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Wankowicz SA, Ravikumar A, Sharma S, Riley B, Raju A, Hogan DW, Flowers J, van den Bedem H, Keedy DA, Fraser JS. Uncovering Protein Ensembles: Automated Multiconformer Model Building for X-ray Crystallography and Cryo-EM. bioRxiv 2024:2023.06.28.546963. [PMID: 37425870 PMCID: PMC10327213 DOI: 10.1101/2023.06.28.546963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
In their folded state, biomolecules exchange between multiple conformational states that are crucial for their function. Traditional structural biology methods, such as X-ray crystallography and cryogenic electron microscopy (cryo-EM), produce density maps that are ensemble averages, reflecting molecules in various conformations. Yet, most models derived from these maps explicitly represent only a single conformation, overlooking the complexity of biomolecular structures. To accurately reflect the diversity of biomolecular forms, there is a pressing need to shift towards modeling structural ensembles that mirror the experimental data. However, the challenge of distinguishing signal from noise complicates manual efforts to create these models. In response, we introduce the latest enhancements to qFit, an automated computational strategy designed to incorporate protein conformational heterogeneity into models built into density maps. These algorithmic improvements in qFit are substantiated by superior Rfree and geometry metrics across a wide range of proteins. Importantly, unlike more complex multicopy ensemble models, the multiconformer models produced by qFit can be manually modified in most major model building software (e.g. Coot) and fit can be further improved by refinement using standard pipelines (e.g. Phenix, Refmac, Buster). By reducing the barrier of creating multiconformer models, qFit can foster the development of new hypotheses about the relationship between macromolecular conformational dynamics and function.
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2
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Peng K, Wallace SD, Bagde SR, Shang J, Anmangandla A, Jana S, Fromme JC, Lin H. GS-441524-Diphosphate-Ribose Derivatives as Nanomolar Binders and Fluorescence Polarization Tracers for SARS-CoV-2 and Other Viral Macrodomains. ACS Chem Biol 2024. [PMID: 38646883 DOI: 10.1021/acschembio.4c00027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/23/2024]
Abstract
Viral macrodomains that can bind to or hydrolyze protein adenosine diphosphate ribosylation (ADP-ribosylation) have emerged as promising targets for antiviral drug development. Many inhibitor development efforts have been directed against the severe acute respiratory syndrome coronavirus 2 macrodomain 1 (SARS-CoV-2 Mac1). However, potent inhibitors for viral macrodomains are still lacking, with the best inhibitors still in the micromolar range. Based on GS-441524, a remdesivir precursor, and our previous studies, we have designed and synthesized potent binders of SARS-CoV-2 Mac1 and other viral macrodomains including those of Middle East respiratory syndrome coronavirus (MERS-CoV), Venezuelan equine encephalitis virus (VEEV), and Chikungunya virus (CHIKV). We show that the 1'-CN group of GS-441524 promotes binding to all four viral macrodomains tested while capping the 1″-OH of GS-441524-diphosphate-ribose with a simple phenyl ring further contributes to binding. Incorporating these two structural features, the best binders show 20- to 6000-fold increases in binding affinity over ADP-ribose for SARS-CoV-2, MERS-CoV, VEEV, and CHIKV macrodomains. Moreover, building on these potent binders, we have developed two highly sensitive fluorescence polarization tracers that only require nanomolar proteins and can effectively resolve the binding affinities of nanomolar inhibitors. Our findings and probes described here will facilitate future development of more potent viral macrodomain inhibitors.
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Affiliation(s)
- Kewen Peng
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Shamar D Wallace
- Department of Molecular Biology and Genetics, Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, New York 14853, United States
| | - Saket R Bagde
- Department of Molecular Biology and Genetics, Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, New York 14853, United States
| | - Jialin Shang
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Ananya Anmangandla
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - Sadhan Jana
- Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
| | - J Christopher Fromme
- Department of Molecular Biology and Genetics, Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, New York 14853, United States
| | - Hening Lin
- Howard Hughes Medical Institute, Department of Chemistry and Chemical Biology, Department of Molecular Biology and Genetics, Cornell University, Ithaca, New York 14853, United States
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Drago VN, Devos JM, Blakeley MP, Forsyth VT, Parks JM, Kovalevsky A, Mueser TC. Neutron diffraction from a microgravity-grown crystal reveals the active site hydrogens of the internal aldimine form of tryptophan synthase. Cell Rep Phys Sci 2024; 5:101827. [PMID: 38645802 PMCID: PMC11027755 DOI: 10.1016/j.xcrp.2024.101827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 04/23/2024]
Abstract
Pyridoxal 5'-phosphate (PLP), the biologically active form of vitamin B6, is an essential cofactor in many biosynthetic pathways. The emergence of PLP-dependent enzymes as drug targets and biocatalysts, such as tryptophan synthase (TS), has underlined the demand to understand PLP-dependent catalysis and reaction specificity. The ability of neutron diffraction to resolve the positions of hydrogen atoms makes it an ideal technique to understand how the electrostatic environment and selective protonation of PLP regulates PLP-dependent activities. Facilitated by microgravity crystallization of TS with the Toledo Crystallization Box, we report the 2.1 Å joint X-ray/neutron (XN) structure of TS with PLP in the internal aldimine form. Positions of hydrogens were directly determined in both the α- and β-active sites, including PLP cofactor. The joint XN structure thus provides insight into the selective protonation of the internal aldimine and the electrostatic environment of TS necessary to understand the overall catalytic mechanism.
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Affiliation(s)
- Victoria N. Drago
- Department of Chemistry and Biochemistry, University of Toledo, Toledo, OH 43606, USA
- Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA
| | - Juliette M. Devos
- Life Sciences Group, Institut Laue–Langevin, 71 Avenue des Martyrs, 38000 Grenoble, France
- Partnership for Structural Biology (PSB), 38000 Grenoble, France
| | - Matthew P. Blakeley
- Large Scale Structures Group, Institut Laue–Langevin, 71 Avenue des Martyrs, 38000 Grenoble, France
| | - V. Trevor Forsyth
- Faculty of Medicine, Lund University, and LINXS Institute for Advanced Neutron and X-ray Science, Lund, Sweden
| | - Jerry M. Parks
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA
| | - Andrey Kovalevsky
- Neutron Scattering Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA
| | - Timothy C. Mueser
- Department of Chemistry and Biochemistry, University of Toledo, Toledo, OH 43606, USA
- Lead contact
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4
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Stoll GA, Nikolopoulos N, Zhai H, Zhang L, Douse CH, Modis Y. Crystal structure and biochemical activity of the macrodomain from rubella virus p150. J Virol 2024; 98:e0177723. [PMID: 38289106 PMCID: PMC10878246 DOI: 10.1128/jvi.01777-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Accepted: 12/22/2023] [Indexed: 02/13/2024] Open
Abstract
Rubella virus encodes a nonstructural polyprotein with RNA polymerase, methyltransferase, and papain-like cysteine protease activities, along with a putative macrodomain of unknown function. Macrodomains bind ADP-ribose adducts, a post-translational modification that plays a key role in host-virus conflicts. Some macrodomains can also remove the mono-ADP-ribose adduct or degrade poly-ADP-ribose chains. Here, we report high-resolution crystal structures of the macrodomain from rubella virus nonstructural protein p150, with and without ADP-ribose binding. The overall fold is most similar to macroD-type macrodomains from various nonviral species. The specific composition and structure of the residues that coordinate ADP-ribose in the rubella virus macrodomain are most similar to those of macrodomains from alphaviruses. Isothermal calorimetry shows that the rubella virus macrodomain binds ADP-ribose in solution. Enzyme assays show that the rubella virus macrodomain can hydrolyze both mono- and poly-ADP-ribose adducts. Site-directed mutagenesis identifies Asn39 and Cys49 required for mono-ADP-ribosylhydrolase (de-MARylation) activity.IMPORTANCERubella virus remains a global health threat. Rubella infections during pregnancy can cause serious congenital pathology, for which no antiviral treatments are available. Our work demonstrates that, like alpha- and coronaviruses, rubiviruses encode a mono-ADP-ribosylhydrolase with a structurally conserved macrodomain fold to counteract MARylation by poly (ADP-ribose) polymerases (PARPs) in the host innate immune response. Our structural data will guide future efforts to develop novel antiviral therapeutics against rubella or infections with related viruses.
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Affiliation(s)
- Guido A. Stoll
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Nikos Nikolopoulos
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Haoming Zhai
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Liao Zhang
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | | | - Yorgo Modis
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID), Department of Medicine, University of Cambridge, Cambridge, United Kingdom
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Yazdani B, Sirous H, Brogi S, Calderone V. Structure-Based High-Throughput Virtual Screening and Molecular Dynamics Simulation for the Discovery of Novel SARS-CoV-2 NSP3 Mac1 Domain Inhibitors. Viruses 2023; 15:2291. [PMID: 38140532 PMCID: PMC10747130 DOI: 10.3390/v15122291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 11/16/2023] [Accepted: 11/21/2023] [Indexed: 12/24/2023] Open
Abstract
Since the emergence of SARS-CoV-2, many genetic variations within its genome have been identified, but only a few mutations have been found in nonstructural proteins (NSPs). Among this class of viral proteins, NSP3 is a multidomain protein with 16 different domains, and its largest domain is known as the macrodomain or Mac1 domain. In this study, we present a virtual screening campaign in which we computationally evaluated the NCI anticancer library against the NSP3 Mac1 domain, using Molegro Virtual Docker. The top hits with the best MolDock and Re-Rank scores were selected. The physicochemical analysis and drug-like potential of the top hits were analyzed using the SwissADME data server. The binding stability and affinity of the top NSC compounds against the NSP3 Mac1 domain were analyzed using molecular dynamics (MD) simulation, using Desmond software, and their interaction energies were analyzed using the MM/GBSA method. In particular, by applying subsequent computational filters, we identified 10 compounds as possible NSP3 Mac1 domain inhibitors. Among them, after the assessment of binding energies (ΔGbind) on the whole MD trajectories, we identified the four most interesting compounds that acted as strong binders of the NSP3 Mac1 domain (NSC-358078, NSC-287067, NSC-123472, and NSC-142843), and, remarkably, it could be further characterized for developing innovative antivirals against SARS-CoV-2.
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Affiliation(s)
- Behnaz Yazdani
- Bioscience Department, Faculty of Science and Technology (FCT), Universitat de Vic—Universitat Central de Catalunya (Uvic-UCC), 08500 Vic, Spain;
| | - Hajar Sirous
- Bioinformatics Research Center, School of Pharmacy and Pharmaceutical Sciences, Isfahan University of Medical Sciences, Isfahan 81746-73461, Iran
| | - Simone Brogi
- Bioinformatics Research Center, School of Pharmacy and Pharmaceutical Sciences, Isfahan University of Medical Sciences, Isfahan 81746-73461, Iran
- Department of Pharmacy, University of Pisa, Via Bonanno 6, 56126 Pisa, Italy;
| | - Vincenzo Calderone
- Department of Pharmacy, University of Pisa, Via Bonanno 6, 56126 Pisa, Italy;
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Suskiewicz MJ, Prokhorova E, Rack JGM, Ahel I. ADP-ribosylation from molecular mechanisms to therapeutic implications. Cell 2023; 186:4475-4495. [PMID: 37832523 PMCID: PMC10789625 DOI: 10.1016/j.cell.2023.08.030] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 08/23/2023] [Accepted: 08/23/2023] [Indexed: 10/15/2023]
Abstract
ADP-ribosylation is a ubiquitous modification of biomolecules, including proteins and nucleic acids, that regulates various cellular functions in all kingdoms of life. The recent emergence of new technologies to study ADP-ribosylation has reshaped our understanding of the molecular mechanisms that govern the establishment, removal, and recognition of this modification, as well as its impact on cellular and organismal function. These advances have also revealed the intricate involvement of ADP-ribosylation in human physiology and pathology and the enormous potential that their manipulation holds for therapy. In this review, we present the state-of-the-art findings covering the work in structural biology, biochemistry, cell biology, and clinical aspects of ADP-ribosylation.
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Affiliation(s)
| | | | - Johannes G M Rack
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK; MRC Centre of Medical Mycology, University of Exeter, Exeter, UK
| | - Ivan Ahel
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK.
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7
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O’Connor JJ, Ferraris D, Fehr AR. An Update on the Current State of SARS-CoV-2 Mac1 Inhibitors. Pathogens 2023; 12:1221. [PMID: 37887737 PMCID: PMC10610136 DOI: 10.3390/pathogens12101221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 09/29/2023] [Accepted: 10/04/2023] [Indexed: 10/28/2023] Open
Abstract
Non-structural protein 3 (nsp3) from all coronaviruses (CoVs) contains a conserved macrodomain, known as Mac1, that has been proposed as a potential therapeutic target for CoVs due to its critical role in viral pathogenesis. Mac1 is an ADP-ribose binding protein and ADP-ribosylhydrolase that promotes replication and blocks IFN responses, though the precise mechanisms it uses to carry out these functions remain unknown. Over the past 3 years following the onset of COVID-19, several groups have used high-throughput screening with multiple assays and chemical modifications to create unique chemical inhibitors of the SARS-CoV-2 Mac1 protein. Here, we summarize the current efforts to identify selective and potent inhibitors of SARS-CoV-2 Mac1.
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Affiliation(s)
- Joseph J. O’Connor
- Department of Molecular Biosciences, University of Kansas, Lawrence, KS 66045, USA;
| | - Dana Ferraris
- Department of Chemistry, McDaniel College, 2 College Hill, Westminster, MD 21157, USA;
| | - Anthony R. Fehr
- Department of Molecular Biosciences, University of Kansas, Lawrence, KS 66045, USA;
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8
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Ortega Granda O, Alvarez K, Mate-Perez MJ, Canard B, Ferron F, Rabah N. Macro1 domain residue F156: A hallmark of SARS-CoV-2 de-MARylation specificity. Virology 2023; 587:109845. [PMID: 37517331 DOI: 10.1016/j.virol.2023.109845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 07/17/2023] [Indexed: 08/01/2023]
Abstract
SARS-CoV-2 is a large, enveloped and positive sense single stranded RNA virus. Its genome codes for 16 non-structural proteins. The largest protein of this complex is nsp3, that contains a well conserved Macro1 domain. Viral Macro domains were shown to bind to mono-ADP-ribose (MAR) and poly-ADP-ribose (PAR) in their free form or conjugated to protein substrates. They carry ADP-ribose hydrolase activities implicated in the regulation of innate immunity. SARS-CoV-2 and SARS-CoV show widely different induction and handling of the host interferon response. Herein, we have conducted a mutational study on the key amino-acid residue F156 in SARS-CoV-2, pinpointed by bioinformatic and structural studies, and its cognate residue N157 in SARS-CoV. Our data suggest that the exchange of these residues slightly modifies ADP-ribose binding, but drastically impacts de-MARylation activity. Alanine substitutions at this position hampers PAR binding, abolishes MAR hydrolysis of SARS-CoV-2, and reduces by 70% this activity in the case of SARS-CoV.
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Affiliation(s)
| | - Karine Alvarez
- Aix Marseille Université, CNRS, AFMB UMR 7257, Marseille, France
| | | | - Bruno Canard
- Aix Marseille Université, CNRS, AFMB UMR 7257, Marseille, France
| | - François Ferron
- Aix Marseille Université, CNRS, AFMB UMR 7257, Marseille, France
| | - Nadia Rabah
- Aix Marseille Université, CNRS, AFMB UMR 7257, Marseille, France; Previous Affiliation: Université de Toulon, 83130, La Garde, France.
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9
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Torretta A, Chatzicharalampous C, Ebenwaldner C, Schüler H. PARP14 is a writer, reader, and eraser of mono-ADP-ribosylation. J Biol Chem 2023; 299:105096. [PMID: 37507011 PMCID: PMC10470015 DOI: 10.1016/j.jbc.2023.105096] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 07/14/2023] [Accepted: 07/17/2023] [Indexed: 07/30/2023] Open
Abstract
PARP14/BAL2 is a large multidomain enzyme involved in signaling pathways with relevance to cancer, inflammation, and infection. Inhibition of its mono-ADP-ribosylating PARP homology domain and its three ADP-ribosyl binding macro domains has been regarded as a potential means of therapeutic intervention. Macrodomains-2 and -3 are known to stably bind to ADP-ribosylated target proteins, but the function of macrodomain-1 has remained somewhat elusive. Here, we used biochemical assays of ADP-ribosylation levels to characterize PARP14 macrodomain-1 and the homologous macrodomain-1 of PARP9. Our results show that both macrodomains display an ADP-ribosyl glycohydrolase activity that is not directed toward specific protein side chains. PARP14 macrodomain-1 is unable to degrade poly(ADP-ribose), the enzymatic product of PARP1. The F926A mutation of PARP14 and the F244A mutation of PARP9 strongly reduced ADP-ribosyl glycohydrolase activity of the respective macrodomains, suggesting mechanistic homology to the Mac1 domain of the SARS-CoV-2 Nsp3 protein. This study adds two new enzymes to the previously known six human ADP-ribosyl glycohydrolases. Our results have key implications for how PARP14 and PARP9 will be studied and how their functions will be understood.
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Affiliation(s)
- Archimede Torretta
- Department of Chemistry, Center for Molecular Protein Science (CMPS), Lund University, Lund, Sweden
| | | | - Carmen Ebenwaldner
- Department of Chemistry, Center for Molecular Protein Science (CMPS), Lund University, Lund, Sweden
| | - Herwig Schüler
- Department of Chemistry, Center for Molecular Protein Science (CMPS), Lund University, Lund, Sweden.
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10
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Alhammad YM, Parthasarathy S, Ghimire R, Kerr CM, O’Connor JJ, Pfannenstiel JJ, Chanda D, Miller CA, Baumlin N, Salathe M, Unckless RL, Zuñiga S, Enjuanes L, More S, Channappanavar R, Fehr AR. SARS-CoV-2 Mac1 is required for IFN antagonism and efficient virus replication in cell culture and in mice. Proc Natl Acad Sci U S A 2023; 120:e2302083120. [PMID: 37607224 PMCID: PMC10468617 DOI: 10.1073/pnas.2302083120] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Accepted: 06/30/2023] [Indexed: 08/24/2023] Open
Abstract
Several coronavirus (CoV) encoded proteins are being evaluated as targets for antiviral therapies for COVID-19. Included in these drug targets is the conserved macrodomain, or Mac1, an ADP-ribosylhydrolase and ADP-ribose binding protein encoded as a small domain at the N terminus of nonstructural protein 3. Utilizing point mutant recombinant viruses, Mac1 was shown to be critical for both murine hepatitis virus (MHV) and severe acute respiratory syndrome (SARS)-CoV virulence. However, as a potential drug target, it is imperative to understand how a complete Mac1 deletion impacts the replication and pathogenesis of different CoVs. To this end, we created recombinant bacterial artificial chromosomes (BACs) containing complete Mac1 deletions (ΔMac1) in MHV, MERS-CoV, and SARS-CoV-2. While we were unable to recover infectious virus from MHV or MERS-CoV ΔMac1 BACs, SARS-CoV-2 ΔMac1 was readily recovered from BAC transfection, indicating a stark difference in the requirement for Mac1 between different CoVs. Furthermore, SARS-CoV-2 ΔMac1 replicated at or near wild-type levels in multiple cell lines susceptible to infection. However, in a mouse model of severe infection, ΔMac1 was quickly cleared causing minimal pathology without any morbidity. ΔMac1 SARS-CoV-2 induced increased levels of interferon (IFN) and IFN-stimulated gene expression in cell culture and mice, indicating that Mac1 blocks IFN responses which may contribute to its attenuation. ΔMac1 infection also led to a stark reduction in inflammatory monocytes and neutrophils. These results demonstrate that Mac1 only minimally impacts SARS-CoV-2 replication, unlike MHV and MERS-CoV, but is required for SARS-CoV-2 pathogenesis and is a unique antiviral drug target.
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Affiliation(s)
- Yousef M. Alhammad
- Department of Molecular Biosciences, University of Kansas, Lawrence, KS66047
| | | | - Roshan Ghimire
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, OK74078
| | - Catherine M. Kerr
- Department of Molecular Biosciences, University of Kansas, Lawrence, KS66047
| | - Joseph J. O’Connor
- Department of Molecular Biosciences, University of Kansas, Lawrence, KS66047
| | | | - Debarati Chanda
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, OK74078
| | - Caden A. Miller
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, OK74078
| | - Nathalie Baumlin
- Department of Internal Medicine, University of Kansas Medical Center, Kansas City, KS66160
| | - Matthias Salathe
- Department of Internal Medicine, University of Kansas Medical Center, Kansas City, KS66160
| | - Robert L. Unckless
- Department of Molecular Biosciences, University of Kansas, Lawrence, KS66047
| | - Sonia Zuñiga
- Department of Molecular and Cell Biology, National Center of Biotechnology, Madrid28049, Spain
| | - Luis Enjuanes
- Department of Molecular and Cell Biology, National Center of Biotechnology, Madrid28049, Spain
| | - Sunil More
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, OK74078
| | | | - Anthony R. Fehr
- Department of Molecular Biosciences, University of Kansas, Lawrence, KS66047
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11
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Taha TY, Suryawanshi RK, Chen IP, Correy GJ, McCavitt-Malvido M, O’Leary PC, Jogalekar MP, Diolaiti ME, Kimmerly GR, Tsou CL, Gascon R, Montano M, Martinez-Sobrido L, Krogan NJ, Ashworth A, Fraser JS, Ott M. A single inactivating amino acid change in the SARS-CoV-2 NSP3 Mac1 domain attenuates viral replication in vivo. PLoS Pathog 2023; 19:e1011614. [PMID: 37651466 PMCID: PMC10499221 DOI: 10.1371/journal.ppat.1011614] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 09/13/2023] [Accepted: 08/16/2023] [Indexed: 09/02/2023] Open
Abstract
Despite unprecedented efforts, our therapeutic arsenal against SARS-CoV-2 remains limited. The conserved macrodomain 1 (Mac1) in NSP3 is an enzyme exhibiting ADP-ribosylhydrolase activity and a possible drug target. To determine the role of Mac1 catalytic activity in viral replication, we generated recombinant viruses and replicons encoding a catalytically inactive NSP3 Mac1 domain by mutating a critical asparagine in the active site. While substitution to alanine (N40A) reduced catalytic activity by ~10-fold, mutations to aspartic acid (N40D) reduced activity by ~100-fold relative to wild-type. Importantly, the N40A mutation rendered Mac1 unstable in vitro and lowered expression levels in bacterial and mammalian cells. When incorporated into SARS-CoV-2 molecular clones, the N40D mutant only modestly affected viral fitness in immortalized cell lines, but reduced viral replication in human airway organoids by 10-fold. In mice, the N40D mutant replicated at >1000-fold lower levels compared to the wild-type virus while inducing a robust interferon response; all animals infected with the mutant virus survived infection. Our data validate the critical role of SARS-CoV-2 NSP3 Mac1 catalytic activity in viral replication and as a promising therapeutic target to develop antivirals.
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Affiliation(s)
- Taha Y. Taha
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
| | - Rahul K. Suryawanshi
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
| | - Irene P. Chen
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- Department of Medicine, University of California, San Francisco, California, United States of America
| | - Galen J. Correy
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, California, United States of America
| | - Maria McCavitt-Malvido
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
| | - Patrick C. O’Leary
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, California, United States of America
| | - Manasi P. Jogalekar
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, California, United States of America
| | - Morgan E. Diolaiti
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, California, United States of America
| | - Gabriella R. Kimmerly
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
| | - Chia-Lin Tsou
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
| | - Ronnie Gascon
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
| | - Mauricio Montano
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
| | - Luis Martinez-Sobrido
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- Texas Biomedical Research Institute, San Antonio, Texas, United States of America
| | - Nevan J. Krogan
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- Gladstone Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, California, United States of America
- Quantitative Biosciences Institute (QBI), University of California, San Francisco, California, United States of America
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, California, United States of America
| | - Alan Ashworth
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, California, United States of America
| | - James S. Fraser
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, California, United States of America
| | - Melanie Ott
- Gladstone Institute of Virology, Gladstone Institutes, San Francisco, California, United States of America
- Quantitative Biosciences Institute (QBI) COVID-19 Research Group (QCRG), San Francisco, California, United States of America
- Department of Medicine, University of California, San Francisco, California, United States of America
- Chan Zuckerberg Biohub–San Francisco, San Francisco, California, United States of America
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12
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Santinelli-Pestana DV, Aikawa E, Singh SA, Aikawa M. PARPs and ADP-Ribosylation in Chronic Inflammation: A Focus on Macrophages. Pathogens 2023; 12:964. [PMID: 37513811 PMCID: PMC10386340 DOI: 10.3390/pathogens12070964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 06/25/2023] [Accepted: 07/15/2023] [Indexed: 07/30/2023] Open
Abstract
Aberrant adenosine diphosphate-ribose (ADP)-ribosylation of proteins and nucleic acids is associated with multiple disease processes such as infections and chronic inflammatory diseases. The poly(ADP-ribose) polymerase (PARP)/ADP-ribosyltransferase (ART) family members promote mono- or poly-ADP-ribosylation. Although evidence has linked PARPs/ARTs and macrophages in the context of chronic inflammation, the underlying mechanisms remain incompletely understood. This review provides an overview of literature focusing on the roles of PARP1/ARTD1, PARP7/ARTD14, PARP9/ARTD9, and PARP14/ARTD8 in macrophages. PARPs/ARTs regulate changes in macrophages during chronic inflammatory processes not only via catalytic modifications but also via non-catalytic mechanisms. Untangling complex mechanisms, by which PARPs/ARTs modulate macrophage phenotype, and providing molecular bases for the development of new therapeutics require the development and implementation of innovative technologies.
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Affiliation(s)
- Diego V. Santinelli-Pestana
- Center for Interdisciplinary Cardiovascular Sciences, Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA; (D.V.S.-P.); (E.A.); (S.A.S.)
| | - Elena Aikawa
- Center for Interdisciplinary Cardiovascular Sciences, Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA; (D.V.S.-P.); (E.A.); (S.A.S.)
- Center for Excellence in Vascular Biology, Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Sasha A. Singh
- Center for Interdisciplinary Cardiovascular Sciences, Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA; (D.V.S.-P.); (E.A.); (S.A.S.)
| | - Masanori Aikawa
- Center for Interdisciplinary Cardiovascular Sciences, Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA; (D.V.S.-P.); (E.A.); (S.A.S.)
- Center for Excellence in Vascular Biology, Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
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13
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Kragelund BB, Loland CJ, Montoya G, Hatzakis N, Martinez KL, Gajhede M, Christensen CE, Holt L. Realizing integration in structural biology: The 2022 ISBUC Annual Meeting. Structure 2023; 31:747-754. [PMID: 37419096 DOI: 10.1016/j.str.2023.05.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 04/24/2023] [Accepted: 05/10/2023] [Indexed: 07/09/2023]
Abstract
This meeting report presents the 2022 Annual Meeting of the cluster for Integrative Structural Biology at the University of Copenhagen (ISBUC) and discusses the cluster approach to interdisciplinary research management. This approach successfully facilitates cross-faculty and inter-departmental collaboration. Innovative integrative research collaborations ignited by ISBUC, as well as research presented at the meeting, are showcased.
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Affiliation(s)
- Birthe B Kragelund
- University of Copenhagen, Department of Biology, Structural Biology and NMR Laboratory, Ole Maaløes Vej 5, 2200 Copenhagen N, Denmark
| | - Claus Juul Loland
- Laboratory for Membrane Protein Dynamics, Department of Neuroscience, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Guillermo Montoya
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3-B, 2200 Copenhagen, Denmark
| | - Nikos Hatzakis
- Department of Chemistry, University of Copenhagen, Copenhagen, Denmark
| | - Karen L Martinez
- Department of Chemistry, University of Copenhagen, Copenhagen, Denmark
| | - Michael Gajhede
- Peptides and Proteins, Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Jagtvej 162, 2100 Copenhagen, Denmark
| | - Caspar Elo Christensen
- University of Copenhagen, Department of Biology, Structural Biology and NMR Laboratory, Ole Maaløes Vej 5, 2200 Copenhagen N, Denmark
| | - Lucy Holt
- University of Copenhagen, 2200 Copenhagen N, Denmark.
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14
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Greisman JB, Dalton KM, Brookner DE, Klureza MA, Sheehan CJ, Kim IS, Henning RW, Russi S, Hekstra DR. Resolving conformational changes that mediate a two-step catalytic mechanism in a model enzyme. bioRxiv 2023:2023.06.02.543507. [PMID: 37398233 PMCID: PMC10312612 DOI: 10.1101/2023.06.02.543507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Enzymes catalyze biochemical reactions through precise positioning of substrates, cofactors, and amino acids to modulate the transition-state free energy. However, the role of conformational dynamics remains poorly understood due to lack of experimental access. This shortcoming is evident with E. coli dihydrofolate reductase (DHFR), a model system for the role of protein dynamics in catalysis, for which it is unknown how the enzyme regulates the different active site environments required to facilitate proton and hydride transfer. Here, we present ligand-, temperature-, and electric-field-based perturbations during X-ray diffraction experiments that enable identification of coupled conformational changes in DHFR. We identify a global hinge motion and local networks of structural rearrangements that are engaged by substrate protonation to regulate solvent access and promote efficient catalysis. The resulting mechanism shows that DHFR's two-step catalytic mechanism is guided by a dynamic free energy landscape responsive to the state of the substrate.
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Affiliation(s)
- Jack B. Greisman
- Department of Molecular & Cellular Biology, Harvard University, Cambridge, MA, United States
| | - Kevin M. Dalton
- Department of Molecular & Cellular Biology, Harvard University, Cambridge, MA, United States
| | - Dennis E. Brookner
- Department of Molecular & Cellular Biology, Harvard University, Cambridge, MA, United States
| | - Margaret A. Klureza
- Department of Chemistry & Chemical Biology, Harvard University, Cambridge, MA, United States
| | - Candice J. Sheehan
- Department of Molecular & Cellular Biology, Harvard University, Cambridge, MA, United States
| | - In-Sik Kim
- BioCARS, The University of Chicago, Argonne National Laboratory, Lemont, IL, United States
| | - Robert W. Henning
- BioCARS, The University of Chicago, Argonne National Laboratory, Lemont, IL, United States
| | - Silvia Russi
- Stanford Synchrotron Radiation Lightsource, SLAC National Accelerator Laboratory, Menlo Park, CA, United States
| | - Doeke R. Hekstra
- Department of Molecular & Cellular Biology, Harvard University, Cambridge, MA, United States
- School of Engineering & Applied Sciences, Harvard University, Allston, MA, United States
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15
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Anmangandla A, Jana S, Peng K, Wallace SD, Bagde SR, Drown BS, Xu J, Hergenrother PJ, Fromme JC, Lin H. A Fluorescence Polarization Assay for Macrodomains Facilitates the Identification of Potent Inhibitors of the SARS-CoV-2 Macrodomain. ACS Chem Biol 2023; 18:1200-1207. [PMID: 37126856 PMCID: PMC10178785 DOI: 10.1021/acschembio.3c00092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Accepted: 04/10/2023] [Indexed: 05/03/2023]
Abstract
Viral macrodomains, which can bind to and/or hydrolyze adenine diphosphate ribose (ADP-ribose or ADPr) from proteins, have been suggested to counteract host immune response and be viable targets for the development of antiviral drugs. Therefore, developing high-throughput screening (HTS) techniques for macrodomain inhibitors is of great interest. Herein, using a novel tracer TAMRA-ADPr, an ADP-ribose compound conjugated with tetramethylrhodamine, we developed a robust fluorescence polarization assay for various viral and human macrodomains including SARS-CoV-2 Macro1, VEEV Macro, CHIKV Macro, human MacroD1, MacroD2, and PARP9 Macro2. Using this assay, we validated Z8539 (IC50 6.4 μM) and GS441524 (IC50 15.2 μM), two literature-reported small-molecule inhibitors of SARS-CoV-2 Macro1. Our data suggest that GS441524 is highly selective for SARS-CoV-2 Macro1 over other human and viral macrodomains. Furthermore, using this assay, we identified pNP-ADPr (ADP-ribosylated p-nitrophenol, IC50 370 nM) and TFMU-ADPr (ADP-ribosylated trifluoromethyl umbelliferone, IC50 590 nM) as the most potent SARS-CoV-2 Macro1 binders reported to date. An X-ray crystal structure of SARS-CoV-2 Macro1 in complex with TFMU-ADPr revealed how the TFMU moiety contributes to the binding affinity. Our data demonstrate that this fluorescence polarization assay is a useful addition to the HTS methods for the identification of macrodomain inhibitors.
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Affiliation(s)
- Ananya Anmangandla
- Department
of Chemistry and Chemical Biology, Cornell
University, Ithaca, New York 14853, United States
| | - Sadhan Jana
- Department
of Chemistry and Chemical Biology, Cornell
University, Ithaca, New York 14853, United States
| | - Kewen Peng
- Department
of Chemistry and Chemical Biology, Cornell
University, Ithaca, New York 14853, United States
| | - Shamar D. Wallace
- Department
of Molecular Biology and Genetics, Weill Institute for Cell and Molecular
Biology, Cornell University, Ithaca, New York 14853, United States
| | - Saket R. Bagde
- Department
of Molecular Biology and Genetics, Weill Institute for Cell and Molecular
Biology, Cornell University, Ithaca, New York 14853, United States
| | - Bryon S. Drown
- Department
of Chemistry, Institute for Genomic Biology,
and Cancer Center at Illinois, University of Illinois at Urbana-Champaign, 261 Roger Adams Lab Box 36-5, 600
S. Mathews Avenue, Urbana, Illinois 61801, United States
| | - Jiashu Xu
- Department
of Chemistry and Chemical Biology, Cornell
University, Ithaca, New York 14853, United States
| | - Paul J. Hergenrother
- Department
of Chemistry, Institute for Genomic Biology,
and Cancer Center at Illinois, University of Illinois at Urbana-Champaign, 261 Roger Adams Lab Box 36-5, 600
S. Mathews Avenue, Urbana, Illinois 61801, United States
| | - J. Christopher Fromme
- Department
of Molecular Biology and Genetics, Weill Institute for Cell and Molecular
Biology, Cornell University, Ithaca, New York 14853, United States
| | - Hening Lin
- Department
of Chemistry and Chemical Biology, Cornell
University, Ithaca, New York 14853, United States
- Howard
Hughes Medical Institute; Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, United States
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16
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Taha TY, Suryawanshi RK, Chen IP, Correy GJ, O'Leary PC, Jogalekar MP, McCavitt-Malvido M, Diolaiti ME, Kimmerly GR, Tsou CL, Martinez-Sobrido L, Krogan NJ, Ashworth A, Fraser JS, Ott M. A single inactivating amino acid change in the SARS-CoV-2 NSP3 Mac1 domain attenuates viral replication and pathogenesis in vivo. bioRxiv 2023:2023.04.18.537104. [PMID: 37131711 PMCID: PMC10153184 DOI: 10.1101/2023.04.18.537104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Despite unprecedented efforts, our therapeutic arsenal against SARS-CoV-2 remains limited. The conserved macrodomain 1 (Mac1) in NSP3 is an enzyme exhibiting ADP-ribosylhydrolase activity and a possible drug target. To determine the therapeutic potential of Mac1 inhibition, we generated recombinant viruses and replicons encoding a catalytically inactive NSP3 Mac1 domain by mutating a critical asparagine in the active site. While substitution to alanine (N40A) reduced catalytic activity by ~10-fold, mutations to aspartic acid (N40D) reduced activity by ~100-fold relative to wildtype. Importantly, the N40A mutation rendered Mac1 unstable in vitro and lowered expression levels in bacterial and mammalian cells. When incorporated into SARS-CoV-2 molecular clones, the N40D mutant only modestly affected viral fitness in immortalized cell lines, but reduced viral replication in human airway organoids by 10-fold. In mice, N40D replicated at >1000-fold lower levels compared to the wildtype virus while inducing a robust interferon response; all animals infected with the mutant virus survived infection and showed no signs of lung pathology. Our data validate the SARS-CoV-2 NSP3 Mac1 domain as a critical viral pathogenesis factor and a promising target to develop antivirals.
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Affiliation(s)
- Taha Y Taha
- Gladstone Institutes, San Francisco, CA 94158
| | | | - Irene P Chen
- Gladstone Institutes, San Francisco, CA 94158
- University of California San Francisco, San Francisco, CA 94158
| | - Galen J Correy
- University of California San Francisco, San Francisco, CA 94158
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA 94158
| | | | | | | | | | | | | | | | - Nevan J Krogan
- University of California San Francisco, San Francisco, CA 94158
| | - Alan Ashworth
- University of California San Francisco, San Francisco, CA 94158
| | - James S Fraser
- University of California San Francisco, San Francisco, CA 94158
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA 94158
| | - Melanie Ott
- Gladstone Institutes, San Francisco, CA 94158
- University of California San Francisco, San Francisco, CA 94158
- Chan Zuckerberg Biohub - San Francisco, San Francisco, CA 94158
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17
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Li Y, Yu Q, Huang R, Chen H, Ren H, Ma L, He Y, Li W. SARS-CoV-2 SUD2 and Nsp5 Conspire to Boost Apoptosis of Respiratory Epithelial Cells via an Augmented Interaction with the G-Quadruplex of BclII. mBio 2023; 14:e0335922. [PMID: 36853058 PMCID: PMC10127692 DOI: 10.1128/mbio.03359-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Accepted: 02/09/2023] [Indexed: 03/01/2023] Open
Abstract
The molecular mechanisms underlying how SUD2 recruits other proteins of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) to exert its G-quadruplex (G4)-dependent pathogenic function is unknown. Herein, Nsp5 was singled out as a binding partner of the SUD2-N+M domains (SUD2core) with high affinity, through the surface located crossing these two domains. Biochemical and fluorescent assays demonstrated that this complex also formed in the nucleus of living host cells. Moreover, the SUD2core-Nsp5 complex displayed significantly enhanced selective binding affinity for the G4 structure in the BclII promoter than did SUD2core alone. This increased stability exhibited by the tertiary complex was rationalized by AlphaFold2 and molecular dynamics analysis. In line with these molecular interactions, downregulation of BclII and subsequent augmented apoptosis of respiratory cells were both observed. These results provide novel information and a new avenue to explore therapeutic strategies targeting SARS-CoV-2. IMPORTANCE SUD2, a unique protein domain closely related to the pathogenesis of SARS-CoV-2, has been reported to bind with the G-quadruplex (G4), a special noncanonical DNA structure endowed with important functions in regulating gene expression. However, the interacting partner of SUD2, among other SARS-CoV-2 Nsps, and the resulting functional consequences remain unknown. Here, a stable complex formed between SUD2 and Nsp5 was fully characterized both in vitro and in host cells. Moreover, this complex had a significantly enhanced binding affinity specifically targeting the Bcl2G4 in the promoter region of the antiapoptotic gene BclII, compared with SUD2 alone. In respiratory epithelial cells, the SUD2-Nsp5 complex promoted BclII-mediated apoptosis in a G4-dependent manner. These results reveal fresh information about matched multicomponent interactions, which can be parlayed to develop new therapeutics for future relevant viral disease.
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Affiliation(s)
- Ying Li
- Department of Respiratory and Critical Care Medicine, Targeted Tracer Research and Development Laboratory, West China Hospital, Sichuan University, Chengdu, China
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
| | - Quanwei Yu
- Department of Respiratory and Critical Care Medicine, Targeted Tracer Research and Development Laboratory, West China Hospital, Sichuan University, Chengdu, China
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
| | - Ridong Huang
- Department of Respiratory and Critical Care Medicine, Targeted Tracer Research and Development Laboratory, West China Hospital, Sichuan University, Chengdu, China
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
| | - Hai Chen
- Department of Respiratory and Critical Care Medicine, Targeted Tracer Research and Development Laboratory, West China Hospital, Sichuan University, Chengdu, China
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
| | - Hequan Ren
- Department of Respiratory and Critical Care Medicine, Targeted Tracer Research and Development Laboratory, West China Hospital, Sichuan University, Chengdu, China
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
| | - Lingling Ma
- Department of Respiratory and Critical Care Medicine, Targeted Tracer Research and Development Laboratory, West China Hospital, Sichuan University, Chengdu, China
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
| | - Yang He
- Department of Respiratory and Critical Care Medicine, Targeted Tracer Research and Development Laboratory, West China Hospital, Sichuan University, Chengdu, China
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
| | - Weimin Li
- Department of Respiratory and Critical Care Medicine, Targeted Tracer Research and Development Laboratory, West China Hospital, Sichuan University, Chengdu, China
- Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
- Precision Medicine Research Center, West China Hospital, Sichuan University, Chengdu, China
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18
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Alhammad YM, Parthasarathy S, Ghimire R, O’Connor JJ, Kerr CM, Pfannenstiel JJ, Chanda D, Miller CA, Unckless RL, Zuniga S, Enjuanes L, More S, Channappanavar R, Fehr AR. SARS-CoV-2 Mac1 is required for IFN antagonism and efficient virus replication in mice. bioRxiv 2023:2023.04.06.535927. [PMID: 37066301 PMCID: PMC10104158 DOI: 10.1101/2023.04.06.535927] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/18/2023]
Abstract
Several coronavirus (CoV) encoded proteins are being evaluated as targets for antiviral therapies for COVID-19. Included in this set of proteins is the conserved macrodomain, or Mac1, an ADP-ribosylhydrolase and ADP-ribose binding protein. Utilizing point mutant recombinant viruses, Mac1 was shown to be critical for both murine hepatitis virus (MHV) and severe acute respiratory syndrome (SARS)-CoV virulence. However, as a potential drug target, it is imperative to understand how a complete Mac1 deletion impacts the replication and pathogenesis of different CoVs. To this end, we created recombinant bacterial artificial chromosomes (BACs) containing complete Mac1 deletions (ΔMac1) in MHV, MERS-CoV, and SARS-CoV-2. While we were unable to recover infectious virus from MHV or MERS-CoV ΔMac1 BACs, SARS-CoV-2 ΔMac1 was readily recovered from BAC transfection, indicating a stark difference in the requirement for Mac1 between different CoVs. Furthermore, SARS-CoV-2 ΔMac1 replicated at or near wild-type levels in multiple cell lines susceptible to infection. However, in a mouse model of severe infection, ΔMac1 was quickly cleared causing minimal pathology without any morbidity. ΔMac1 SARS-CoV-2 induced increased levels of interferon (IFN) and interferon-stimulated gene (ISG) expression in cell culture and mice, indicating that Mac1 blocks IFN responses which may contribute to its attenuation. ΔMac1 infection also led to a stark reduction in inflammatory monocytes and neutrophils. These results demonstrate that Mac1 only minimally impacts SARS-CoV-2 replication, unlike MHV and MERS-CoV, but is required for SARS-CoV-2 pathogenesis and is a unique antiviral drug target. SIGNIFICANCE All CoVs, including SARS-CoV-2, encode for a conserved macrodomain (Mac1) that counters host ADP-ribosylation. Prior studies with SARS-CoV-1 and MHV found that Mac1 blocks IFN production and promotes CoV pathogenesis, which has prompted the development of SARS-CoV-2 Mac1 inhibitors. However, development of these compounds into antivirals requires that we understand how SARS-CoV-2 lacking Mac1 replicates and causes disease in vitro and in vivo . Here we found that SARS-CoV-2 containing a complete Mac1 deletion replicates normally in cell culture but induces an elevated IFN response, has reduced viral loads in vivo , and does not cause significant disease in mice. These results will provide a roadmap for testing Mac1 inhibitors, help identify Mac1 functions, and open additional avenues for coronavirus therapies.
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Affiliation(s)
- Yousef M. Alhammad
- Department of Molecular Biosciences, University of Kansas, Lawrence, Kansas 66047, USA
| | | | - Roshan Ghimire
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, Oklahoma, United States
| | - Joseph J. O’Connor
- Department of Molecular Biosciences, University of Kansas, Lawrence, Kansas 66047, USA
| | - Catherine M. Kerr
- Department of Molecular Biosciences, University of Kansas, Lawrence, Kansas 66047, USA
| | | | - Debarati Chanda
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, Oklahoma, United States
| | - Caden A. Miller
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, Oklahoma, United States
| | - Robert L. Unckless
- Department of Molecular Biosciences, University of Kansas, Lawrence, Kansas 66047, USA
| | - Sonia Zuniga
- National Center of Biotechnology (CNB-CSIC), Campus Universidad Autónoma de Madrid, Madrid, Spain
| | - Luis Enjuanes
- National Center of Biotechnology (CNB-CSIC), Campus Universidad Autónoma de Madrid, Madrid, Spain
| | - Sunil More
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, Oklahoma, United States
| | - Rudragouda Channappanavar
- Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, Oklahoma, United States
| | - Anthony R. Fehr
- Department of Molecular Biosciences, University of Kansas, Lawrence, Kansas 66047, USA
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19
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Schuller M, Zarganes-Tzitzikas T, Bennett J, De Cesco S, Fearon D, von Delft F, Fedorov O, Brennan PE, Ahel I. Discovery and Development Strategies for SARS-CoV-2 NSP3 Macrodomain Inhibitors. Pathogens 2023; 12:324. [PMID: 36839595 PMCID: PMC9965906 DOI: 10.3390/pathogens12020324] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 02/03/2023] [Accepted: 02/10/2023] [Indexed: 02/17/2023] Open
Abstract
The worldwide public health and socioeconomic consequences caused by the COVID-19 pandemic highlight the importance of increasing preparedness for viral disease outbreaks by providing rapid disease prevention and treatment strategies. The NSP3 macrodomain of coronaviruses including SARS-CoV-2 is among the viral protein repertoire that was identified as a potential target for the development of antiviral agents, due to its critical role in viral replication and consequent pathogenicity in the host. By combining virtual and biophysical screening efforts, we discovered several experimental small molecules and FDA-approved drugs as inhibitors of the NSP3 macrodomain. Analogue characterisation of the hit matter and crystallographic studies confirming binding modes, including that of the antibiotic compound aztreonam, to the active site of the macrodomain provide valuable structure-activity relationship information that support current approaches and open up new avenues for NSP3 macrodomain inhibitor development.
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Affiliation(s)
- Marion Schuller
- Sir William Dunn School of Pathology, University of Oxford, Oxford OX1 3RE, UK
| | | | - James Bennett
- Centre for Medicines Discovery, University of Oxford, Headington OX3 7DQ, UK
| | - Stephane De Cesco
- Centre for Medicines Discovery, University of Oxford, Headington OX3 7DQ, UK
| | - Daren Fearon
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, Didcot OX11 0DE, UK
- Research Complex at Harwell, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK
| | - Frank von Delft
- Centre for Medicines Discovery, University of Oxford, Headington OX3 7DQ, UK
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, Didcot OX11 0DE, UK
- Research Complex at Harwell, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK
- Structural Genomics Consortium, University of Oxford, Headington OX3 7DQ, UK
- Department of Biochemistry, University of Johannesburg, Auckland Park, Johannesburg 2006, South Africa
| | - Oleg Fedorov
- Centre for Medicines Discovery, University of Oxford, Headington OX3 7DQ, UK
| | - Paul E. Brennan
- Centre for Medicines Discovery, University of Oxford, Headington OX3 7DQ, UK
| | - Ivan Ahel
- Sir William Dunn School of Pathology, University of Oxford, Oxford OX1 3RE, UK
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20
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Gahbauer S, Correy GJ, Schuller M, Ferla MP, Doruk YU, Rachman M, Wu T, Diolaiti M, Wang S, Neitz RJ, Fearon D, Radchenko DS, Moroz YS, Irwin JJ, Renslo AR, Taylor JC, Gestwicki JE, von Delft F, Ashworth A, Ahel I, Shoichet BK, Fraser JS. Iterative computational design and crystallographic screening identifies potent inhibitors targeting the Nsp3 macrodomain of SARS-CoV-2. Proc Natl Acad Sci U S A 2023; 120:e2212931120. [PMID: 36598939 PMCID: PMC9926234 DOI: 10.1073/pnas.2212931120] [Citation(s) in RCA: 26] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 11/28/2022] [Indexed: 01/05/2023] Open
Abstract
The nonstructural protein 3 (NSP3) of the severe acute respiratory syndrome-coronavirus-2 (SARS-CoV-2) contains a conserved macrodomain enzyme (Mac1) that is critical for pathogenesis and lethality. While small-molecule inhibitors of Mac1 have great therapeutic potential, at the outset of the COVID-19 pandemic, there were no well-validated inhibitors for this protein nor, indeed, the macrodomain enzyme family, making this target a pharmacological orphan. Here, we report the structure-based discovery and development of several different chemical scaffolds exhibiting low- to sub-micromolar affinity for Mac1 through iterations of computer-aided design, structural characterization by ultra-high-resolution protein crystallography, and binding evaluation. Potent scaffolds were designed with in silico fragment linkage and by ultra-large library docking of over 450 million molecules. Both techniques leverage the computational exploration of tangible chemical space and are applicable to other pharmacological orphans. Overall, 160 ligands in 119 different scaffolds were discovered, and 153 Mac1-ligand complex crystal structures were determined, typically to 1 Å resolution or better. Our analyses discovered selective and cell-permeable molecules, unexpected ligand-mediated conformational changes within the active site, and key inhibitor motifs that will template future drug development against Mac1.
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Affiliation(s)
- Stefan Gahbauer
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA94158
| | - Galen J. Correy
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA94158
| | - Marion Schuller
- Sir William Dunn School of Pathology, University of Oxford, OxfordOX1 3RE, UK
| | - Matteo P. Ferla
- Wellcome Centre for Human Genetics, University of Oxford, OxfordOX3 7BN, UK
- National Institute for Health Research Oxford Biomedical Research Centre, OxfordOX4 2PG, UK
| | - Yagmur Umay Doruk
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA94158
| | - Moira Rachman
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA94158
| | - Taiasean Wu
- Institute for Neurodegenerative Disease, University of California San Francisco, San Francisco, CA94158
- Chemistry and Chemical Biology Graduate Program, University of California San Francisco, San Francisco, CA94158
| | - Morgan Diolaiti
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA94158
| | - Siyi Wang
- Chemistry and Chemical Biology Graduate Program, University of California San Francisco, San Francisco, CA94158
| | - R. Jeffrey Neitz
- Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, CA94158
| | - Daren Fearon
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, DidcotOX11 0DE, UK
- Research Complex at Harwell Harwell Science and Innovation Campus, DidcotOX11 0FA, UK
| | - Dmytro S. Radchenko
- Enamine Ltd., Kyiv02094, Ukraine
- Taras Shevchenko National University of Kyiv, Kyiv01601, Ukraine
| | - Yurii S. Moroz
- Taras Shevchenko National University of Kyiv, Kyiv01601, Ukraine
- Chemspace, Kyiv02094, Ukraine
| | - John J. Irwin
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA94158
| | - Adam R. Renslo
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA94158
- Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, CA94158
| | - Jenny C. Taylor
- Wellcome Centre for Human Genetics, University of Oxford, OxfordOX3 7BN, UK
- National Institute for Health Research Oxford Biomedical Research Centre, OxfordOX4 2PG, UK
| | - Jason E. Gestwicki
- Institute for Neurodegenerative Disease, University of California San Francisco, San Francisco, CA94158
- Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, CA94158
| | - Frank von Delft
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, DidcotOX11 0DE, UK
- Research Complex at Harwell Harwell Science and Innovation Campus, DidcotOX11 0FA, UK
- Centre for Medicines Discovery, University of Oxford, HeadingtonOX3 7DQ, UK
- Structural Genomics Consortium, University of Oxford, HeadingtonOX3 7DQ, UK
- Department of Biochemistry, University of Johannesburg, Auckland Park2006, South Africa
| | - Alan Ashworth
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA94158
| | - Ivan Ahel
- Sir William Dunn School of Pathology, University of Oxford, OxfordOX1 3RE, UK
| | - Brian K. Shoichet
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA94158
| | - James S. Fraser
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA94158
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21
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Gahbauer S, Correy GJ, Schuller M, Ferla MP, Doruk YU, Rachman M, Wu T, Diolaiti M, Wang S, Neitz RJ, Fearon D, Radchenko D, Moroz Y, Irwin JJ, Renslo AR, Taylor JC, Gestwicki JE, von Delft F, Ashworth A, Ahel I, Shoichet BK, Fraser JS. Iterative computational design and crystallographic screening identifies potent inhibitors targeting the Nsp3 Macrodomain of SARS-CoV-2. bioRxiv 2022:2022.06.27.497816. [PMID: 35794891 PMCID: PMC9258288 DOI: 10.1101/2022.06.27.497816] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
The nonstructural protein 3 (NSP3) of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) contains a conserved macrodomain enzyme (Mac1) that is critical for pathogenesis and lethality. While small molecule inhibitors of Mac1 have great therapeutic potential, at the outset of the COVID-19 pandemic there were no well-validated inhibitors for this protein nor, indeed, the macrodomain enzyme family, making this target a pharmacological orphan. Here, we report the structure-based discovery and development of several different chemical scaffolds exhibiting low- to sub-micromolar affinity for Mac1 through iterations of computer-aided design, structural characterization by ultra-high resolution protein crystallography, and binding evaluation. Potent scaffolds were designed with in silico fragment linkage and by ultra-large library docking of over 450 million molecules. Both techniques leverage the computational exploration of tangible chemical space and are applicable to other pharmacological orphans. Overall, 160 ligands in 119 different scaffolds were discovered, and 152 Mac1-ligand complex crystal structures were determined, typically to 1 Å resolution or better. Our analyses discovered selective and cell-permeable molecules, unexpected ligand-mediated protein dynamics within the active site, and key inhibitor motifs that will template future drug development against Mac1.
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Affiliation(s)
- Stefan Gahbauer
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA 94158, USA
| | - Galen J. Correy
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA 94158, USA
| | - Marion Schuller
- Sir William Dunn School of Pathology, University of Oxford, South Parks Road, Oxford, OX1 3RE, UK
| | - Matteo P. Ferla
- Wellcome Centre for Human Genetics, University of Oxford, Old Road Campus, Oxford OX3 7BN, UK
- National Institute for Health Research Oxford Biomedical Research Centre, Oxford, OX4 2PG, UK
| | - Yagmur Umay Doruk
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA 94158, USA
| | - Moira Rachman
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA 94158, USA
| | - Taiasean Wu
- Institute for Neurodegenerative Disease, University of California San Francisco, San Francisco, CA 94158, USA
- Chemistry and Chemical Biology Graduate Program, University of California San Francisco, San Francisco, CA 94158, USA
| | - Morgan Diolaiti
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA 94158, USA
| | - Siyi Wang
- Chemistry and Chemical Biology Graduate Program, University of California San Francisco, San Francisco, CA 94158, USA
| | - R. Jeffrey Neitz
- Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, California 94158, USA
| | - Daren Fearon
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, Didcot, OX11 0DE, UK
- Research Complex at Harwell, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK
| | - Dmytro Radchenko
- Enamine Ltd., Chervonotkatska Street 78, Kyiv 02094, Ukraine
- Taras Shevchenko National University of Kyiv, Volodymyrska Street 60, Kyiv, 01601, Ukraine
| | - Yurii Moroz
- Taras Shevchenko National University of Kyiv, Volodymyrska Street 60, Kyiv, 01601, Ukraine
- Chemspace, Chervonotkatska Street 78, Kyiv, 02094, Ukraine
| | - John J. Irwin
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA 94158, USA
| | - Adam R. Renslo
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA 94158, USA
- Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, California 94158, USA
| | - Jenny C. Taylor
- Wellcome Centre for Human Genetics, University of Oxford, Old Road Campus, Oxford OX3 7BN, UK
- National Institute for Health Research Oxford Biomedical Research Centre, Oxford, OX4 2PG, UK
| | - Jason E. Gestwicki
- Institute for Neurodegenerative Disease, University of California San Francisco, San Francisco, CA 94158, USA
- Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, California 94158, USA
| | - Frank von Delft
- Diamond Light Source Ltd., Harwell Science and Innovation Campus, Didcot, OX11 0DE, UK
- Research Complex at Harwell, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK
- Centre for Medicines Discovery, University of Oxford, South Parks Road, Headington, OX3 7DQ, UK
- Structural Genomics Consortium, University of Oxford, Old Road Campus, Roosevelt Drive, Headington OX3 7DQ, UK
- Department of Biochemistry, University of Johannesburg, Auckland Park 2006, South Africa
| | - Alan Ashworth
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA 94158, USA
| | - Ivan Ahel
- Sir William Dunn School of Pathology, University of Oxford, South Parks Road, Oxford, OX1 3RE, UK
| | - Brian K. Shoichet
- Department of Pharmaceutical Chemistry, University of California San Francisco, San Francisco, CA 94158, USA
| | - James S. Fraser
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA 94158, USA
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