Scientific Reports · 2015 · 46 citations · 41 references
PharmacyMedicinal ChemistryPharmacologyComputational ChemistryDrug DesignDrug DiscoveryChemical Library DesignChemical Space AnalysisChemical Space ExplorationComputational Drug DiscoveryHit DiscoveryVirtual ScreeningChemical Space DesignCollective Knowledge WorkComputational ScreeningComputer-aided Drug DiscoveryKinase Inhibitor Library DesignOpen Innovation PartnershipsTyrosine Kinase InhibitionTyrosine Kinase Receptors
A search of broader range of chemical space is important for drug discovery. Different methods of computer-aided drug discovery (CADD) are known to propose compounds in different chemical spaces as hit molecules for the same target protein. This study aimed at using multiple CADD methods through open innovation to achieve a level of hit molecule diversity that is not achievable with any particular single method. We held a compound proposal contest, in which multiple research groups participated and predicted inhibitors of tyrosine-protein kinase Yes. This showed whether collective knowledge based on individual approaches helped to obtain hit compounds from a broad range of chemical space and whether the contest-based approach was effective.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Helen M. Berman · Nucleic Acids Research · 2000 · 39.8K citations
ChEMBL: a large-scale bioactivity database for drug discovery
Anna Gaulton, Louisa J. Bellis, A. Patrícia Bento et al. · Nucleic Acids Research · 2011 · 4.5K citations · Full text