Methods in Molecular Biology 1705 Alexander Heifetz Editor Computational Methods for GPCR Drug Discovery M M B ETHODS IN OLECULAR IO LO GY SeriesEditor JohnM.Walker School of Lifeand MedicalSciences University ofHertfordshire Hatfield, Hertfordshire,AL109AB,UK Forfurther volumes: http://www.springer.com/series/7651 Computational Methods for GPCR Drug Discovery Edited by Alexander Heifetz Evotec (UK) Ltd., Abingdon, Oxfordshire, UK Editor AlexanderHeifetz Evotec(UK)Ltd. Abingdon,Oxfordshire,UK ISSN1064-3745 ISSN1940-6029 (electronic) MethodsinMolecularBiology ISBN978-1-4939-7464-1 ISBN978-1-4939-7465-8 (eBook) https://doi.org/10.1007/978-1-4939-7465-8 LibraryofCongressControlNumber:2017957977 ©SpringerScience+BusinessMediaLLC2018 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthematerialis concerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation,broadcasting,reproduction onmicrofilmsorinanyotherphysicalway,andtransmissionorinformationstorageandretrieval,electronicadaptation, computersoftware,orbysimilarordissimilarmethodologynowknownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublicationdoesnotimply, evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevantprotectivelawsandregulations andthereforefreeforgeneraluse. 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Preface Gprotein-coupledreceptors(GPCRs)haveenormousphysiologicalandbiomedicalimpor- tance,beingtheprimarysiteofactionofapproximately40%ofprescribeddrugs.Although the human genome encodes more than 850 different GPCR proteins, to date drugs have onlybeendevelopedagainst50ofthese.Thus,thereisauniqueopportunitytodesignnew therapies for a huge number of unexploited but potentially tractable targets. Recent advances in GPCR pharmacology and structural biology together with developments in computational modeling have resulted in a resurgence in the number of GPCR drug discoverycampaigns. Thisbookprovidesauniqueoverviewofmoderncomputationalstrategiesandtechni- quesemployedinthefieldofGPCRdrugdiscovery,includingstructure-andligand-based approaches and cheminformatics. It is demonstrated how these computational approaches can be used to address key issues in drug discovery such as receptor structure modeling, protein-ligandinteractions,GPCRfunction,flexibilityanddynamics,ligandbindingkinet- ics, positions of water molecules and their role in ligand binding, calculation of the free energy of binding (affinity), prediction of the effects of mutations on ligand binding, interconversionbetweenagonistsandantagonists,deorphanizationofGPCRs,anddiscov- ery of biased and allosteric modulators. A review of these techniques will allow a diverse audience, including structural and molecular biologists, computational and medicinal che- mists,pharmacologistsanddrugdesigners,tonavigatethroughandeffectivelydeploythese advances. Abingdon,Oxfordshire,UK AlexanderHeifetz v Contents Preface ..................................................................... v Contributors................................................................. ix 1 CurrentandFutureChallengesinGPCRDrugDiscovery ................... 1 SidTopiol 2 CharacterizationofLigandBindingtoGPCRs ThroughComputationalMethods ........................................ 23 SilvanaVasile,MauricioEsguerra,WillemJespers,AnaOliveira, JessicaSallander,JohanA˚qvist,andHugoGutie´rrez-de-Tera´n 3 BreakthroughinGPCRCrystallographyandItsImpact onComputer-AidedDrugDesign ........................................ 45 AntonellaCiancettaandKennethA.Jacobson 4 AStructuralFrameworkforGPCRChemogenomics: What’sInaResidueNumber?............................................ 73 Ma´rtonVass,AlbertJ.Kooistra,StefanVerhoeven, DavidGloriam,IwanJ.P.deEsch,andChrisdeGraaf 5 GPCRHomologyModelGenerationforLeadOptimization................. 115 ChristoferS.Tautermann 6 GPCRs:WhatCanWeLearnfromMolecularDynamicsSimulations? ......... 133 NaushadVelgy,GeorgeHedger,andPhilipC.Biggin 7 MethodsofExploringProtein–LigandInteractionstoGuide MedicinalChemistryEfforts ............................................. 159 PaulLabute 8 ExploringGPCR-LigandInteractionswiththeFragment MolecularOrbital(FMO)Method........................................ 179 EwaI.Chudyk,LaurieSarrat,MatteoAldeghi,DmitriG.Fedorov, MikeJ.Bodkin,TimJames,MichelleSouthey,RogerRobinson, InakiMorao,andAlexanderHeifetz 9 MolecularBasisofLigandDissociationfromGProtein-Coupled ReceptorsandPredictingResidenceTime.................................. 197 DongGuoandAdriaanP.IJzerman 10 Methodologiesfor theExaminationofWaterinGPCRs..................... 207 AndreaBortolato,BenjaminG.Tehan,RobertT.Smith, andJonathanS.Mason 11 MethodsforVirtualScreeningofGPCRTargets:Approaches andChallenges ......................................................... 233 JasonB.Cross 12 ApproachesforDifferentiationandInterconvertingGPCR AgonistsandAntagonists................................................ 265 PrzemysławMiszta,JakubJakowiecki,EwelinaRutkowska MariaTurant,DorotaLatek,andSławomirFilipek vii viii Contents 13 OpportunitiesandChallengesintheDiscoveryofAllosteric ModulatorsofGPCRs................................................... 297 DamianBartuzi,AgnieszkaA.Kaczor,andDariuszMatosiuk 14 ChallengesandOpportunitiesinDrugDiscoveryofBiasedLigands .......... 321 IsmaelRodrı´guez-Espigares, AgnieszkaA.Kaczor,TomaszMaciej Stepniewski,andJanaSelent 15 SynergisticUseofGPCRModelingandSDMExperiments toUnderstandLigandBinding........................................... 335 AndrewPotterton,AlexanderHeifetz,andAndreaTownsend-Nicholson 16 ComputationalSupportofMedicinalChemistryinIndustrialSettings ........ 345 DanielF.Ortwine 17 InvestigatingSmall-MoleculeLigandBindingtoGProtein-Coupled ReceptorswithBiasedorUnbiasedMolecularDynamicsSimulations ......... 351 KristenA.MarinoandMartaFilizola 18 Ligand-BasedMethodsinGPCRComputer-AidedDrugDesign............. 365 PaulC.D.HawkinsandGuntherStahl 19 ComputationalMethodsUsedinHit-to-LeadandLeadOptimization StagesofStructure-BasedDrugDiscovery................................. 375 AlexanderHeifetz,MichelleSouthey,InakiMorao AndreaTownsend-Nicholson,andMikeJ.Bodkin 20 Cheminformatics intheServiceofGPCRDrugDiscovery................... 395 TimJames 21 ModelingandDeorphanizationofOrphanGPCRs ......................... 413 ConstantinoDiaz,PatriciaAngelloz-Nicoud,andEmiliePihan Index ...................................................................... 431 Contributors MATTEOALDEGHI (cid:1) Evotec(UK)Ltd.,Abingdon,Oxfordshire,UK PATRICIAANGELLOZ-NICOUD (cid:1) ResearchInformatics,Evotec(France)SAS,Toulouse,France ˚ JOHANAQVIST (cid:1) DepartmentofCellandMolecularBiology,UppsalaUniversity,Biomedical Center,Uppsala,Sweden DAMIAN BARTUZI (cid:1) DepartmentofSynthesisandChemicalTechnologyofPharmaceutical SubstanceswithComputerModellingLab,MedicalUniversityofLublin,Lublin,Poland PHILIP C.BIGGIN (cid:1) DepartmentofBiochemistry,StructuralBioinformaticsand ComputationalBiochemistry,UniversityofOxford,Oxford,UK MIKEJ.BODKIN (cid:1) Evotec(UK)Ltd.,Abingdon,Oxfordshire,UK ANDREA BORTOLATO (cid:1) HeptaresTherapeuticsLtd.,WelwynGardenCity,Hertfordshire,UK EWAI.CHUDYK (cid:1) Evotec(UK)Ltd.,Abingdon,Oxfordshire,UK ANTONELLACIANCETTA (cid:1) MolecularRecognitionSection,LaboratoryofBioorganic Chemistry,NationalInstituteofDiabetesandDigestiveandKidneyDiseases,National InstitutesofHealth,Bethesda,MD,USA JASON B.CROSS (cid:1) UniversityofTexasMDAndersonCancerCenter,Houston,TX,USA CONSTANTINODIAZ (cid:1) ResearchInformatics,Evotec(France)SAS,Toulouse,France IWANJ.P.DEESCH (cid:1) DepartmentofMedicinalChemistry,AmsterdamInstituteforMolecules MedicinesandSystems,VrijeUniversiteitAmsterdam,Amsterdam,TheNetherlands MAURICIO ESGUERRA (cid:1) DepartmentofCellandMolecularBiology,UppsalaUniversity, BiomedicalCenter,Uppsala,Sweden DMITRIG.FEDOROV (cid:1) CD-FMat,NationalInstituteofAdvancedIndustrialScienceand Technology(AIST),Ibaraki,Japan SŁAWOMIRFILIPEK (cid:1) BiologicalandChemicalResearchCentre,FacultyofChemistry, UniversityofWarsaw,Warsaw,Poland MARTAFILIZOLA (cid:1) DepartmentofPharmacologicalSciences,IcahnSchoolofMedicineat MountSinai,NewYork,NY,USA DAVIDGLORIAM (cid:1) DepartmentofDrugDesignandPharmacology,Universityof Copenhagen,Copenhagen,Denmark CHRISDE GRAAF (cid:1) DepartmentofMedicinalChemistry,AmsterdamInstituteforMolecules MedicinesandSystems,VrijeUniversiteitAmsterdam,Amsterdam,TheNetherlands DONGGUO (cid:1) JiangsuKeyLaboratoryofNewDrugResearchandClinicalPharmacy, XuzhouMedicalUniversity,Xuzhou,Jiangsu,China HUGOGUTIE´RREZ-DE-TERA´N (cid:1) DepartmentofCellandMolecularBiology,Uppsala University,BiomedicalCenter,Uppsala,Sweden PAULC.D.HAWKINS (cid:1) OpenEyeScientificSoftware,SantaFe,NM,USA GEORGEHEDGER (cid:1) DepartmentofBiochemistry,StructuralBioinformaticsand ComputationalBiochemistry,UniversityofOxford,Oxford,UK ALEXANDERHEIFETZ (cid:1) Evotec(UK)Ltd.,Oxfordshire,UK;DivisionofBiosciences,Research DepartmentofStructuralandMolecularBiology,InstituteofStructuralandMolecular Biology,UniversityCollegeLondon,London,UK ADRIAANP.IJZERMAN (cid:1) DivisionofMedicinalChemistry,LeidenAcademicCentreforDrug Research(LACDR),LeidenUniversity,Leiden,TheNetherlands ix x Contributors KENNETHA.JACOBSON (cid:1) MolecularRecognitionSection,LaboratoryofBioorganicChemistry, NationalInstituteofDiabetesandDigestiveandKidneyDiseases,NationalInstitutesof Health,Bethesda,MD,USA JAKUB JAKOWIECKI (cid:1) BiologicalandChemicalResearchCentre,FacultyofChemistry, UniversityofWarsaw,Warsaw,Poland TIMJAMES (cid:1) Evotec(UK)Ltd.,Abingdon,Oxfordshire,UK WILLEMJESPERS (cid:1) DepartmentofCellandMolecularBiology,UppsalaUniversity, BiomedicalCenter,Uppsala,Sweden AGNIESZKAA.KACZOR (cid:1) DepartmentofSynthesisandChemicalTechnologyof PharmaceuticalSubstanceswithComputerModellingLab,FacultyofPharmacywith DivisionofMedicalAnalytics,MedicalUniversityofLublin,Lublin,Poland;Department ofPharmaceuticalChemistry,SchoolofPharmacy,UniversityofEasternFinland,Kuopio, Finland ALBERTJ.KOOISTRA (cid:1) DepartmentofMedicinalChemistry,AmsterdamInstitutefor MoleculesMedicinesandSystems,VrijeUniversiteitAmsterdam,Amsterdam,The Netherlands;CentreforMolecularandBiomolecularInformatics(CMBI),Radboud UniversityMedicalCenter,Nijmegen,TheNetherlands PAULLABUTE (cid:1) ChemicalComputingGroupInc.,Montreal,QC,Canada DOROTALATEK (cid:1) BiologicalandChemicalResearchCentre,FacultyofChemistry,University ofWarsaw,Warsaw,Poland KRISTEN A.MARINO (cid:1) DepartmentofPharmacologicalSciences,IcahnSchoolofMedicineat MountSinai,NewYork,NY,USA JONATHANS.MASON (cid:1) HeptaresTherapeuticsLtd.,WelwynGardenCity,Hertfordshire,UK DARIUSZMATOSIUK (cid:1) DepartmentofSynthesisandChemicalTechnologyofPharmaceutical SubstanceswithComputerModellingLab,MedicalUniversityofLublin,Lublin,Poland PRZEMYSŁAWMISZTA (cid:1) BiologicalandChemicalResearchCentre,FacultyofChemistry, UniversityofWarsaw,Warsaw,Poland INAKIMORAO (cid:1) Evotec(UK)Ltd.,Abingdon,Oxfordshire,UK ANAOLIVEIRA (cid:1) DepartmentofCellandMolecularBiology,UppsalaUniversity,Biomedical Center,Uppsala,Sweden DANIELF.ORTWINE (cid:1) DiscoveryChemistry,Genentech,Inc.,SouthSanFrancisco,CA,USA EMILIEPIHAN (cid:1) ResearchInformatics,Evotec(France)SAS,Toulouse,France ANDREWPOTTERTON (cid:1) StructuralandMolecularBiology,UniversityCollegeLondon, London,UK;Evotec(UK)Ltd.,Oxfordshire,UK ROGERROBINSON (cid:1) Evotec(UK)Ltd.,Abingdon,Oxfordshire,UK ISMAELRODRI´GUEZ-ESPIGARES (cid:1) DepartmentofExperimentalandHealthSciences,Research ProgrammeonBiomedicalInformatics(GRIB),HospitaldelMarMedicalResearch Institute(IMIM),PompeuFabraUniversity(UPF),Barcelona,Spain EWELINARUTKOWSKA (cid:1) BiologicalandChemicalResearchCentre,FacultyofChemistry, UniversityofWarsaw,Warsaw,Poland JESSICASALLANDER (cid:1) DepartmentofCellandMolecularBiology,UppsalaUniversity, BiomedicalCenter,Uppsala,Sweden LAURIESARRAT (cid:1) Evotec(UK)Ltd.,Abingdon,Oxfordshire,UK JANA SELENT (cid:1) DepartmentofExperimentalandHealthSciences,ResearchProgrammeon BiomedicalInformatics(GRIB),HospitaldelMarMedicalResearchInstitute(IMIM), PompeuFabraUniversity(UPF),Barcelona,Spain ROBERTT.SMITH (cid:1) HeptaresTherapeuticsLtd.,WelwynGardenCity,Hertfordshire,UK MICHELLESOUTHEY (cid:1) Evotec(UK)Ltd.,Abingdon,Oxfordshire,UK Contributors xi GUNTHERSTAHL (cid:1) OpenEyeScientificSoftware,Ko¨ln,Germany TOMASZMACIEJSTEPNIEWSKI (cid:1) DepartmentofExperimentalandHealthSciences,Research ProgrammeonBiomedicalInformatics(GRIB),HospitaldelMarMedicalResearch Institute(IMIM),PompeuFabraUniversity(UPF),Barcelona,Spain CHRISTOFERS.TAUTERMANN (cid:1) DepartmentforMedicinalChemistry,BoehringerIngelheim Pharma,GmbH&CoKG,BiberachanderRiss,Germany BENJAMING.TEHAN (cid:1) HeptaresTherapeuticsLtd.,WelwynGardenCity,Hertfordshire,UK SIDTOPIOL (cid:1) 3D-2drug,LLC,FairLawn,NJ,USA;Center forHealthcareInnovation, StevensInstituteofTechnology,Hoboken,NJ,USA ANDREATOWNSEND-NICHOLSON (cid:1) DivisionofBiosciences,ResearchDepartmentofStructural andMolecularBiology,UniversityCollegeLondon,London,UK MARIATURANT (cid:1) BiologicalandChemicalResearchCentre,FacultyofChemistry,University ofWarsaw,Warsaw,Poland SILVANAVASILE (cid:1) DepartmentofCellandMolecularBiology,UppsalaUniversity,Biomedical Center,Uppsala,Sweden MA´RTONVASS (cid:1) DepartmentofMedicinalChemistry,AmsterdamInstituteforMolecules MedicinesandSystems,VrijeUniversiteitAmsterdam,Amsterdam,TheNetherlands NAUSHADVELGY (cid:1) DepartmentofBiochemistry,StructuralBioinformaticsand ComputationalBiochemistry,UniversityofOxford,Oxford,UK STEFANVERHOEVEN (cid:1) NetherlandseScienceCenter,Amsterdam,TheNetherlands