2024
ChemSpaceAL: An Efficient Active Learning Methodology Applied to Protein-Specific Molecular Generation
Kyro G, Morgunov A, Brent R, Batista V. ChemSpaceAL: An Efficient Active Learning Methodology Applied to Protein-Specific Molecular Generation. Journal Of Chemical Information And Modeling 2024, 64: 653-665. PMID: 38287889, DOI: 10.1021/acs.jcim.3c01456.Peer-Reviewed Original ResearchConceptsVastness of chemical spaceMolecular generationDomain of drug discoveryArtificial intelligence modelsChemical spaceIntelligence modelsLearning methodologyPython packageDrug discoverySmall molecule inhibitorsActive learning methodologiesFDA-approved small molecule inhibitorsMoleculesEfficient methodDomainSoftwareC-Abl kinase
2023
ChemSpaceAL: An efficient active learning methodology applied to protein-specific molecular generation
Kyro G, Morgunov A, Brent R, Batista V. ChemSpaceAL: An efficient active learning methodology applied to protein-specific molecular generation. Biophysical Journal 2023, 123: 283a. PMID: 37744464, PMCID: PMC10516108, DOI: 10.1016/j.bpj.2023.11.1763.Peer-Reviewed Original ResearchMolecular generationVastness of chemical spaceLearning methodologyActive learning methodologiesDomain of drug discoveryArtificial intelligence modelsChemical spaceGenerative modelIntelligence modelsPython packageDrug discoverySample spaceSmall molecule inhibitorsFDA-approved small molecule inhibitorsMoleculesEfficient methodDomainSoftwareApplicationsMethodologyC-Abl kinaseImplementationSpaceMethodTurning up the heat mimics allosteric signaling in imidazole-glycerol phosphate synthase
Maschietto F, Morzan U, Tofoleanu F, Gheeraert A, Chaudhuri A, Kyro G, Nekrasov P, Brooks B, Loria J, Rivalta I, Batista V. Turning up the heat mimics allosteric signaling in imidazole-glycerol phosphate synthase. Nature Communications 2023, 14: 2239. PMID: 37076500, PMCID: PMC10115891, DOI: 10.1038/s41467-023-37956-1.Peer-Reviewed Original ResearchConceptsEffector bindingImidazole Glycerol Phosphate SynthaseLocal amino acidsAmino acid dynamicsImidazole glycerolAllosteric drugsAllosteric activationAllosteric responsePhosphate synthaseAllosteric mechanismMode of activationEnzyme functionAmino acidsAllosteryDrug discoverySynthaseNuclear magnetic resonance spectroscopyBindingMolecular dynamics simulationsActivationAllostericCascadeDynamics simulations