1
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Zha J, He J, Wu C, Zhang M, Liu X, Zhang J. Designing drugs and chemical probes with the dualsteric approach. Chem Soc Rev 2023; 52:8651-8677. [PMID: 37990599 DOI: 10.1039/d3cs00650f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2023]
Abstract
Traditionally, drugs are monovalent, targeting only one site on the protein surface. This includes orthosteric and allosteric drugs, which bind the protein at orthosteric and allosteric sites, respectively. Orthosteric drugs are good in potency, whereas allosteric drugs have better selectivity and are solutions to classically undruggable targets. However, it would be difficult to simultaneously reach high potency and selectivity when targeting only one site. Also, both kinds of monovalent drugs suffer from mutation-caused drug resistance. To overcome these obstacles, dualsteric modulators have been proposed in the past twenty years. Compared to orthosteric or allosteric drugs, dualsteric modulators are bivalent (or bitopic) with two pharmacophores. Each of the two pharmacophores bind the protein at the orthosteric and an allosteric site, which could bring the modulator with special properties beyond monovalent drugs. In this study, we comprehensively review the current development of dualsteric modulators. Our main effort reason and illustrate the aims to apply the dualsteric approach, including a "double win" of potency and selectivity, overcoming mutation-caused drug resistance, developments of function-biased modulators, and design of partial agonists. Moreover, the strengths of the dualsteric technique also led to its application outside pharmacy, including the design of highly sensitive fluorescent tracers and usage as molecular rulers. Besides, we also introduced drug targets, designing strategies, and validation methods of dualsteric modulators. Finally, we detail the conclusions and perspectives.
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Affiliation(s)
- Jinyin Zha
- College of Pharmacy, Ningxia Medical University, Yinchuan, Ningxia Hui Autonomous Region, China.
- State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jixiao He
- State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Chengwei Wu
- State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Mingyang Zhang
- State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xinyi Liu
- College of Pharmacy, Ningxia Medical University, Yinchuan, Ningxia Hui Autonomous Region, China.
- State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jian Zhang
- College of Pharmacy, Ningxia Medical University, Yinchuan, Ningxia Hui Autonomous Region, China.
- State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Medicinal Chemistry and Bioinformatics Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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2
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Mostofian B, Martin HJ, Razavi A, Patel S, Allen B, Sherman W, Izaguirre JA. Targeted Protein Degradation: Advances, Challenges, and Prospects for Computational Methods. J Chem Inf Model 2023; 63:5408-5432. [PMID: 37602861 PMCID: PMC10498452 DOI: 10.1021/acs.jcim.3c00603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Indexed: 08/22/2023]
Abstract
The therapeutic approach of targeted protein degradation (TPD) is gaining momentum due to its potentially superior effects compared with protein inhibition. Recent advancements in the biotech and pharmaceutical sectors have led to the development of compounds that are currently in human trials, with some showing promising clinical results. However, the use of computational tools in TPD is still limited, as it has distinct characteristics compared with traditional computational drug design methods. TPD involves creating a ternary structure (protein-degrader-ligase) responsible for the biological function, such as ubiquitination and subsequent proteasomal degradation, which depends on the spatial orientation of the protein of interest (POI) relative to E2-loaded ubiquitin. Modeling this structure necessitates a unique blend of tools initially developed for small molecules (e.g., docking) and biologics (e.g., protein-protein interaction modeling). Additionally, degrader molecules, particularly heterobifunctional degraders, are generally larger than conventional small molecule drugs, leading to challenges in determining drug-like properties like solubility and permeability. Furthermore, the catalytic nature of TPD makes occupancy-based modeling insufficient. TPD consists of multiple interconnected yet distinct steps, such as POI binding, E3 ligase binding, ternary structure interactions, ubiquitination, and degradation, along with traditional small molecule properties. A comprehensive set of tools is needed to address the dynamic nature of the induced proximity ternary complex and its implications for ubiquitination. In this Perspective, we discuss the current state of computational tools for TPD. We start by describing the series of steps involved in the degradation process and the experimental methods used to characterize them. Then, we delve into a detailed analysis of the computational tools employed in TPD. We also present an integrative approach that has proven successful for degrader design and its impact on project decisions. Finally, we examine the future prospects of computational methods in TPD and the areas with the greatest potential for impact.
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Affiliation(s)
- Barmak Mostofian
- OpenEye, Cadence Molecular Sciences, Boston, Massachusetts 02114 United States
| | - Holli-Joi Martin
- Laboratory
for Molecular Modeling, Division of Chemical Biology and Medicinal
Chemistry, Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599 United States
| | - Asghar Razavi
- ENKO
Chem, Inc, Mystic, Connecticut 06355 United States
| | - Shivam Patel
- Psivant
Therapeutics, Boston, Massachusetts 02210 United States
| | - Bryce Allen
- Differentiated
Therapeutics, San Diego, California 92056 United States
| | - Woody Sherman
- Psivant
Therapeutics, Boston, Massachusetts 02210 United States
| | - Jesus A Izaguirre
- Differentiated
Therapeutics, San Diego, California 92056 United States
- Atommap
Corporation, New York, New York 10013 United States
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3
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Gregory KJ, Jörg M. Chemical biology-based approaches to study adenosine A 2A - dopamine D 2 receptor heteromers. Purinergic Signal 2022; 18:395-398. [PMID: 35348986 PMCID: PMC9832194 DOI: 10.1007/s11302-022-09860-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 03/15/2022] [Indexed: 01/14/2023] Open
Affiliation(s)
- Karen J. Gregory
- grid.1002.30000 0004 1936 7857Drug Discovery Biology Theme, ARC Centre for Cryo-Electron Microscopy of Membrane Proteins and Department of Pharmacology, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Victoria 3052 Australia
| | - Manuela Jörg
- Medicinal Chemistry Theme, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Victoria, 3052, Australia. .,Chemistry-School of Natural & Environmental Sciences, Newcastle University Centre for Cancer, Newcastle University, Bedson Building, Newcastle Upon Tyne, NE1 7RU, UK.
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4
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Casajuana-Martin N, Navarro G, Gonzalez A, Llinas del Torrent C, Gómez-Autet M, Quintana García A, Franco R, Pardo L. A Single Point Mutation Blocks the Entrance of Ligands to the Cannabinoid CB 2 Receptor via the Lipid Bilayer. J Chem Inf Model 2022; 62:5771-5779. [PMID: 36302505 PMCID: PMC9709915 DOI: 10.1021/acs.jcim.2c00865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Molecular dynamic (MD) simulations have become a common tool to study the pathway of ligand entry to the orthosteric binding site of G protein-coupled receptors. Here, we have combined MD simulations and site-directed mutagenesis to study the binding process of the potent JWH-133 agonist to the cannabinoid CB2 receptor (CB2R). In CB2R, the N-terminus and extracellular loop 2 fold over the ligand binding pocket, blocking access to the binding cavity from the extracellular environment. We, thus, hypothesized that the binding pathway is a multistage process consisting of the hydrophobic ligand diffusing in the lipid bilayer to contact a lipid-facing vestibule, from which the ligand enters an allosteric site inside the transmembrane bundle through a tunnel formed between TMs 1 and 7 and finally moving from the allosteric to the orthosteric binding cavity. This pathway was experimentally validated by the Ala2827.36Phe mutation that blocks the entrance of the ligand, as JWH-133 was not able to decrease the forskolin-induced cAMP levels in cells expressing the mutant receptor. This proposed ligand entry pathway defines transient binding sites that are potential cavities for the design of synthetic modulators.
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Affiliation(s)
- Nil Casajuana-Martin
- Laboratory
of Computational Medicine, Biostatistics Unit, Faculty of Medicine, Universitat Autònoma Barcelona, 08193 Bellaterra, Barcelona, Spain
| | - Gemma Navarro
- Department
of Biochemistry and Physiology, Faculty of Pharmacy and Food Sciences, Universitat de Barcelona, 08028 Barcelona, Spain,Centro
de Investigación en Red, Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, 28031 Madrid, Spain
| | - Angel Gonzalez
- Laboratory
of Computational Medicine, Biostatistics Unit, Faculty of Medicine, Universitat Autònoma Barcelona, 08193 Bellaterra, Barcelona, Spain
| | - Claudia Llinas del Torrent
- Laboratory
of Computational Medicine, Biostatistics Unit, Faculty of Medicine, Universitat Autònoma Barcelona, 08193 Bellaterra, Barcelona, Spain
| | - Marc Gómez-Autet
- Laboratory
of Computational Medicine, Biostatistics Unit, Faculty of Medicine, Universitat Autònoma Barcelona, 08193 Bellaterra, Barcelona, Spain
| | - Aleix Quintana García
- Laboratory
of Computational Medicine, Biostatistics Unit, Faculty of Medicine, Universitat Autònoma Barcelona, 08193 Bellaterra, Barcelona, Spain
| | - Rafael Franco
- Centro
de Investigación en Red, Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, 28031 Madrid, Spain,Department
of Biochemistry and Molecular Biomedicine, Faculty of Biology, Universitat de Barcelona, 08028 Barcelona, Spain
| | - Leonardo Pardo
- Laboratory
of Computational Medicine, Biostatistics Unit, Faculty of Medicine, Universitat Autònoma Barcelona, 08193 Bellaterra, Barcelona, Spain,E-mail:
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5
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Pulido D, Casadó-Anguera V, Gómez-Autet M, Llopart N, Moreno E, Casajuana-Martin N, Ferré S, Pardo L, Casadó V, Royo M. Heterobivalent Ligand for the Adenosine A 2A-Dopamine D 2 Receptor Heteromer. J Med Chem 2022; 65:616-632. [PMID: 34982555 DOI: 10.1021/acs.jmedchem.1c01763] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
A G protein-coupled receptor heteromer that fulfills the established criteria for its existence in vivo is the complex between adenosine A2A (A2AR) and dopamine D2 (D2R) receptors. Here, we have designed and synthesized heterobivalent ligands for the A2AR-D2R heteromer with various spacer lengths. The indispensable simultaneous binding of these ligands to the two different orthosteric sites of the heteromer has been evaluated by radioligand competition-binding assays in the absence and presence of specific peptides that disrupt the formation of the heteromer, label-free dynamic mass redistribution assays in living cells, and molecular dynamic simulations. This combination of techniques has permitted us to identify compound 26 [KDB1 (A2AR) = 2.1 nM, KDB1 (D2R) = 0.13 nM], with a spacer length of 43-atoms, as a true bivalent ligand that simultaneously binds to the two different orthosteric sites. Moreover, bioluminescence resonance energy transfer experiments indicate that 26 favors the stabilization of the A2AR-D2R heteromer.
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Affiliation(s)
- Daniel Pulido
- Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), 08034 Barcelona, Spain.,Department of Surfactants and Nanobiotechnology, Institute for Advanced Chemistry of Catalonia (IQAC-CSIC), 08034 Barcelona, Spain
| | - Verònica Casadó-Anguera
- Department of Biochemistry and Molecular Biomedicine, Faculty of Biology, Institute of Biomedicine of the University of Barcelona (IBUB), University of Barcelona, 08028 Barcelona, Spain
| | - Marc Gómez-Autet
- Laboratori de Medicina Computacional, Unitat de Bioestadística, Facultat de Medicina, Universitat Autònoma de Barcelona, 08193 Bellaterra, Spain
| | - Natàlia Llopart
- Department of Biochemistry and Molecular Biomedicine, Faculty of Biology, Institute of Biomedicine of the University of Barcelona (IBUB), University of Barcelona, 08028 Barcelona, Spain
| | - Estefanía Moreno
- Department of Biochemistry and Molecular Biomedicine, Faculty of Biology, Institute of Biomedicine of the University of Barcelona (IBUB), University of Barcelona, 08028 Barcelona, Spain
| | - Nil Casajuana-Martin
- Laboratori de Medicina Computacional, Unitat de Bioestadística, Facultat de Medicina, Universitat Autònoma de Barcelona, 08193 Bellaterra, Spain
| | - Sergi Ferré
- Integrative Neurobiology Section, National Institute on Drug Abuse, Intramural Research Program, National Institutes of Health, Baltimore, Maryland 21224, United States
| | - Leonardo Pardo
- Laboratori de Medicina Computacional, Unitat de Bioestadística, Facultat de Medicina, Universitat Autònoma de Barcelona, 08193 Bellaterra, Spain
| | - Vicent Casadó
- Department of Biochemistry and Molecular Biomedicine, Faculty of Biology, Institute of Biomedicine of the University of Barcelona (IBUB), University of Barcelona, 08028 Barcelona, Spain
| | - Miriam Royo
- Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), 08034 Barcelona, Spain.,Department of Surfactants and Nanobiotechnology, Institute for Advanced Chemistry of Catalonia (IQAC-CSIC), 08034 Barcelona, Spain
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6
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He S, Dong G, Cheng J, Wu Y, Sheng C. Strategies for designing proteolysis targeting chimaeras (PROTACs). Med Res Rev 2022; 42:1280-1342. [PMID: 35001407 DOI: 10.1002/med.21877] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Revised: 12/06/2021] [Accepted: 12/16/2021] [Indexed: 12/18/2022]
Abstract
Proteolysis targeting chimaeras (PROTACs) is a cutting edge and rapidly growing technique for new drug discovery and development. Currently, the largest challenge in the molecular design and drug development of PROTACs is efficient identification of potent and drug-like degraders. This review aims to comprehensively summarize and analyse state-of-the-art methods and strategies in the design of PROTACs. We provide a detailed illustration of the general principles and tactics for designing potent PROTACs, highlight representative case studies, and discuss the advantages and limitations of these strategies. Particularly, structure-based rational PROTAC design and emerging new types of PROTACs (e.g., homo-PROTACs, multitargeting PROTACs, photo-control PROTACs and PROTAC-based conjugates) will be focused on.
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Affiliation(s)
- Shipeng He
- Institute of Translational Medicine, Shanghai University, Shanghai, China
| | - Guoqiang Dong
- School of Pharmacy, Second Military Medical University, Shanghai, China
| | - Junfei Cheng
- School of Pharmacy, Second Military Medical University, Shanghai, China
| | - Ying Wu
- School of Pharmacy, Second Military Medical University, Shanghai, China.,Department of Pharmacy, 920th Hospital of Joint Logistics Support Force, Kunming, China
| | - Chunquan Sheng
- School of Pharmacy, Second Military Medical University, Shanghai, China
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7
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Rossino G, Rui M, Linciano P, Rossi D, Boiocchi M, Peviani M, Poggio E, Curti D, Schepmann D, Wünsch B, González-Avendaño M, Vergara-Jaque A, Caballero J, Collina S. Bitopic Sigma 1 Receptor Modulators to Shed Light on Molecular Mechanisms Underpinning Ligand Binding and Receptor Oligomerization. J Med Chem 2021; 64:14997-15016. [PMID: 34624193 DOI: 10.1021/acs.jmedchem.1c00886] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
The sigma 1 receptor (S1R) is an enigmatic ligand-operated chaperone involved in many important biological processes, and its functions are not fully understood yet. Herein, we developed a novel series of bitopic S1R ligands as versatile tools to investigate binding processes, allosteric modulation, and the oligomerization mechanism. These molecules have been prepared in the enantiopure form and subjected to a preliminary biological evaluation, while in silico investigations helped to rationalize the results. Compound 7 emerged as the first bitopic S1R ligand endowed with low nanomolar affinity (Ki = 2.6 nM) reported thus far. Computational analyses suggested that 7 may stabilize the open conformation of the S1R by simultaneously binding the occluded primary binding site and a peripheral site on the cytosol-exposed surface. These findings pave the way to new S1R ligands with enhanced activity and/or selectivity, which could also be used as probes for the identification of a potential allosteric site.
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Affiliation(s)
- Giacomo Rossino
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Marta Rui
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Pasquale Linciano
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Daniela Rossi
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Massimo Boiocchi
- Centro Grandi Strumenti, University of Pavia, via Bassi 21, 27100 Pavia, Italy
| | - Marco Peviani
- Department of Biology and Biotechnology "L. Spallanzani", University of Pavia, Via Ferrata 9, 27100 Pavia, Italy
| | - Elena Poggio
- Department of Biology and Biotechnology "L. Spallanzani", University of Pavia, Via Ferrata 9, 27100 Pavia, Italy
| | - Daniela Curti
- Department of Biology and Biotechnology "L. Spallanzani", University of Pavia, Via Ferrata 9, 27100 Pavia, Italy
| | - Dirk Schepmann
- Institute of Pharmaceutical and Medicinal Chemistry, University of Münster, Correnstraße 48, 48149 Münster, Germany
| | - Bernhard Wünsch
- Institute of Pharmaceutical and Medicinal Chemistry, University of Münster, Correnstraße 48, 48149 Münster, Germany
| | - Mariela González-Avendaño
- Center for Bioinformatics and Molecular Simulation, Universidad de Talca, 1 Poniente, 1141 Talca, Chile
| | - Ariela Vergara-Jaque
- Center for Bioinformatics and Molecular Simulation, Universidad de Talca, 1 Poniente, 1141 Talca, Chile
| | - Julio Caballero
- Center for Bioinformatics and Molecular Simulation, Universidad de Talca, 1 Poniente, 1141 Talca, Chile
| | - Simona Collina
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
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8
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Polygodial and Ophiobolin A Analogues for Covalent Crosslinking of Anticancer Targets. Int J Mol Sci 2021; 22:ijms222011256. [PMID: 34681916 PMCID: PMC8537666 DOI: 10.3390/ijms222011256] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 10/12/2021] [Accepted: 10/15/2021] [Indexed: 12/31/2022] Open
Abstract
In a search of small molecules active against apoptosis-resistant cancer cells, including glioma, melanoma, and non-small cell lung cancer, we previously prepared α,β- and γ,δ-unsaturated ester analogues of polygodial and ophiobolin A, compounds capable of pyrrolylation of primary amines and demonstrating double-digit micromolar antiproliferative potencies in cancer cells. In the current work, we synthesized dimeric and trimeric variants of such compounds in an effort to discover compounds that could crosslink biological primary amine containing targets. We showed that such compounds retain the pyrrolylation ability and possess enhanced single-digit micromolar potencies toward apoptosis-resistant cancer cells. Target identification studies of these interesting compounds are underway.
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9
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Rodriguez-Rivera FP, Levi SM. Unifying Catalysis Framework to Dissect Proteasomal Degradation Paradigms. ACS CENTRAL SCIENCE 2021; 7:1117-1125. [PMID: 34345664 PMCID: PMC8323112 DOI: 10.1021/acscentsci.1c00389] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/27/2021] [Indexed: 06/13/2023]
Abstract
Diverging from traditional target inhibition, proteasomal protein degradation approaches have emerged as novel therapeutic modalities that embody distinct pharmacological profiles and can access previously undrugged targets. Small molecule degraders have the potential to catalytically destroy target proteins at substoichiometric concentrations, thus lowering administered doses and extending pharmacological effects. With this mechanistic premise, research efforts have advanced the development of small molecule degraders that benefit from stable and increased affinity ternary complexes. However, a holistic framework that evaluates different degradation modes from a catalytic perspective, including focusing on kinetically favored degradation mechanisms, is lacking. In this Outlook, we introduce the concept of an induced cooperativity spectrum as a unifying framework to mechanistically understand catalytic degradation profiles. This framework is bolstered by key examples of published molecular degraders extending from molecular glues to bivalent degraders. Critically, we discuss remaining challenges and future opportunities in drug discovery to rationally design and phenotypically screen for efficient degraders.
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Affiliation(s)
- Frances P. Rodriguez-Rivera
- Discovery
Chemistry, Merck & Co., Inc., 2000 Galloping Hill Road, Kenilworth, New Jersey 07033, United States
| | - Samuel M. Levi
- Pfizer
Worldwide Research and Development, Pfizer,
Inc., 1 Portland Street, Cambridge, Massachusetts 02139, United States
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10
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Oyagawa CRM, Grimsey NL. Cannabinoid receptor CB 1 and CB 2 interacting proteins: Techniques, progress and perspectives. Methods Cell Biol 2021; 166:83-132. [PMID: 34752341 DOI: 10.1016/bs.mcb.2021.06.011] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Cannabinoid receptors 1 and 2 (CB1 and CB2) are implicated in a range of physiological processes and have gained attention as promising therapeutic targets for a number of diseases. Protein-protein interactions play an integral role in modulating G protein-coupled receptor (GPCR) expression, subcellular distribution and signaling, and the identification and characterization of these will not only improve our understanding of GPCR function and biology, but may provide a novel avenue for therapeutic intervention. A variety of techniques are currently being used to investigate GPCR protein-protein interactions, including Förster/fluorescence and bioluminescence resonance energy transfer (FRET and BRET), proximity ligation assay (PLA), and bimolecular fluorescence complementation (BiFC). However, the reliable application of these methodologies is dependent on the use of appropriate controls and the consideration of the physiological context. Though not as extensively characterized as some other GPCRs, the investigation of CB1 and CB2 interacting proteins is a growing area of interest, and a range of interacting partners have been identified to date. This review summarizes the current state of the literature regarding the cannabinoid receptor interactome, provides commentary on the methodologies and techniques utilized, and discusses future perspectives.
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Affiliation(s)
- Caitlin R M Oyagawa
- Department of Pharmacology and Clinical Pharmacology, School of Medical Sciences, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand; Centre for Brain Research, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand; Maurice Wilkins Centre for Molecular Biodiscovery, Auckland, New Zealand
| | - Natasha L Grimsey
- Department of Pharmacology and Clinical Pharmacology, School of Medical Sciences, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand; Centre for Brain Research, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand; Maurice Wilkins Centre for Molecular Biodiscovery, Auckland, New Zealand.
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11
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Abstract
A current bottleneck in the development of proteolysis targeting chimeras (PROTACs) is the empirical nature of linker length structure-activity relationships (SARs). A multidisciplinary approach to alleviate the bottleneck is detailed here. First, we examine four published synthetic approaches that have been developed to increase synthetic throughput. We then discuss advances in structural biology and computational chemistry that have led to successful rational PROTAC design efforts and give promise to de novo linker design in silico. Lastly, we present a model generated from a curated list of linker SARs studies normalized to reflect how linear linker length affects the observed degradation potency (DC50).
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Affiliation(s)
- Troy A. Bemis
- Department of Chemistry and Biochemistry, University of California San Diego, 9500 Gilman Drive, La Jolla, California 92093–0358, United States
| | - James J. La Clair
- Department of Chemistry and Biochemistry, University of California San Diego, 9500 Gilman Drive, La Jolla, California 92093–0358, United States
| | - Michael D. Burkart
- Department of Chemistry and Biochemistry, University of California San Diego, 9500 Gilman Drive, La Jolla, California 92093–0358, United States
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12
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Gallo M, Moreno E, Defaus S, Ortega-Alvaro A, Gonzalez A, Robledo P, Cavaco M, Neves V, Castanho MARB, Casadó V, Pardo L, Maldonado R, Andreu D. Orally Active Peptide Vector Allows Using Cannabis to Fight Pain While Avoiding Side Effects. J Med Chem 2021; 64:6937-6948. [PMID: 33887904 PMCID: PMC8486167 DOI: 10.1021/acs.jmedchem.1c00484] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
![]()
The
activation of cannabinoid CB1 receptors (CB1R) by Δ9-tetrahydrocannabinol (THC), the
main component of Cannabis sativa,
induces analgesia. CB1R activation, however, also causes
cognitive impairment via the serotonin 5HT2A receptor (5HT2AR), a component of a CB1R–5HT2AR heteromer, posing a serious drawback for cannabinoid therapeutic
use. We have shown that peptides reproducing CB1R transmembrane
(TM) helices 5 and 6, fused to a cell-penetrating sequence (CPP),
can alter the structure of the CB1R–5HT2AR heteromer and avert THC cognitive impairment while preserving analgesia.
Here, we report the optimization of these prototypes into drug-like
leads by (i) shortening the TM5, TM6, and CPP sequences, without losing
the ability to disturb the CB1R–5HT2AR heteromer, and (ii) extensive sequence remodeling to achieve protease
resistance and blood–brain barrier penetration. Our efforts
have culminated in the identification of an ideal candidate for cannabis-based
pain management, an orally active 16-residue peptide preserving THC-induced
analgesia.
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Affiliation(s)
- Maria Gallo
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona Biomedical Research Park, 08003 Barcelona, Spain
| | - Estefanía Moreno
- Department of Biochemistry and Molecular Biomedicine, Institute of Biomedicine, University of Barcelona, 08028 Barcelona, Spain
| | - Sira Defaus
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona Biomedical Research Park, 08003 Barcelona, Spain
| | - Antonio Ortega-Alvaro
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona Biomedical Research Park, 08003 Barcelona, Spain
| | - Angel Gonzalez
- Laboratori de Medicina Computacional, Unitat de Bioestadística, Facultat de Medicina, Universitat Autònoma de Barcelona, 08193 Bellaterra, Spain
| | - Patricia Robledo
- Integrative Pharmacology and Systems Neuroscience, IMIM-Hospital del Mar Research Institute, 08003 Barcelona, Spain
| | - Marco Cavaco
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, 1649-028 Lisboa, Portugal
| | - Vera Neves
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, 1649-028 Lisboa, Portugal
| | - Miguel A R B Castanho
- Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, 1649-028 Lisboa, Portugal
| | - Vicent Casadó
- Department of Biochemistry and Molecular Biomedicine, Institute of Biomedicine, University of Barcelona, 08028 Barcelona, Spain
| | - Leonardo Pardo
- Laboratori de Medicina Computacional, Unitat de Bioestadística, Facultat de Medicina, Universitat Autònoma de Barcelona, 08193 Bellaterra, Spain
| | - Rafael Maldonado
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona Biomedical Research Park, 08003 Barcelona, Spain
| | - David Andreu
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona Biomedical Research Park, 08003 Barcelona, Spain
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13
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Zlotos DP, Abdelmalek CM, Botros LS, Banoub MM, Mandour YM, Breitinger U, El Nady A, Breitinger HG, Sotriffer C, Villmann C, Jensen AA, Holzgrabe U. C-2-Linked Dimeric Strychnine Analogues as Bivalent Ligands Targeting Glycine Receptors. JOURNAL OF NATURAL PRODUCTS 2021; 84:382-394. [PMID: 33596384 DOI: 10.1021/acs.jnatprod.0c01030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Strychnine is the prototypic antagonist of glycine receptors, a family of pentameric ligand-gated ion channels. Recent high-resolution structures of homomeric glycine receptors have confirmed the presence of five orthosteric binding sites located in the extracellular subunit interfaces of the receptor complex that are targeted by strychnine. Here, we report the synthesis and extensive pharmacological evaluation of bivalent ligands composed of two strychnine pharmacophores connected by appropriate spacers optimized toward simultaneous binding to two adjacent orthosteric sites of homomeric α1 glycine receptors. In all bivalent ligands, the two strychnine units were linked through C-2 by amide spacers of various lengths ranging from 6 to 69 atoms. Characterization of the compounds in two functional assays and in a radioligand binding assay indicated that compound 11a, with a spacer consisting of 57 atoms, may be capable of bridging the homomeric α1 GlyRs by simultaneous occupation of two adjacent strychnine-binding sites. The findings are supported by docking experiments to the crystal structure of the homomeric glycine receptor. Based on its unique binding mode, its relatively high binding affinity and antagonist potency, and its slow binding kinetics, the bivalent strychnine analogue 11a could be a valuable tool to study the functional properties of glycine receptors.
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Affiliation(s)
- Darius P Zlotos
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy and Biotechnology, The German University in Cairo, New Cairo City, 11835 Cairo, Egypt
| | - Carine M Abdelmalek
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy and Biotechnology, The German University in Cairo, New Cairo City, 11835 Cairo, Egypt
| | - Liza S Botros
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy and Biotechnology, The German University in Cairo, New Cairo City, 11835 Cairo, Egypt
| | - Maha M Banoub
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy and Biotechnology, The German University in Cairo, New Cairo City, 11835 Cairo, Egypt
| | - Yasmine M Mandour
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy and Biotechnology, The German University in Cairo, New Cairo City, 11835 Cairo, Egypt
- School of Life and Medical Sciences, University of Hertfordshire hosted by Global Academic Foundation, New Administrative Capitol, 11865 Cairo, Egypt
| | - Ulrike Breitinger
- Department of Biochemistry, Faculty of Pharmacy and Biotechnology, The German University in Cairo, New Cairo City, 11835 Cairo, Egypt
| | - Ahmed El Nady
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy and Biotechnology, The German University in Cairo, New Cairo City, 11835 Cairo, Egypt
| | - Hans-Georg Breitinger
- Department of Biochemistry, Faculty of Pharmacy and Biotechnology, The German University in Cairo, New Cairo City, 11835 Cairo, Egypt
| | - Christoph Sotriffer
- Institute of Pharmacy and Food Chemistry, University of Würzburg, 97074 Würzburg, Germany
| | - Carmen Villmann
- Institute of Clinical Neurobiology, University Hospital, University of Würzburg, 97078 Würzburg, Germany
| | - Anders A Jensen
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, DK-2100 Copenhagen, Denmark
| | - Ulrike Holzgrabe
- Institute of Pharmacy and Food Chemistry, University of Würzburg, 97074 Würzburg, Germany
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14
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Morales P, Navarro G, Gómez‐Autet M, Redondo L, Fernández‐Ruiz J, Pérez‐Benito L, Cordomí A, Pardo L, Franco R, Jagerovic N. Discovery of Homobivalent Bitopic Ligands of the Cannabinoid CB 2 Receptor*. Chemistry 2020; 26:15839-15842. [PMID: 32794211 PMCID: PMC7756656 DOI: 10.1002/chem.202003389] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 08/12/2020] [Indexed: 12/21/2022]
Abstract
Single chemical entities with potential to simultaneously interact with two binding sites are emerging strategies in medicinal chemistry. We have designed, synthesized and functionally characterized the first bitopic ligands for the CB2 receptor. These compounds selectively target CB2 versus CB1 receptors. Their binding mode was studied by molecular dynamic simulations and site-directed mutagenesis.
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Affiliation(s)
- Paula Morales
- Medicinal Chemistry InstituteSpanish Research CouncilMadridSpain
| | - Gemma Navarro
- Department of Biochemistry and Physiology, CIBERNEDFaculty of Pharmacy and Food SciencesUniversitat de BarcelonaBarcelonaSpain
| | - Marc Gómez‐Autet
- Laboratory of Computational Medicine, Biostatistics UnitFaculty of MedicineUniversitat Autónoma de BarcelonaBarcelonaSpain
| | - Laura Redondo
- Medicinal Chemistry InstituteSpanish Research CouncilMadridSpain
| | - Javier Fernández‐Ruiz
- Department of Biochemistry and Molecular Biology, CIBERNED, IRYCISFaculty of MedicineUniversidad Complutense de MadridMadridSpain
| | - Laura Pérez‐Benito
- Laboratory of Computational Medicine, Biostatistics UnitFaculty of MedicineUniversitat Autónoma de BarcelonaBarcelonaSpain
- Present address: Computational ChemistryJanssen Research & Development, Janssen Pharmaceutica N.V.Belgium
| | - Arnau Cordomí
- Laboratory of Computational Medicine, Biostatistics UnitFaculty of MedicineUniversitat Autónoma de BarcelonaBarcelonaSpain
| | - Leonardo Pardo
- Laboratory of Computational Medicine, Biostatistics UnitFaculty of MedicineUniversitat Autónoma de BarcelonaBarcelonaSpain
| | - Rafael Franco
- Department of Biochemistry and Physiology, CIBERNEDFaculty of Pharmacy and Food SciencesUniversitat de BarcelonaBarcelonaSpain
- Department of Biochemistry and Molecular Biology, CIBERNEDSchool of ChemistryUniversitat de BarcelonaBarcelonaSpain
| | - Nadine Jagerovic
- Medicinal Chemistry InstituteSpanish Research CouncilMadridSpain
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15
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Zaidman D, Prilusky J, London N. PRosettaC: Rosetta Based Modeling of PROTAC Mediated Ternary Complexes. J Chem Inf Model 2020; 60:4894-4903. [PMID: 32976709 PMCID: PMC7592117 DOI: 10.1021/acs.jcim.0c00589] [Citation(s) in RCA: 80] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Indexed: 12/22/2022]
Abstract
Proteolysis-targeting chimeras (PROTACs), which induce degradation by recruitment of an E3 ligase to a target protein, are gaining much interest as a new pharmacological modality. However, designing PROTACs is challenging. Formation of a ternary complex between the protein target, the PROTAC, and the recruited E3 ligase is considered paramount for successful degradation. A structural model of this ternary complex could in principle inform rational PROTAC design. Unfortunately, only a handful of structures are available for such complexes, necessitating tools for their modeling. We developed a combined protocol for the modeling of a ternary complex induced by a given PROTAC. Our protocol alternates between sampling of the protein-protein interaction space and the PROTAC molecule conformational space. Application of this protocol-PRosettaC-to a benchmark of known PROTAC ternary complexes results in near-native predictions, with often atomic accuracy prediction of the protein chains, as well as the PROTAC binding moieties. It allowed the modeling of a CRBN/BTK complex that recapitulated experimental results for a series of PROTACs. PRosettaC generated models may be used to design PROTACs for new targets, as well as improve PROTACs for existing targets, potentially cutting down time and synthesis efforts. To enable wide access to this protocol, we have made it available through a web server (https://prosettac.weizmann.ac.il/).
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Affiliation(s)
- Daniel Zaidman
- Department
of Organic Chemistry, The Weizmann Institute
of Science, 76100, Rehovot, Israel
| | - Jaime Prilusky
- Life
Sciences Core Facilities, Weizmann Institute
of Science, 76100, Rehovot, Israel
| | - Nir London
- Department
of Organic Chemistry, The Weizmann Institute
of Science, 76100, Rehovot, Israel
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16
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Drummond ML, Henry A, Li H, Williams CI. Improved Accuracy for Modeling PROTAC-Mediated Ternary Complex Formation and Targeted Protein Degradation via New In Silico Methodologies. J Chem Inf Model 2020; 60:5234-5254. [PMID: 32969649 DOI: 10.1021/acs.jcim.0c00897] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Extending upon our previous publication [Drummond, M.; J. Chem. Inf. Model. 2019, 59, 1634-1644], two additional computational methods are presented to model PROTAC-mediated ternary complex structures, which are then used to predict the efficacy of any accompanying protein degradation. Method 4B, an extension to one of our previous approaches, incorporates a clustering procedure uniquely suited for considering ternary complexes. Method 4B yields the highest proportion to date of crystal-like poses in modeled ternary complex ensembles, nearing 100% in two cases and always giving a hit rate of at least 10%. Techniques to further improve this performance for particularly troublesome cases are suggested and validated. This demonstrated ability to reliably reproduce known crystallographic ternary complex structures is further established through modeling of a newly released crystal structure. Moreover, for the far more common scenario where the structure of the ternary complex intermediate is unknown, the methods detailed in this work nonetheless consistently yield results that reliably follow experimental protein degradation trends, as established through seven retrospective case studies. These various case studies cover challenging yet common modeling situations, such as when the precise orientation of the PROTAC binding moiety in one (or both) of the protein pockets has not been experimentally established. Successful results are presented for one PROTAC targeting many proteins, for different PROTACs targeting the same protein, and even for degradation effected by an E3 ligase that has not been structurally characterized in a ternary complex. Overall, the computational modeling approaches detailed in this work should greatly facilitate PROTAC screening and design efforts, so that the many advantages of a PROTAC-based degradation approach can be effectively utilized both rapidly and at reduced cost.
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Affiliation(s)
| | - Andrew Henry
- Chemical Computing Group, Cambridge, CB4 0WS, United Kingdom
| | - Huifang Li
- Chemical Computing Group, Montreal, Quebec H3A 2R7, Canada
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17
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Pérez-Benito L, Llinas del Torrent C, Pardo L, Tresadern G. The computational modeling of allosteric modulation of metabotropic glutamate receptors. FROM STRUCTURE TO CLINICAL DEVELOPMENT: ALLOSTERIC MODULATION OF G PROTEIN-COUPLED RECEPTORS 2020; 88:1-33. [DOI: 10.1016/bs.apha.2020.02.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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18
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Moiseeva AA, Artyushin OI, Anikina LV, Brel VK. Synthesis and antitumor activity of daunorubicin conjugates with of 3,4-methylendioxybenzaldehyde. Bioorg Med Chem Lett 2019; 29:126617. [PMID: 31431363 DOI: 10.1016/j.bmcl.2019.08.021] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2019] [Revised: 08/10/2019] [Accepted: 08/11/2019] [Indexed: 12/18/2022]
Abstract
The design of hybrid (chimeric) molecules containing two different pharmacophores connected via a spacer (linker) is a promising approach to the functionalization of natural compounds and potentially of drug molecules. These are important examples for the use of this approach with anthracycline antibiotics. The use of this methodology may help to eliminate some of the drawbacks of anthracycline drugs, e.g., high cardiotoxicity and MDR development.
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Affiliation(s)
- Aleksandra A Moiseeva
- A. N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, ul. Vavilova 28, Moscow 119991, Russia
| | - Oleg I Artyushin
- A. N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, ul. Vavilova 28, Moscow 119991, Russia
| | - Lada V Anikina
- Institute of Physiologically Active Compounds, Russian Academy of Sciences, 1 Severny pr., Chernogolovka 142432, Russia
| | - Valery K Brel
- A. N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, ul. Vavilova 28, Moscow 119991, Russia.
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19
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Drummond ML, Williams CI. In Silico Modeling of PROTAC-Mediated Ternary Complexes: Validation and Application. J Chem Inf Model 2019; 59:1634-1644. [DOI: 10.1021/acs.jcim.8b00872] [Citation(s) in RCA: 66] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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20
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Pulido D, Casadó-Anguera V, Pérez-Benito L, Moreno E, Cordomí A, López L, Cortés A, Ferré S, Pardo L, Casadó V, Royo M. Design of a True Bivalent Ligand with Picomolar Binding Affinity for a G Protein-Coupled Receptor Homodimer. J Med Chem 2018; 61:9335-9346. [PMID: 30257092 DOI: 10.1021/acs.jmedchem.8b01249] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Bivalent ligands have emerged as chemical tools to study G protein-coupled receptor dimers. Using a combination of computational, chemical, and biochemical tools, here we describe the design of bivalent ligand 13 with high affinity ( KDB1 = 21 pM) for the dopamine D2 receptor (D2R) homodimer. Bivalent ligand 13 enhances the binding affinity relative to monovalent compound 15 by 37-fold, indicating simultaneous binding at both protomers. Using synthetic peptides with amino acid sequences of transmembrane (TM) domains of D2R, we provide evidence that TM6 forms the interface of the homodimer. Notably, the disturber peptide TAT-TM6 decreased the binding of bivalent ligand 13 by 52-fold and had no effect on monovalent compound 15, confirming the D2R homodimer through TM6 ex vivo. In conclusion, by using a versatile multivalent chemical platform, we have developed a precise strategy to generate a true bivalent ligand that simultaneously targets both orthosteric sites of the D2R homodimer.
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Affiliation(s)
- Daniel Pulido
- Biomaterials and Nanomedicine , Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN) , Barcelona Science Park , 08028 Barcelona , Spain.,Combinatorial Chemistry Unit , Barcelona Science Park , 08028 Barcelona , Spain
| | - Verònica Casadó-Anguera
- Department of Biochemistry and Molecular Biomedicine, Faculty of Biology , University of Barcelona , 08028 Barcelona , Spain.,Biomedical Research Networking Center in Neurodegenerative Diseases (CIBERNED) , 08028 Barcelona , Spain.,Institute of Biomedicine , University of Barcelona (IBUB) , 08028 Barcelona , Spain
| | - Laura Pérez-Benito
- Laboratory of Computational Medicine, Biostatistics Unit, Faculty of Medicine , Universitat Autònoma de Barcelona , 08193 Bellaterra , Spain
| | - Estefanía Moreno
- Department of Biochemistry and Molecular Biomedicine, Faculty of Biology , University of Barcelona , 08028 Barcelona , Spain.,Biomedical Research Networking Center in Neurodegenerative Diseases (CIBERNED) , 08028 Barcelona , Spain.,Institute of Biomedicine , University of Barcelona (IBUB) , 08028 Barcelona , Spain
| | - Arnau Cordomí
- Laboratory of Computational Medicine, Biostatistics Unit, Faculty of Medicine , Universitat Autònoma de Barcelona , 08193 Bellaterra , Spain
| | - Laura López
- Laboratory of Computational Medicine, Biostatistics Unit, Faculty of Medicine , Universitat Autònoma de Barcelona , 08193 Bellaterra , Spain
| | - Antoni Cortés
- Department of Biochemistry and Molecular Biomedicine, Faculty of Biology , University of Barcelona , 08028 Barcelona , Spain.,Biomedical Research Networking Center in Neurodegenerative Diseases (CIBERNED) , 08028 Barcelona , Spain.,Institute of Biomedicine , University of Barcelona (IBUB) , 08028 Barcelona , Spain
| | - Sergi Ferré
- Integrative Neurobiology Section, National Institute on Drug Abuse, Intramural Research Program , National Institutes of Health , Baltimore , Maryland 21224 , United States
| | - Leonardo Pardo
- Laboratory of Computational Medicine, Biostatistics Unit, Faculty of Medicine , Universitat Autònoma de Barcelona , 08193 Bellaterra , Spain
| | - Vicent Casadó
- Department of Biochemistry and Molecular Biomedicine, Faculty of Biology , University of Barcelona , 08028 Barcelona , Spain.,Biomedical Research Networking Center in Neurodegenerative Diseases (CIBERNED) , 08028 Barcelona , Spain.,Institute of Biomedicine , University of Barcelona (IBUB) , 08028 Barcelona , Spain
| | - Miriam Royo
- Biomaterials and Nanomedicine , Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN) , Barcelona Science Park , 08028 Barcelona , Spain.,Combinatorial Chemistry Unit , Barcelona Science Park , 08028 Barcelona , Spain
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