75% and AUC 0.8. In this study, the transition state based fingerprints were also developed and used effectively for virtual screening in drug related databases. The methodology presented here provides an efficient handle for the rapid scoring of molecular libraries for virtual screening.
authors.affiliation: Digital Information Resource Centre (DIRC) & Centre of Excellence in Scientific Computing (CoESC) CSIR-National Chemical Laboratory Pune - 411008 India. m.karthikeyan@ncl.res.in.
authors.forename: Muthukumarasamy
authors.initials: M
authors.lastname: Karthikeyan
authors.forename: Renu
authors.initials: R
authors.lastname: Vyas
authors.forename: Sanjeev S
authors.initials: SS
authors.lastname: Tambe
authors.forename: Deepthi
authors.initials: D
authors.lastname: Radhamohan
authors.forename: Bhaskar D
authors.initials: BD
authors.lastname: Kulkarni
mesh_terms: D001711:Biotransformation; D003198:Computer Simulation; D062313:Databases, Pharmaceutical; D004353:Drug Evaluation, Preclinical; D015394:Molecular Structure; D017239:Paclitaxel / Q000737:chemistry; D012984:Software
chemical_list: D017239:Paclitaxel