1
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Bajaj T, Mosavati B, Zhang LH, Parsa MS, Wang H, Kerek EM, Liang X, Tabatabaei Dakhili SA, Wehri E, Guo S, Desai RN, Orr LM, Mofrad MRK, Schaletzky J, Ussher JR, Deng X, Stanley R, Hubbard BP, Nomura DK, Murthy N. Identification of acrylamide-based covalent inhibitors of SARS-CoV-2 (SCoV-2) Nsp15 using high-throughput screening and machine learning. RSC Adv 2025; 15:10243-10256. [PMID: 40182494 PMCID: PMC11966100 DOI: 10.1039/d4ra06955b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2024] [Accepted: 02/25/2025] [Indexed: 04/05/2025] Open
Abstract
Non-structural protein 15 (Nsp15) is a SARS-CoV-2 (SCoV-2) endoribonuclease and is a promising target for drug development because of its essential role in evading the host immune system. However, developing inhibitors against Nsp15 has been challenging due to its structural complexity and large RNA binding surface. In this report, we screened a 2640 acrylamide-based compound library against Nsp15 and identified 10 fragments that reacted with cysteine residues on Nsp15 and inhibited its endoribonuclease activity with IC50s less than 5 μM. These compounds had several attractive properties, such as low molecular weight (180-300 g mol-1), log P <3, zero violations to Lipinski's rules, and no apparent pan-assay interference (PAINs) properties. In addition, based on this data as a training set, we developed an artificial intelligence (AI) model that accelerated the hit to lead process and had a 73% accuracy for predicting new acrylamide-based Nsp15 inhibitors. Collectively, these results demonstrate that acrylamide fragments have great potential for developing Nsp15 inhibitors.
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Affiliation(s)
- Teena Bajaj
- Graduate Program of Comparative Biochemistry, University of California, Berkeley Berkeley CA USA
| | - Babak Mosavati
- Innovative Genomics Institute, University of California, Berkeley Berkeley CA USA
- Department of Bioengineering, University of California, Berkeley Berkeley CA USA
| | - Lydia H Zhang
- Graduate Program of Molecular Toxicology, University of California, Berkeley Berkeley CA USA
| | - Mohammad S Parsa
- Department of Applied Science and Technology, University of California, Berkeley CA USA
| | - Huanchen Wang
- Signal Transduction Laboratory, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services North Carolina USA
| | - Evan M Kerek
- Department of Pharmacology, Li Ka Shing Institute of Virology, University of Alberta Edmonton Alberta Canada
| | - Xueying Liang
- Department of Physiological Sciences, College of Veterinary Medicine, Oklahoma Center for Respiratory and Infectious Disease, Oklahoma State University Oklahoma USA
| | | | - Eddie Wehri
- The Henry Wheeler Center for Emerging and Neglected Diseases, University of California, Berkeley Berkeley CA USA
| | - Silin Guo
- Department of Chemistry, University of California, Berkeley Berkeley CA USA
| | - Rushil N Desai
- Department of Bioengineering, University of California, Berkeley Berkeley CA USA
| | - Lauren M Orr
- Department of Chemistry, University of California, Berkeley Berkeley CA USA
| | - Mohammad R K Mofrad
- Department of Mechanical Engineering, University of California Berkeley CA USA
| | - Julia Schaletzky
- The Henry Wheeler Center for Emerging and Neglected Diseases, University of California, Berkeley Berkeley CA USA
- The Molecular Therapeutics Initiative, University of California, Berkeley 344 Li Ka Shing Berkeley CA USA
| | - John R Ussher
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta Edmonton Alberta Canada
| | - Xufang Deng
- Department of Physiological Sciences, College of Veterinary Medicine, Oklahoma Center for Respiratory and Infectious Disease, Oklahoma State University Oklahoma USA
| | - Robin Stanley
- Signal Transduction Laboratory, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services North Carolina USA
| | - Basil P Hubbard
- Department of Pharmacology, Li Ka Shing Institute of Virology, University of Alberta Edmonton Alberta Canada
| | - Daniel K Nomura
- Department of Chemistry, University of California, Berkeley Berkeley CA USA
| | - Niren Murthy
- Department of Physiological Sciences, College of Veterinary Medicine, Oklahoma Center for Respiratory and Infectious Disease, Oklahoma State University Oklahoma USA
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2
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Evdokimova M, Feng S, Caobi A, Moreira FR, Jones D, Alysandratos KD, Tully ES, Kotton DN, Boyd DF, Banach BS, Kirchdoerfer RN, Saeed M, Baker SC. Coronavirus endoribonuclease antagonizes ZBP1-mediated necroptosis and delays multiple cell death pathways. Proc Natl Acad Sci U S A 2025; 122:e2419620122. [PMID: 40035769 PMCID: PMC11912388 DOI: 10.1073/pnas.2419620122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Accepted: 01/13/2025] [Indexed: 03/06/2025] Open
Abstract
Identifying conserved mechanisms used by viruses to delay host innate responses can reveal potential targets for antiviral therapeutics. Here, we investigated coronavirus nonstructural protein 15 (nsp15), which encodes a highly conserved endoribonuclease (EndoU). EndoU functions as an immune antagonist by limiting the accumulation of viral replication intermediates that would otherwise be sensed by the host. Despite being a promising antiviral target, it has been difficult to develop small-molecule inhibitors that target the EndoU active site. We generated nsp15 mutants of the coronaviruses severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and mouse hepatitis virus (MHV)-A59 and identified conserved residues within the amino-terminal domain that are required for EndoU activity. Loss of EndoU activity caused the activation of host sensors, which limited viral replication in interferon-responsive cells and attenuated disease in MHV-infected mice. Using transcriptional profiling, we found that MHV EndoU mutant viruses upregulate multiple host sensors, including Z-form nucleic acid-binding protein 1 (ZBP1). We found that nsp15 mutants induced early, robust ZBP1-mediated necroptosis. EndoU mutant viruses also induced ZBP1-independent apoptosis and pyroptosis pathways, causing early, robust cell death that limits virus replication and pathogenesis. Overall, we document the importance of the amino-terminal domain for EndoU function. We also highlight the importance of nsp15/EndoU activity for evading host sensors, delaying cell death, and promoting pathogenesis.
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Affiliation(s)
- Monika Evdokimova
- Department of Microbiology and Immunology, Stritch School of Medicine, Loyola University Chicago, Maywood, IL60153
| | - Shuchen Feng
- Department of Microbiology and Immunology, Stritch School of Medicine, Loyola University Chicago, Maywood, IL60153
| | - Allen Caobi
- Department of Biochemistry and Cell Biology, Boston University Chobanian and Avedisian School of Medicine, Boston University, Boston, MA02118
- National Emerging Infectious Diseases Laboratories, Boston University, Boston, MA02118
| | - Fernando R. Moreira
- Department of Microbiology and Immunology, Stritch School of Medicine, Loyola University Chicago, Maywood, IL60153
| | - Dakota Jones
- Center for Regenerative Medicine, Boston University and Boston Medical Center, Boston, MA02118
- The Pulmonary Center and Department of Medicine, Boston University Chobanian and Avedisian School of Medicine, Boston, MA02118
| | - Konstantinos-Dionysios Alysandratos
- Center for Regenerative Medicine, Boston University and Boston Medical Center, Boston, MA02118
- The Pulmonary Center and Department of Medicine, Boston University Chobanian and Avedisian School of Medicine, Boston, MA02118
| | - Ena S. Tully
- Department of Biochemistry, College of Agricultural and Life Sciences, University of Wisconsin-Madison, Madison, WI53706
| | - Darrell N. Kotton
- Center for Regenerative Medicine, Boston University and Boston Medical Center, Boston, MA02118
- The Pulmonary Center and Department of Medicine, Boston University Chobanian and Avedisian School of Medicine, Boston, MA02118
| | - David F. Boyd
- Department of Molecular, Cell, and Developmental Biology, University of California, Santa Cruz, CA95064
| | - Bridget S. Banach
- Department of Pathology, Delnor Hospital-Northwestern Medicine, Geneva, IL60134
| | - Robert N. Kirchdoerfer
- Department of Biochemistry, College of Agricultural and Life Sciences, University of Wisconsin-Madison, Madison, WI53706
| | - Mohsan Saeed
- Department of Biochemistry and Cell Biology, Boston University Chobanian and Avedisian School of Medicine, Boston University, Boston, MA02118
- National Emerging Infectious Diseases Laboratories, Boston University, Boston, MA02118
| | - Susan C. Baker
- Department of Microbiology and Immunology, Stritch School of Medicine, Loyola University Chicago, Maywood, IL60153
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3
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Van Loy B, Pujol E, Kamata K, Lee XY, Bakirtzoglou N, Van Berwaer R, Vandeput J, Mestdagh C, Persoons L, De Wijngaert B, Goovaerts Q, Noppen S, Jacquemyn M, Ahmadzadeh K, Bernaerts E, Martín-López J, Escriche C, Vanmechelen B, Krasniqi B, Singh AK, Daelemans D, Maes P, Matthys P, Dehaen W, Rozenski J, Das K, Voet A, Vázquez S, Naesens L, Stevaert A. A guanidine-based coronavirus replication inhibitor which targets the nsp15 endoribonuclease and selects for interferon-susceptible mutant viruses. PLoS Pathog 2025; 21:e1012571. [PMID: 39932973 PMCID: PMC11856660 DOI: 10.1371/journal.ppat.1012571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2024] [Revised: 02/25/2025] [Accepted: 01/26/2025] [Indexed: 02/13/2025] Open
Abstract
The approval of COVID-19 vaccines and antiviral drugs has been crucial to end the global health crisis caused by SARS-CoV-2. However, to prepare for future outbreaks from drug-resistant variants and novel zoonotic coronaviruses (CoVs), additional therapeutics with a distinct antiviral mechanism are needed. Here, we report a novel guanidine-substituted diphenylurea compound that suppresses CoV replication by interfering with the uridine-specific endoribonuclease (EndoU) activity of the viral non-structural protein-15 (nsp15). This compound, designated EPB-113, exhibits strong and selective cell culture activity against human coronavirus 229E (HCoV-229E) and also suppresses the replication of SARS-CoV-2. Viruses, selected under EPB-113 pressure, carried resistance sites at or near the catalytic His250 residue of the nsp15-EndoU domain. Although the best-known function of EndoU is to avoid induction of type I interferon (IFN-I) by lowering the levels of viral dsRNA, EPB-113 was found to mainly act via an IFN-independent mechanism, situated during viral RNA synthesis. Using a combination of biophysical and enzymatic assays with the recombinant nsp15 proteins from HCoV-229E and SARS-CoV-2, we discovered that EPB-113 enhances the EndoU cleavage activity of hexameric nsp15, while reducing its thermal stability. This mechanism explains why the virus escapes EPB-113 by acquiring catalytic site mutations which impair compound binding to nsp15 and abolish the EndoU activity. Since the EPB-113-resistant mutant viruses induce high levels of IFN-I and its effectors, they proved unable to replicate in human macrophages and were readily outcompeted by the wild-type virus upon co-infection of human fibroblast cells. Our findings suggest that antiviral targeting of nsp15 can be achieved with a molecule that induces a conformational change in this protein, resulting in higher EndoU activity and impairment of viral RNA synthesis. Based on the appealing mechanism and resistance profile of EPB-113, we conclude that nsp15 is a challenging but highly relevant drug target.
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Affiliation(s)
- Benjamin Van Loy
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Eugènia Pujol
- Laboratori de Química Farmacèutica (Unitat Associada al Consejo Superior de Investigaciones Científicas), Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
- Institute of Biomedicine of the University of Barcelona (IBUB), Universitat de Barcelona, Barcelona, Spain
| | - Kenichi Kamata
- Biochemistry, Molecular and Structural Biology, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Xiao Yin Lee
- Biochemistry, Molecular and Structural Biology, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Nikolai Bakirtzoglou
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Ria Van Berwaer
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Julie Vandeput
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Cato Mestdagh
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Leentje Persoons
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Brent De Wijngaert
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Quinten Goovaerts
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Sam Noppen
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Maarten Jacquemyn
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Kourosh Ahmadzadeh
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Eline Bernaerts
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Juan Martín-López
- Laboratori de Química Farmacèutica (Unitat Associada al Consejo Superior de Investigaciones Científicas), Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
- Institute of Biomedicine of the University of Barcelona (IBUB), Universitat de Barcelona, Barcelona, Spain
| | - Celia Escriche
- Laboratori de Química Farmacèutica (Unitat Associada al Consejo Superior de Investigaciones Científicas), Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
- Institute of Biomedicine of the University of Barcelona (IBUB), Universitat de Barcelona, Barcelona, Spain
| | - Bert Vanmechelen
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Besir Krasniqi
- Sustainable Chemistry for Metals and Molecules, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Abhimanyu K. Singh
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Dirk Daelemans
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Piet Maes
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Patrick Matthys
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Wim Dehaen
- Sustainable Chemistry for Metals and Molecules, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Jef Rozenski
- Department of Pharmaceutical and Pharmacological Sciences, Rega Institute, KU Leuven, Leuven, Belgium
| | - Kalyan Das
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Arnout Voet
- Biochemistry, Molecular and Structural Biology, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Santiago Vázquez
- Laboratori de Química Farmacèutica (Unitat Associada al Consejo Superior de Investigaciones Científicas), Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
- Institute of Biomedicine of the University of Barcelona (IBUB), Universitat de Barcelona, Barcelona, Spain
| | - Lieve Naesens
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Annelies Stevaert
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
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4
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Volek M, Kurfürst J, Drexler M, Svoboda M, Srb P, Veverka V, Curtis E. Aurora: a fluorescent deoxyribozyme for high-throughput screening. Nucleic Acids Res 2024; 52:9049-9061. [PMID: 38860424 PMCID: PMC11347150 DOI: 10.1093/nar/gkae467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 05/07/2024] [Accepted: 05/23/2024] [Indexed: 06/12/2024] Open
Abstract
Fluorescence facilitates the detection, visualization, and tracking of molecules with high sensitivity and specificity. A functional DNA molecule that generates a robust fluorescent signal would offer significant advantages for many applications compared to intrinsically fluorescent proteins, which are expensive and labor intensive to synthesize, and fluorescent RNA aptamers, which are unstable under most conditions. Here, we describe a novel deoxyriboyzme that rapidly and efficiently generates a stable fluorescent product using a readily available coumarin substrate. An engineered version can detect picomolar concentrations of ribonucleases in a simple homogenous assay, and was used to rapidly identify novel inhibitors of the SARS-CoV-2 ribonuclease Nsp15 in a high-throughput screen. Our work adds an important new component to the toolkit of functional DNA parts, and also demonstrates how catalytic DNA motifs can be used to solve real-world problems.
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Affiliation(s)
- Martin Volek
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague 166 10, Czech Republic
- Department of Genetics and Microbiology, Faculty of Science, Charles University in Prague, Prague 128 44, Czech Republic
| | - Jaroslav Kurfürst
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague 166 10, Czech Republic
- Department of Informatics and Chemistry, University of Chemistry and Technology, Prague 166 28, Czech Republic
| | - Matúš Drexler
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague 166 10, Czech Republic
| | - Michal Svoboda
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague 166 10, Czech Republic
| | - Pavel Srb
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague 166 10, Czech Republic
| | - Václav Veverka
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague 166 10, Czech Republic
- Department of Cell Biology, Faculty of Science, Charles University in Prague, Prague 128 44, Czech Republic
| | - Edward A Curtis
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague 166 10, Czech Republic
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5
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Kabeche S, Meister T, Yeh E. A fast-acting inhibitor of blood-stage P. falciparum with mechanism distinct from artemisinin and chloroquine. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.12.607553. [PMID: 39185231 PMCID: PMC11343144 DOI: 10.1101/2024.08.12.607553] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/27/2024]
Abstract
Artemisinins are first-line treatment for malaria, prized for their extremely fast reduction of parasite load in patients. New fast-acting antimalarial compounds are urgently needed to counter artemisinin resistance, but the fast parasite reduction observed with artemisinins is rare among antimalarial compounds. Here we show that MMV1580853 has a very fast in vitro killing rate, comparable to that of dihydroartemisinin. Near-complete parasite growth inhibition was observed within 1 hour of treatment with MMV1580853 and dihydroartemisinin, while chloroquine, another fast-acting antimalarial, showed partial growth inhibition after 1h. MMV1580853 was reported to inhibit prenyltransferases, but its fast killing rate is inconsistent with this mechanism-of-action and we were unable to validate any of 3 annotated P. falciparum prenyltransferases as MMV1580853 targets. MMV1580853 also did not phenocopy the inhibition phenotype of either chloroquine or dihydroartemisinin. These results indicate that MMV1580853 has a distinct mechanism-of-action leading to a very fast killing rate. MMV1580853 compound development and investigation of its mechanism-of-action will be critical avenues in the search for drugs matching the remarkable clinical efficacy of artemisinin.
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Affiliation(s)
- Stephanie Kabeche
- Department of Biochemistry, Stanford University School of Medicine, Stanford, CA, USA
| | - Thomas Meister
- Department of Molecular and Cellular Physiology, Stanford University School of Medicine, Stanford, CA, USA
| | - Ellen Yeh
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
- Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA 94158
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6
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Thibert S, Reid DJ, Wilson JW, Varikoti R, Maltseva N, Schultz KJ, Kruel A, Babnigg G, Joachimiak A, Kumar N, Zhou M. Native Mass Spectrometry Dissects the Structural Dynamics of an Allosteric Heterodimer of SARS-CoV-2 Nonstructural Proteins. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2024; 35:912-921. [PMID: 38535992 PMCID: PMC11066969 DOI: 10.1021/jasms.3c00453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Revised: 02/02/2024] [Accepted: 02/07/2024] [Indexed: 05/02/2024]
Abstract
Structure-based drug design, which relies on precise understanding of the target protein and its interaction with the drug candidate, is dramatically expedited by advances in computational methods for candidate prediction. Yet, the accuracy needs to be improved with more structural data from high throughput experiments, which are challenging to generate, especially for dynamic and weak associations. Herein, we applied native mass spectrometry (native MS) to rapidly characterize ligand binding of an allosteric heterodimeric complex of SARS-CoV-2 nonstructural proteins (nsp) nsp10 and nsp16 (nsp10/16), a complex essential for virus survival in the host and thus a desirable drug target. Native MS showed that the dimer is in equilibrium with monomeric states in solution. Consistent with the literature, well characterized small cosubstrate, RNA substrate, and product bind with high specificity and affinity to the dimer but not the free monomers. Unsuccessfully designed ligands bind indiscriminately to all forms. Using neutral gas collision, the nsp16 monomer with bound cosubstrate can be released from the holo dimer complex, confirming the binding to nsp16 as revealed by the crystal structure. However, we observed an unusual migration of the endogenous zinc ions bound to nsp10 to nsp16 after collisional dissociation. The metal migration can be suppressed by using surface collision with reduced precursor charge states, which presumably resulted in minimal gas-phase structural rearrangement and highlighted the importance of complementary techniques. With minimal sample input (∼μg), native MS can rapidly detect ligand binding affinities and locations in dynamic multisubunit protein complexes, demonstrating the potential of an "all-in-one" native MS assay for rapid structural profiling of protein-to-AI-based compound systems to expedite drug discovery.
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Affiliation(s)
- Stephanie
M. Thibert
- Environmental
Molecular Sciences Laboratory, Pacific Northwest
National Laboratory, Richland, Washington 99354, United States
| | - Deseree J. Reid
- Chemical
and Biological Signature Sciences, Pacific
Northwest National Laboratory, Richland, Washington 99354, United States
| | - Jesse W. Wilson
- Environmental
Molecular Sciences Laboratory, Pacific Northwest
National Laboratory, Richland, Washington 99354, United States
| | - Rohith Varikoti
- Biological
Sciences Division, Pacific Northwest National
Laboratory, Richland, Washington 99354, United States
| | - Natalia Maltseva
- Center
for Structural Biology of Infectious Diseases, Consortium for Advanced
Science and Engineering, University of Chicago, Chicago, Illinois 60637, United States
- Structural
Biology Center, X-ray Science Division, Argonne National Laboratory, Argonne, Illinois 60439, United States
| | - Katherine J. Schultz
- Biological
Sciences Division, Pacific Northwest National
Laboratory, Richland, Washington 99354, United States
| | - Agustin Kruel
- Biological
Sciences Division, Pacific Northwest National
Laboratory, Richland, Washington 99354, United States
| | - Gyorgy Babnigg
- Center
for Structural Biology of Infectious Diseases, Consortium for Advanced
Science and Engineering, University of Chicago, Chicago, Illinois 60637, United States
- Biosciences
Division, Argonne National Laboratory, Argonne, Illinois 60439, United States
| | - Andrzej Joachimiak
- Center
for Structural Biology of Infectious Diseases, Consortium for Advanced
Science and Engineering, University of Chicago, Chicago, Illinois 60637, United States
- Structural
Biology Center, X-ray Science Division, Argonne National Laboratory, Argonne, Illinois 60439, United States
| | - Neeraj Kumar
- Biological
Sciences Division, Pacific Northwest National
Laboratory, Richland, Washington 99354, United States
| | - Mowei Zhou
- Environmental
Molecular Sciences Laboratory, Pacific Northwest
National Laboratory, Richland, Washington 99354, United States
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7
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Haid S, Matthaei A, Winkler M, Sake SM, Gunesch AP, Milke V, Köhler NM, Rückert J, Vieyres G, Kühl D, Nguyen TT, Göhl M, Lasswitz L, Zapatero-Belinchón FJ, Brogden G, Gerold G, Wiegmann B, Bilitewski U, Brown RJP, Brönstrup M, Schulz TF, Pietschmann T. Repurposing screen identifies novel candidates for broad-spectrum coronavirus antivirals and druggable host targets. Antimicrob Agents Chemother 2024; 68:e0121023. [PMID: 38319076 PMCID: PMC10916382 DOI: 10.1128/aac.01210-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 01/08/2024] [Indexed: 02/07/2024] Open
Abstract
Libraries composed of licensed drugs represent a vast repertoire of molecules modulating physiological processes in humans, providing unique opportunities for the discovery of host-targeting antivirals. We screened the Repurposing, Focused Rescue, and Accelerated Medchem (ReFRAME) repurposing library with approximately 12,000 molecules for broad-spectrum coronavirus antivirals and discovered 134 compounds inhibiting an alphacoronavirus and mapping to 58 molecular target categories. Dominant targets included the 5-hydroxytryptamine receptor, the dopamine receptor, and cyclin-dependent kinases. Gene knock-out of the drugs' host targets including cathepsin B and L (CTSB/L; VBY-825), the aryl hydrocarbon receptor (AHR; Phortress), the farnesyl-diphosphate farnesyltransferase 1 (FDFT1; P-3622), and the kelch-like ECH-associated protein 1 (KEAP1; Omaveloxolone), significantly modulated HCoV-229E infection, providing evidence that these compounds inhibited the virus through acting on their respective host targets. Counter-screening of all 134 primary compound candidates with SARS-CoV-2 and validation in primary cells identified Phortress, an AHR activating ligand, P-3622-targeting FDFT1, and Omaveloxolone, which activates the NFE2-like bZIP transcription factor 2 (NFE2L2) by liberating it from its endogenous inhibitor KEAP1, as antiviral candidates for both an Alpha- and a Betacoronavirus. This study provides an overview of HCoV-229E repurposing candidates and reveals novel potentially druggable viral host dependency factors hijacked by diverse coronaviruses.
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Affiliation(s)
- Sibylle Haid
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
| | - Alina Matthaei
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
| | - Melina Winkler
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
| | - Svenja M. Sake
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
| | - Antonia P. Gunesch
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
| | - Vanessa Milke
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
| | - Natalie M. Köhler
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
| | - Jessica Rückert
- Institute of Virology, Hannover Medical School, Hannover, Germany
- German Center for Infection Research, Hannover-Braunschweig Site, Hannover, Germany
| | - Gabrielle Vieyres
- Junior Research Group “Cell Biology of RNA Viruses”, Leibniz Institute of Experimental Virology, Hamburg, Germany
- Integrative Analysis of Pathogen-Induced Compartments, Leibniz ScienceCampus InterACt, Hamburg, Germany
| | - David Kühl
- Junior Research Group “Cell Biology of RNA Viruses”, Leibniz Institute of Experimental Virology, Hamburg, Germany
| | - Tu-Trinh Nguyen
- Calibr, a Division of The Scripps Research Institute, La Jolla, California, USA
| | - Matthias Göhl
- German Center for Infection Research, Hannover-Braunschweig Site, Hannover, Germany
- Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Lisa Lasswitz
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
- Department of Biochemistry & Research Center for Emerging Infections and Zoonoses (RIZ), University of Veterinary Medicine Hannover, Hannover, Germany
| | - Francisco J. Zapatero-Belinchón
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
- Department of Biochemistry & Research Center for Emerging Infections and Zoonoses (RIZ), University of Veterinary Medicine Hannover, Hannover, Germany
| | - Graham Brogden
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
- Department of Biochemistry & Research Center for Emerging Infections and Zoonoses (RIZ), University of Veterinary Medicine Hannover, Hannover, Germany
| | - Gisa Gerold
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
- Department of Biochemistry & Research Center for Emerging Infections and Zoonoses (RIZ), University of Veterinary Medicine Hannover, Hannover, Germany
- Department of Clinical Microbiology, Virology, 901 87 Umeå University, Umeå, Sweden
- Wallenberg Centre for Molecular Medicine (WCMM), 901 87 Umeå University, Umeå, Sweden
- Cluster of Excellence RESIST (EXC 2155), Hannover Medical School, Hannover, Germany
| | - Bettina Wiegmann
- Department of Cardiothoracic, Transplantation and Vascular Surgery, Hannover Medical School, Hannover, Germany
- Lower Saxony Center for Biomedical Engineering, Implant Research and Development, Hannover Medical School, Hannover, Germany
- BREATH (Biomedical Research in Endstage and Obstructive Lung Disease Hannover), German Center for Lung Research (DZL), Carl-Neuberg Str. 1, Hannover, Germany
| | | | - Richard J. P. Brown
- Division of Veterinary Medicine, Paul Ehrlich Institute, Langen, Germany
- Department of Molecular and Medical Virology, Ruhr University, Bochum, Germany
| | - Mark Brönstrup
- German Center for Infection Research, Hannover-Braunschweig Site, Hannover, Germany
- Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Thomas F. Schulz
- Institute of Virology, Hannover Medical School, Hannover, Germany
- German Center for Infection Research, Hannover-Braunschweig Site, Hannover, Germany
- Cluster of Excellence RESIST (EXC 2155), Hannover Medical School, Hannover, Germany
| | - Thomas Pietschmann
- Institute for Experimental Virology, Twincore - Centre for Experimental and Clinical Infection Research, Hannover, Germany
- German Center for Infection Research, Hannover-Braunschweig Site, Hannover, Germany
- Cluster of Excellence RESIST (EXC 2155), Hannover Medical School, Hannover, Germany
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8
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Wang R, Stevaert A, Truong TN, Li Q, Krasniqi B, Van Loy B, Voet A, Naesens L, Dehaen W. Exploration of 1,2,3-triazolo fused triterpenoids as inhibitors of human coronavirus 229E targeting the viral nsp15 protein. Arch Pharm (Weinheim) 2024; 357:e2300442. [PMID: 37840345 DOI: 10.1002/ardp.202300442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2023] [Revised: 09/20/2023] [Accepted: 09/20/2023] [Indexed: 10/17/2023]
Abstract
The coronavirus disease-19 (COVID-19) pandemic has raised major interest in innovative drug concepts to suppress human coronavirus (HCoV) infections. We previously reported on a class of 1,2,3-triazolo fused betulonic acid derivatives causing strong inhibition of HCoV-229E replication via the viral nsp15 protein, which is proposedly related to compound binding at an intermonomer interface in hexameric nsp15. In the present study, we further explored the structure-activity relationship (SAR), by varying the substituent at the 1,2,3-triazolo ring as well as the triterpenoid skeleton. The 1,2,3-triazolo fused triterpenoids were synthesized by a multicomponent triazolization reaction, which has been developed in-house. Several analogs possessing a betulin, oleanolic acid, or ursolic acid core displayed favorable activity and selectivity (EC50 values for HCoV-229E: 1.6-3.5 μM), but neither of them proved as effective as the lead compound containing betulonic acid. The 18β-glycyrrhetinic acid-containing analogs had low selectivity. The antiviral findings were rationalized by in silico docking in the available structure of the HCoV-229E nsp15 protein. The new SAR insights will aid the further development of these 1,2,3-triazolo fused triterpenoid compounds as a unique type of coronavirus inhibitors.
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Affiliation(s)
- Rui Wang
- Department of Chemistry, Sustainable Chemistry for Metals and Molecules, KU Leuven, Leuven, Belgium
| | - Annelies Stevaert
- Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, KU Leuven, Leuven, Belgium
| | - Tien Nguyen Truong
- Department of Chemistry, Biochemistry, Molecular and Structural Biology, KU Leuven, Leuven, Belgium
| | - Qifei Li
- Department of Chemistry, Sustainable Chemistry for Metals and Molecules, KU Leuven, Leuven, Belgium
| | - Besir Krasniqi
- Department of Chemistry, Sustainable Chemistry for Metals and Molecules, KU Leuven, Leuven, Belgium
| | - Benjamin Van Loy
- Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, KU Leuven, Leuven, Belgium
| | - Arnout Voet
- Department of Chemistry, Biochemistry, Molecular and Structural Biology, KU Leuven, Leuven, Belgium
| | - Lieve Naesens
- Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, KU Leuven, Leuven, Belgium
| | - Wim Dehaen
- Department of Chemistry, Sustainable Chemistry for Metals and Molecules, KU Leuven, Leuven, Belgium
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9
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Salukhe I, Choi R, Van Voorhis W, Barrett L, Hyde J. Regulation of coronavirus nsp15 cleavage specificity by RNA structure. PLoS One 2023; 18:e0290675. [PMID: 37616296 PMCID: PMC10449227 DOI: 10.1371/journal.pone.0290675] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 08/13/2023] [Indexed: 08/26/2023] Open
Abstract
SARS-CoV-2, the etiologic agent of the COVID-19 pandemic, has had an enduring impact on global public health. However, SARS-CoV-2 is only one of multiple pathogenic human coronaviruses (CoVs) to have emerged since the turn of the century. CoVs encode for several nonstructural proteins (nsps) that are essential for viral replication and pathogenesis. Among them is nsp15, a uridine-specific viral endonuclease that is important in evading the host immune response and promoting viral replication. Despite the established endonuclease function of nsp15, little is known about other determinants of its cleavage specificity. In this study we investigate the role of RNA secondary structure in SARS-CoV-2 nsp15 endonuclease activity. Using a series of in vitro endonuclease assays, we observed that thermodynamically stable RNA structures were protected from nsp15 cleavage relative to RNAs lacking stable structure. We leveraged the s2m RNA from the SARS-CoV-1 3'UTR as a model for our structural studies as it adopts a well-defined structure with several uridines, two of which are unpaired and thus highly probable targets for nsp15 cleavage. We found that SARS-CoV-2 nsp15 specifically cleaves s2m at the unpaired uridine within the GNRNA pentaloop of the RNA. Further investigation revealed that the position of uridine within the pentaloop also impacted nsp15 cleavage efficiency suggesting that positioning within the pentaloop is necessary for optimal presentation of the scissile uridine and alignment within the nsp15 catalytic pocket. Our findings indicate that RNA secondary structure is an important determinant of nsp15 cleavage and provides insight into the molecular mechanisms of RNA recognition by nsp15.
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Affiliation(s)
- Indraneel Salukhe
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA, United States of America
| | - Ryan Choi
- Division of Allergy and Infectious Diseases, Department of Medicine, Center for Emerging and Reemerging Infectious Diseases (CERID), University of Washington School of Medicine, Seattle, WA, United States of America
| | - Wesley Van Voorhis
- Division of Allergy and Infectious Diseases, Department of Medicine, Center for Emerging and Reemerging Infectious Diseases (CERID), University of Washington School of Medicine, Seattle, WA, United States of America
| | - Lynn Barrett
- Division of Allergy and Infectious Diseases, Department of Medicine, Center for Emerging and Reemerging Infectious Diseases (CERID), University of Washington School of Medicine, Seattle, WA, United States of America
| | - Jennifer Hyde
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA, United States of America
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10
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Jancy SV, Lupitha SS, Chandrasekharan A, Varadarajan SN, Nelson-Sathi S, Prasad R, Jones S, Easwaran S, Darvin P, Sivasailam A, Santhoshkumar TR. A high-throughput screening system for SARS-CoV-2 entry inhibition, syncytia formation and cell toxicity. Biol Proced Online 2023; 25:22. [PMID: 37495994 PMCID: PMC10373420 DOI: 10.1186/s12575-023-00214-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 07/13/2023] [Indexed: 07/28/2023] Open
Abstract
BACKGROUND The entry of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) into the host cell is mediated through the binding of the SARS-CoV-2 Spike protein via the receptor binding domain (RBD) to human angiotensin-converting enzyme 2 (hACE2). Identifying compounds that inhibit Spike-ACE2 binding would be a promising and safe antiviral approach against COVID-19. METHODS In this study, we used a BSL-2 compatible replication-competent vesicular stomatitis virus (VSV) expressing Spike protein of SARS-CoV-2 with eGFP reporter system (VSV-eGFP-SARS-CoV-2) in a recombinant permissive cell system for high-throughput screening of viral entry blockers. The SARS-CoV-2 permissive reporter system encompasses cells that stably express hACE2-tagged cerulean and H2B tagged with mCherry, as a marker of nuclear condensation, which also enables imaging of fused cells among infected EGFP positive cells and could provide real-time information on syncytia formation. RESULTS A limited high-throughput screening identified six natural products that markedly inhibited VSV-eGFP-SARS-CoV-2 with minimum toxicity. Further studies of Spike-S1 binding using the permissive cells showed Scillaren A and 17-Aminodemethoxygeldanamycin could inhibit S1 binding to ACE2 among the six leads. A real-time imaging revealed delayed inhibition of syncytia by Scillaren A, Proscillaridin, Acetoxycycloheximide and complete inhibition by Didemnin B indicating that the assay is a reliable platform for any image-based drug screening. CONCLUSION A BSL-2 compatible assay system that is equivalent to the infectious SARS-CoV-2 is a promising tool for high-throughput screening of large compound libraries for viral entry inhibitors against SARS-CoV-2 along with toxicity and effects on syncytia. Studies using clinical isolates of SARS-CoV-2 are warranted to confirm the antiviral potency of the leads and the utility of the screening system.
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Affiliation(s)
- Shine Varghese Jancy
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Santhik Subhasingh Lupitha
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Aneesh Chandrasekharan
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Shankara Narayanan Varadarajan
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Shijulal Nelson-Sathi
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Roshny Prasad
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Sara Jones
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Sreekumar Easwaran
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Pramod Darvin
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Aswathy Sivasailam
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India
| | - Thankayyan Retnabai Santhoshkumar
- Cancer Research Program, Rajiv Gandhi Centre for Biotechnology, Poojappura, Thycaud P.O., Thiruvananthapuram, Kerala, 695014, India.
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11
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Gupta Y, Savytskyi OV, Coban M, Venugopal A, Pleqi V, Weber CA, Chitale R, Durvasula R, Hopkins C, Kempaiah P, Caulfield TR. Protein structure-based in-silico approaches to drug discovery: Guide to COVID-19 therapeutics. Mol Aspects Med 2023; 91:101151. [PMID: 36371228 PMCID: PMC9613808 DOI: 10.1016/j.mam.2022.101151] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2022] [Revised: 10/19/2022] [Accepted: 10/21/2022] [Indexed: 11/06/2022]
Abstract
With more than 5 million fatalities and close to 300 million reported cases, COVID-19 is the first documented pandemic due to a coronavirus that continues to be a major health challenge. Despite being rapid, uncontrollable, and highly infectious in its spread, it also created incentives for technology development and redefined public health needs and research agendas to fast-track innovations to be translated. Breakthroughs in computational biology peaked during the pandemic with renewed attention to making all cutting-edge technology deliver agents to combat the disease. The demand to develop effective treatments yielded surprising collaborations from previously segregated fields of science and technology. The long-standing pharmaceutical industry's aversion to repurposing existing drugs due to a lack of exponential financial gain was overrun by the health crisis and pressures created by front-line researchers and providers. Effective vaccine development even at an unprecedented pace took more than a year to develop and commence trials. Now the emergence of variants and waning protections during the booster shots is resulting in breakthrough infections that continue to strain health care systems. As of now, every protein of SARS-CoV-2 has been structurally characterized and related host pathways have been extensively mapped out. The research community has addressed the druggability of a multitude of possible targets. This has been made possible due to existing technology for virtual computer-assisted drug development as well as new tools and technologies such as artificial intelligence to deliver new leads. Here in this article, we are discussing advances in the drug discovery field related to target-based drug discovery and exploring the implications of known target-specific agents on COVID-19 therapeutic management. The current scenario calls for more personalized medicine efforts and stratifying patient populations early on for their need for different combinations of prognosis-specific therapeutics. We intend to highlight target hotspots and their potential agents, with the ultimate goal of using rational design of new therapeutics to not only end this pandemic but also uncover a generalizable platform for use in future pandemics.
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Affiliation(s)
- Yash Gupta
- Department of Medicine, Infectious Diseases, Mayo Clinic, Jacksonville, FL, USA
| | - Oleksandr V Savytskyi
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA; In Vivo Biosystems, Eugene, OR, USA
| | - Matt Coban
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA; Department of Cancer Biology, Mayo Clinic, Jacksonville, FL, USA
| | | | - Vasili Pleqi
- Department of Medicine, Infectious Diseases, Mayo Clinic, Jacksonville, FL, USA
| | - Caleb A Weber
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Rohit Chitale
- Department of Medicine, Infectious Diseases, Mayo Clinic, Jacksonville, FL, USA; The Council on Strategic Risks, 1025 Connecticut Ave NW, Washington, DC, USA
| | - Ravi Durvasula
- Department of Medicine, Infectious Diseases, Mayo Clinic, Jacksonville, FL, USA
| | | | - Prakasha Kempaiah
- Department of Medicine, Infectious Diseases, Mayo Clinic, Jacksonville, FL, USA
| | - Thomas R Caulfield
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA; Department of QHS Computational Biology, Mayo Clinic, Jacksonville, FL, USA; Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, MN, USA; Department of Clinical Genomics, Mayo Clinic, Rochester, MN, USA; Department of Neurosurgery, Mayo Clinic, Jacksonville, FL, USA.
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12
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Reid DJ, Thibert S, Zhou M. Dissecting the structural heterogeneity of proteins by native mass spectrometry. Protein Sci 2023; 32:e4612. [PMID: 36851867 PMCID: PMC10031758 DOI: 10.1002/pro.4612] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/21/2023] [Accepted: 02/23/2023] [Indexed: 03/01/2023]
Abstract
A single gene yields many forms of proteins via combinations of posttranscriptional/posttranslational modifications. Proteins also fold into higher-order structures and interact with other molecules. The combined molecular diversity leads to the heterogeneity of proteins that manifests as distinct phenotypes. Structural biology has generated vast amounts of data, effectively enabling accurate structural prediction by computational methods. However, structures are often obtained heterologously under homogeneous states in vitro. The lack of native heterogeneity under cellular context creates challenges in precisely connecting the structural data to phenotypes. Mass spectrometry (MS) based proteomics methods can profile proteome composition of complex biological samples. Most MS methods follow the "bottom-up" approach, which denatures and digests proteins into short peptide fragments for ease of detection. Coupled with chemical biology approaches, higher-order structures can be probed via incorporation of covalent labels on native proteins that are maintained at the peptide level. Alternatively, native MS follows the "top-down" approach and directly analyzes intact proteins under nondenaturing conditions. Various tandem MS activation methods can dissect the intact proteins for in-depth structural elucidation. Herein, we review recent native MS applications for characterizing heterogeneous samples, including proteins binding to mixtures of ligands, homo/hetero-complexes with varying stoichiometry, intrinsically disordered proteins with dynamic conformations, glycoprotein complexes with mixed modification states, and active membrane protein complexes in near-native membrane environments. We summarize the benefits, challenges, and ongoing developments in native MS, with the hope to demonstrate an emerging technology that complements other tools by filling the knowledge gaps in understanding the molecular heterogeneity of proteins.
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Affiliation(s)
- Deseree J. Reid
- Chemical and Biological Signature SciencesPacific Northwest National LaboratoryRichlandWashingtonUSA
| | - Stephanie Thibert
- Environmental Molecular Sciences LaboratoryPacific Northwest National LaboratoryRichlandWashingtonUSA
| | - Mowei Zhou
- Environmental Molecular Sciences LaboratoryPacific Northwest National LaboratoryRichlandWashingtonUSA
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13
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Chiu W, Schepers J, Francken T, Vangeel L, Abbasi K, Jochmans D, De Jonghe S, Thibaut HJ, Thiel V, Neyts J, Laporte M, Leyssen P. Development of a robust and convenient dual-reporter high-throughput screening assay for SARS-CoV-2 antiviral drug discovery. Antiviral Res 2023; 210:105506. [PMID: 36565756 PMCID: PMC9767876 DOI: 10.1016/j.antiviral.2022.105506] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 12/19/2022] [Accepted: 12/20/2022] [Indexed: 12/24/2022]
Abstract
Massive efforts on both vaccine development and antiviral research were launched to combat the new severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). We contributed, amongst others, by the development of a high-throughput screening (HTS) antiviral assay against SARS-CoV-2 using a fully automated, high-containment robot system. Here, we describe the development of this novel, convenient and phenotypic dual-reporter virus-cell-based high-content imaging assay using the A549+hACE2+TMPRSS2_mCherry reporter lung carcinoma cell line and an ancestral SARS-CoV-2_Wuhan_mNeonGreen reporter virus. Briefly, by means of clonal selection, a host cell subclone was selected that (i) efficiently supports replication of the reporter virus with high expression, upon infection, of the NeonGreen fluorescent reporter protein, (ii) that is not affected by virus-induced cytopathogenic effects and, (iii) that expresses a strong fluorescent mCherry signal in the nucleus. The selected clone matched these criteria with an infection rate on average of 75% with limited cell death. The average (R)Z'-factors of the assay plates were all >0.8, which indicates a robust assay suitable for HTS purposes. A selection of reference compounds that inhibits SARS-CoV-2 replication in vitro were used to validate this novel dual-reporter assay and confirms the data reported in the literature. This assay is a convenient and powerful tool for HTS of large compound libraries against SARS-CoV-2.
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Affiliation(s)
- Winston Chiu
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Joost Schepers
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Thibault Francken
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Laura Vangeel
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Kayvan Abbasi
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Dirk Jochmans
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Steven De Jonghe
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Hendrik Jan Thibaut
- KU Leuven Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Translational Platform Virology and Chemotherapy, Gaston Geenslaan 2, 3001, Leuven, Belgium
| | - Volker Thiel
- Institute of Virology and Immunology (IVI), Bern, Switzerland,Department of Infectious Diseases and Pathobiology, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | - Johan Neyts
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Manon Laporte
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 – box 1043, 3000, Leuven, Belgium
| | - Pieter Leyssen
- KU Leuven, Department of Microbiology, Immunology and Transplantation, Rega Institute, Laboratory of Virology and Chemotherapy, Herestraat 49 - box 1043, 3000, Leuven, Belgium.
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14
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Yang Z, Cai X, Ye Q, Zhao Y, Li X, Zhang S, Zhang L. High-Throughput Screening for the Potential Inhibitors of SARS-CoV-2 with Essential Dynamic Behavior. Curr Drug Targets 2023; 24:532-545. [PMID: 36876836 DOI: 10.2174/1389450124666230306141725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 11/09/2022] [Accepted: 01/11/2023] [Indexed: 03/07/2023]
Abstract
Global health security has been challenged by the Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) pandemic. Due to the lengthy process of generating vaccinations, it is vital to reposition currently available drugs in order to relieve anti-epidemic tensions and accelerate the development of therapies for Coronavirus Disease 2019 (COVID-19), the public threat caused by SARS-CoV-2. High throughput screening techniques have established their roles in the evaluation of already available medications and the search for novel potential agents with desirable chemical space and more cost-effectiveness. Here, we present the architectural aspects of highthroughput screening for SARS-CoV-2 inhibitors, especially three generations of virtual screening methodologies with structural dynamics: ligand-based screening, receptor-based screening, and machine learning (ML)-based scoring functions (SFs). By outlining the benefits and drawbacks, we hope that researchers will be motivated to adopt these methods in the development of novel anti- SARS-CoV-2 agents.
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Affiliation(s)
- Zhiwei Yang
- MOE Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, School of Physics, Xi'an Jiaotong University, Xi'an710049, China
| | - Xinhui Cai
- MOE Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, School of Physics, Xi'an Jiaotong University, Xi'an710049, China
| | - Qiushi Ye
- MOE Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, School of Physics, Xi'an Jiaotong University, Xi'an710049, China
| | - Yizhen Zhao
- MOE Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, School of Physics, Xi'an Jiaotong University, Xi'an710049, China
| | - Xuhua Li
- MOE Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, School of Physics, Xi'an Jiaotong University, Xi'an710049, China
| | - Shengli Zhang
- MOE Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, School of Physics, Xi'an Jiaotong University, Xi'an710049, China
| | - Lei Zhang
- MOE Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, School of Physics, Xi'an Jiaotong University, Xi'an710049, China
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15
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Frazier MN, Riccio AA, Wilson IM, Copeland WC, Stanley RE. Recent insights into the structure and function of coronavirus ribonucleases. FEBS Open Bio 2022; 12:1567-1583. [PMID: 35445579 PMCID: PMC9110870 DOI: 10.1002/2211-5463.13414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 04/07/2022] [Accepted: 04/19/2022] [Indexed: 11/10/2022] Open
Abstract
Coronaviruses use approximately two-thirds of their 30-kb genomes to encode nonstructural proteins (nsps) with diverse functions that assist in viral replication and transcription, and evasion of the host immune response. The SARS-CoV-2 pandemic has led to renewed interest in the molecular mechanisms used by coronaviruses to infect cells and replicate. Among the 16 Nsps involved in replication and transcription, coronaviruses encode two ribonucleases that process the viral RNA-an exonuclease (Nsp14) and an endonuclease (Nsp15). In this review, we discuss recent structural and biochemical studies of these nucleases and the implications for drug discovery.
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Affiliation(s)
- Meredith N. Frazier
- Signal Transduction LaboratoryDepartment of Health and Human ServicesNational Institute of Environmental Health SciencesNational Institutes of HealthResearch Triangle ParkNCUSA
| | - Amanda A. Riccio
- Genome Integrity and Structural Biology LaboratoryDepartment of Health and Human ServicesNational Institute of Environmental Health SciencesNational Institutes of HealthResearch Triangle ParkNCUSA
| | - Isha M. Wilson
- Signal Transduction LaboratoryDepartment of Health and Human ServicesNational Institute of Environmental Health SciencesNational Institutes of HealthResearch Triangle ParkNCUSA
| | - William C. Copeland
- Genome Integrity and Structural Biology LaboratoryDepartment of Health and Human ServicesNational Institute of Environmental Health SciencesNational Institutes of HealthResearch Triangle ParkNCUSA
| | - Robin E. Stanley
- Signal Transduction LaboratoryDepartment of Health and Human ServicesNational Institute of Environmental Health SciencesNational Institutes of HealthResearch Triangle ParkNCUSA
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16
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The Antifungal Itraconazole Is a Potent Inhibitor of Chikungunya Virus Replication. Viruses 2022; 14:v14071351. [PMID: 35891332 PMCID: PMC9317443 DOI: 10.3390/v14071351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Revised: 06/14/2022] [Accepted: 06/17/2022] [Indexed: 12/04/2022] Open
Abstract
Chikungunya virus (CHIKV) is the causative agent of chikungunya fever, a disabling disease that can cause long-term severe arthritis. Since the last large CHIKV outbreak in 2015, the reemergence of the virus represents a serious public health concern. The morbidity associated with viral infection emphasizes the need for the development of specific anti-CHIKV drugs. Herein, we describe the development and characterization of a CHIKV reporter replicon cell line and its use in replicon-based screenings. We tested 960 compounds from MMV/DNDi Open Box libraries and identified four candidates with interesting antiviral activities, which were confirmed in viral infection assays employing CHIKV-nanoluc and BHK-21 cells. The most noteworthy compound identified was itraconazole (ITZ), an orally available, safe, and cheap antifungal, that showed high selectivity indexes of >312 and >294 in both replicon-based and viral infection assays, respectively. The antiviral activity of this molecule has been described against positive-sense single stranded RNA viruses (+ssRNA) and was related to cholesterol metabolism that could affect the formation of the replication organelles. Although its precise mechanism of action against CHIKV still needs to be elucidated, our results demonstrate that ITZ is a potent inhibitor of the viral replication that could be repurposed as a broad-spectrum antiviral.
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17
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Jha P, Saluja D, Chopra M. Structure-guided pharmacophore based virtual screening, docking, and molecular dynamics to discover repurposed drugs as novel inhibitors against endoribonuclease Nsp15 of SARS-CoV-2. J Biomol Struct Dyn 2022:1-11. [PMID: 35652904 DOI: 10.1080/07391102.2022.2079561] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
COVID-19 (Corona Virus Disease of 2019) caused by the novel 'Severe Acute Respiratory Syndrome Coronavirus-2' (SARS-CoV-2) has wreaked havoc on human health and the global economy. As a result, for new medication development, it's critical to investigate possible therapeutic targets against the novel virus. 'Non-structural protein 15' (Nsp15) endonuclease is one of the crucial targets which helps in the replication of virus and virulence in the host immune system. Here, in the current study, we developed the structure-based pharmacophore model based on Nsp15-UMP interactions and virtually screened several databases against the selected model. To validate the screening process, we docked the top hits obtained after secondary filtering (Lipinski's rule of five, ADMET & Topkat) followed by 100 ns molecular dynamics (MD) simulations. Next, to revalidate the MD simulation studies, we have calculated the binding free energy of each complex using the MM-PBSA procedure. The discovered repurposed drugs can aid the rational design of novel inhibitors for Nsp15 of the SARS-CoV-2 enzyme and may be considered for immediate drug development.
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Affiliation(s)
- Prakash Jha
- Laboratory of Molecular Modeling and Anticancer Drug Development, Dr. B. R. Ambedkar Center for Biomedical Research (ACBR), University of Delhi, Delhi, India
| | - Daman Saluja
- Medical Biotechnology Laboratory, Dr. B. R. Ambedkar Center for Biomedical Research (ACBR), University of Delhi, Delhi, India
| | - Madhu Chopra
- Laboratory of Molecular Modeling and Anticancer Drug Development, Dr. B. R. Ambedkar Center for Biomedical Research (ACBR), University of Delhi, Delhi, India
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18
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Snyder DT, Harvey SR, Wysocki VH. Surface-induced Dissociation Mass Spectrometry as a Structural Biology Tool. Chem Rev 2022; 122:7442-7487. [PMID: 34726898 PMCID: PMC9282826 DOI: 10.1021/acs.chemrev.1c00309] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Native mass spectrometry (nMS) is evolving into a workhorse for structural biology. The plethora of online and offline preparation, separation, and purification methods as well as numerous ionization techniques combined with powerful new hybrid ion mobility and mass spectrometry systems has illustrated the great potential of nMS for structural biology. Fundamental to the progression of nMS has been the development of novel activation methods for dissociating proteins and protein complexes to deduce primary, secondary, tertiary, and quaternary structure through the combined use of multiple MS/MS technologies. This review highlights the key features and advantages of surface collisions (surface-induced dissociation, SID) for probing the connectivity of subunits within protein and nucleoprotein complexes and, in particular, for solving protein structure in conjunction with complementary techniques such as cryo-EM and computational modeling. Several case studies highlight the significant role SID, and more generally nMS, will play in structural elucidation of biological assemblies in the future as the technology becomes more widely adopted. Cases are presented where SID agrees with solved crystal or cryoEM structures or provides connectivity maps that are otherwise inaccessible by "gold standard" structural biology techniques.
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Affiliation(s)
- Dalton T. Snyder
- Resource for Native Mass Spectrometry Guided Structural Biology, The Ohio State University, Columbus, OH 43210
| | - Sophie R. Harvey
- Resource for Native Mass Spectrometry Guided Structural Biology, The Ohio State University, Columbus, OH 43210
- Department of Chemistry and Biochemistry, The Ohio State University, Columbus, OH 43210
| | - Vicki H. Wysocki
- Resource for Native Mass Spectrometry Guided Structural Biology, The Ohio State University, Columbus, OH 43210
- Department of Chemistry and Biochemistry, The Ohio State University, Columbus, OH 43210
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19
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Samby K, Besson D, Dutta A, Patra B, Doy A, Glossop P, Mills J, Whitlock G, Hooft van Huijsduijnen R, Monaco A, Bilbe G, Mowbray C, Perry B, Adam A, Wells TNC, Willis PA. The Pandemic Response Box─Accelerating Drug Discovery Efforts after Disease Outbreaks. ACS Infect Dis 2022; 8:713-720. [PMID: 35286809 PMCID: PMC9003238 DOI: 10.1021/acsinfecdis.1c00527] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The current Covid-19 pandemic has underlined the need for a more coordinated and forward-looking investment in the search for new medicines targeting emerging health care threats. Repositioning currently approved drugs is a popular approach to any new emerging disease, but it represents a first wave of response. Behind this would be a second wave of more specifically designed therapies based on activities against specific molecular targets or in phenotypic assays. Following the successful deployment and uptake of previous open access compound collections, we assembled the Pandemic Response Box, a collection of 400 compounds to facilitate drug discovery in emerging infectious disease. These are based on public domain information on chemotypes currently in discovery and early development which have been shown to have useful activities and were prioritized by medicinal chemistry experts. They are freely available to the community as a pharmacological test set with the understanding that data will be shared rapidly in the public domain.
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Affiliation(s)
- Kirandeep Samby
- Medicines for Malaria Venture, P.O. Box 1826, 20 Route de Pré-Bois, 1215 Geneva 15, Switzerland
| | - Dominique Besson
- Medicines for Malaria Venture, P.O. Box 1826, 20 Route de Pré-Bois, 1215 Geneva 15, Switzerland
| | - Anirban Dutta
- TCG Life Sciences, Block BN, Plot 7 Salt Lake Electronics Complex Sector V, Kolkata, West Bengal 700091, India
| | - Buddhadev Patra
- TCG Life Sciences, Block BN, Plot 7 Salt Lake Electronics Complex Sector V, Kolkata, West Bengal 700091, India
| | - Angelique Doy
- Medicines for Malaria Venture, P.O. Box 1826, 20 Route de Pré-Bois, 1215 Geneva 15, Switzerland
| | - Paul Glossop
- Sandexis, Innovation House, Discovery Park, Sandwich, Kent CT13 9FF, United Kingdom
| | - James Mills
- Sandexis, Innovation House, Discovery Park, Sandwich, Kent CT13 9FF, United Kingdom
| | - Gavin Whitlock
- Sandexis, Innovation House, Discovery Park, Sandwich, Kent CT13 9FF, United Kingdom
| | | | - Alessandra Monaco
- Drugs for Neglected Diseases initiative, 15 Chemin Camille-Vidar, 1202, Geneva, Switzerland
| | - Graeme Bilbe
- Drugs for Neglected Diseases initiative, 15 Chemin Camille-Vidar, 1202, Geneva, Switzerland
| | - Charles Mowbray
- Drugs for Neglected Diseases initiative, 15 Chemin Camille-Vidar, 1202, Geneva, Switzerland
| | - Benjamin Perry
- Drugs for Neglected Diseases initiative, 15 Chemin Camille-Vidar, 1202, Geneva, Switzerland
| | - Anna Adam
- Medicines for Malaria Venture, P.O. Box 1826, 20 Route de Pré-Bois, 1215 Geneva 15, Switzerland
| | - Timothy N. C. Wells
- Medicines for Malaria Venture, P.O. Box 1826, 20 Route de Pré-Bois, 1215 Geneva 15, Switzerland
| | - Paul A. Willis
- Medicines for Malaria Venture, P.O. Box 1826, 20 Route de Pré-Bois, 1215 Geneva 15, Switzerland
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20
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Repurposing Probenecid to Inhibit SARS-CoV-2, Influenza Virus, and Respiratory Syncytial Virus (RSV) Replication. Viruses 2022; 14:v14030612. [PMID: 35337018 PMCID: PMC8955960 DOI: 10.3390/v14030612] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 03/08/2022] [Accepted: 03/14/2022] [Indexed: 12/02/2022] Open
Abstract
Viral replication and transmissibility are the principal causes of endemic and pandemic disease threats. There remains a need for broad-spectrum antiviral agents. The most common respiratory viruses are endemic agents such as coronaviruses, respiratory syncytial viruses, and influenza viruses. Although vaccines are available for SARS-CoV-2 and some influenza viruses, there is a paucity of effective antiviral drugs, while for RSV there is no vaccine available, and therapeutic treatments are very limited. We have previously shown that probenecid is safe and effective in limiting influenza A virus replication and SARS-CoV-2 replication, along with strong evidence showing inhibition of RSV replication in vitro and in vivo. This review article will describe the antiviral activity profile of probenecid against these three viruses.
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21
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Inhibition of the hexamerization of SARS-CoV-2 endoribonuclease and modeling of RNA structures bound to the hexamer. Sci Rep 2022; 12:3860. [PMID: 35264667 PMCID: PMC8907205 DOI: 10.1038/s41598-022-07792-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Accepted: 02/24/2022] [Indexed: 01/09/2023] Open
Abstract
Non-structural protein 15 (Nsp15) of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) forms a homo hexamer and functions as an endoribonuclease. Here, we propose that Nsp15 activity may be inhibited by preventing its hexamerization through drug binding. We first explored the stable conformation of the Nsp15 monomer as the global free energy minimum conformation in the free energy landscape using a combination of parallel cascade selection molecular dynamics (PaCS-MD) and the Markov state model (MSM), and found that the Nsp15 monomer forms a more open conformation with larger druggable pockets on the surface. Targeting the pockets with high druggability scores, we conducted ligand docking and identified compounds that tightly bind to the Nsp15 monomer. The top poses with Nsp15 were subjected to binding free energy calculations by dissociation PaCS-MD and MSM (dPaCS-MD/MSM), indicating the stability of the complexes. One of the identified pockets, which is distinctively bound by inosine analogues, may be an alternative binding site to stabilize viral RNA binding and/or an alternative catalytic site. We constructed a stable RNA structure model bound to both UTP and alternative binding sites, providing a reasonable proposed model of the Nsp15/RNA complex.
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22
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The nsp15 Nuclease as a Good Target to Combat SARS-CoV-2: Mechanism of Action and Its Inactivation with FDA-Approved Drugs. Microorganisms 2022; 10:microorganisms10020342. [PMID: 35208797 PMCID: PMC8880170 DOI: 10.3390/microorganisms10020342] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 01/14/2022] [Accepted: 01/20/2022] [Indexed: 01/25/2023] Open
Abstract
The pandemic caused by SARS-CoV-2 is not over yet, despite all the efforts from the scientific community. Vaccination is a crucial weapon to fight this virus; however, we still urge the development of antivirals to reduce the severity and progression of the COVID-19 disease. For that, a deep understanding of the mechanisms involved in viral replication is necessary. nsp15 is an endoribonuclease critical for the degradation of viral polyuridine sequences that activate host immune sensors. This enzyme is known as one of the major interferon antagonists from SARS-CoV-2. In this work, a biochemical characterization of SARS-CoV-2 nsp15 was performed. We saw that nsp15 is active as a hexamer, and zinc can block its activity. The role of conserved residues from SARS-CoV-2 nsp15 was investigated, and N164 was found to be important for protein hexamerization and to contribute to the specificity to degrade uridines. Several chemical groups that impact the activity of this ribonuclease were also identified. Additionally, FDA-approved drugs with the capacity to inhibit the in vitro activity of nsp15 are reported in this work. This study is of utmost importance by adding highly valuable information that can be used for the development and rational design of therapeutic strategies.
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23
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Horrell S, Santoni G, Thorn A. Structural biology of SARS-CoV-2 endoribonuclease NendoU (nsp15). CRYSTALLOGR REV 2022. [DOI: 10.1080/0889311x.2022.2065270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
| | | | - Andrea Thorn
- Institut für Nanostruktur und Festkörperphysik, Universität Hamburg, Hamburg, Germany
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24
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Meira Menezes T, Assis C, Lacerda Cintra AJ, Silva dos Santos RC, Martins do Vale WK, Max Gomes Martins R, de Souza Bezerra R, Seabra GDM, Li C, Neves JL. Binding Mechanism between Acetylcholinesterase and Drugs Pazopanib and Lapatinib: Biochemical and Biophysical Studies. ACS Chem Neurosci 2021; 12:4500-4511. [PMID: 34808043 DOI: 10.1021/acschemneuro.1c00521] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Tyrosine kinase inhibitors (TKIs) are antitumor compounds that prevent the phosphorylation of proteins in a biological environment. However, the multitarget performance of TKIs promotes them as possible candidates for drug repositioning. In this work, interaction and inhibition studies through spectroscopic and computational techniques to evaluate the binding effectiveness of lapatinib and pazopanib TKIs to acetylcholinesterase (AChE) are reported. The results indicated potent inhibition at the μM level. The types of inhibition were identified, with pazopanib acting through non-competitive inhibition and lapatinib through acompetitive inhibition. The fluorescence suppression studies indicate a static mechanism for lapatinib-AChE and pazopanib-AChE systems, with a binding constant in the order of 105 M-1. The obtained thermodynamic parameters reveal interactions driven by van der Waals forces and hydrogen bonds in the lapatinib-AChE system (ΔH° and ΔS° < 0). In contrast, the pazopanib-AChE system shows positive ΔH° and ΔS°, characteristic of hydrophobic interactions. The Foster resonance energy transfer study supports the fluorescence studies performed. The 3D fluorescence studies suggest changes in the microenvironment of the tryptophan and tyrosine residues of the protein in contact with lapatinib and pazopanib. The results suggest effective inhibition and moderate interaction of the drugs with AChE, making them interesting for conducting more in-depth repositioning studies as AChE inhibitors.
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Affiliation(s)
- Thaís Meira Menezes
- Fundamental Chemistry Department, Federal University of Pernambuco, Recife 50670-901, Brazil
| | - Caio Assis
- Department of Biochemistry and Physiology, Federal University of Pernambuco, Recife 50670-901, Brazil
| | | | | | | | - Regildo Max Gomes Martins
- Post-Graduate in Biotechnology Multi-Institutional Program, PPGBIOTEC, Federal University of Amazonas, Manaus 69067-005, Brazil
| | - Ranilson de Souza Bezerra
- Department of Biochemistry and Physiology, Federal University of Pernambuco, Recife 50670-901, Brazil
| | | | - Chenglong Li
- Department of Medicinal Chemistry, University of Florida, Gainesville, Florida 32610, United States
| | - Jorge Luiz Neves
- Fundamental Chemistry Department, Federal University of Pernambuco, Recife 50670-901, Brazil
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25
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Elzupir AO. Molecular Docking and Dynamics Investigations for Identifying Potential Inhibitors of the 3-Chymotrypsin-like Protease of SARS-CoV-2: Repurposing of Approved Pyrimidonic Pharmaceuticals for COVID-19 Treatment. Molecules 2021; 26:molecules26247458. [PMID: 34946540 PMCID: PMC8707611 DOI: 10.3390/molecules26247458] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 11/28/2021] [Accepted: 11/29/2021] [Indexed: 02/07/2023] Open
Abstract
This study demonstrates the inhibitory effect of 42 pyrimidonic pharmaceuticals (PPs) on the 3-chymotrypsin-like protease of SARS-CoV-2 (3CLpro) through molecular docking, molecular dynamics simulations, and free binding energies by means of molecular mechanics-Poisson Boltzmann surface area (MM-PBSA) and molecular mechanics-generalized Born surface area (MM-GBSA). Of these tested PPs, 11 drugs approved by the US Food and Drug Administration showed an excellent binding affinity to the catalytic residues of 3CLpro of His41 and Cys145: uracil mustard, cytarabine, floxuridine, trifluridine, stavudine, lamivudine, zalcitabine, telbivudine, tipiracil, citicoline, and uridine triacetate. Their percentage of residues involved in binding at the active sites ranged from 56 to 100, and their binding affinities were in the range from -4.6 ± 0.14 to -7.0 ± 0.19 kcal/mol. The molecular dynamics as determined by a 200 ns simulation run of solvated docked complexes confirmed the stability of PP conformations that bound to the catalytic dyad and the active sites of 3CLpro. The free energy of binding also demonstrates the stability of the PP-3CLpro complexes. Citicoline and uridine triacetate showed free binding energies of -25.53 and -7.07 kcal/mol, respectively. Therefore, I recommend that they be repurposed for the fight against COVID-19, following proper experimental and clinical validation.
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Affiliation(s)
- Amin Osman Elzupir
- College of Science, Deanship of Scientific Research, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11623, Saudi Arabia
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26
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Joshi RP, Gebauer NWA, Bontha M, Khazaieli M, James RM, Brown JB, Kumar N. 3D-Scaffold: A Deep Learning Framework to Generate 3D Coordinates of Drug-like Molecules with Desired Scaffolds. J Phys Chem B 2021; 125:12166-12176. [PMID: 34662142 DOI: 10.1021/acs.jpcb.1c06437] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
The prerequisite of therapeutic drug design and discovery is to identify novel molecules and developing lead candidates with desired biophysical and biochemical properties. Deep generative models have demonstrated their ability to find such molecules by exploring a huge chemical space efficiently. An effective way to generate new molecules with desired target properties is by constraining the critical fucntional groups or the core scaffolds in the generation process. To this end, we developed a domain aware generative framework called 3D-Scaffold that takes 3D coordinates of the desired scaffold as an input and generates 3D coordinates of novel therapeutic candidates as an output while always preserving the desired scaffolds in generated structures. We demonstrated that our framework generates predominantly valid, unique, novel, and experimentally synthesizable molecules that have drug-like properties similar to the molecules in the training set. Using domain specific data sets, we generate covalent and noncovalent antiviral inhibitors targeting viral proteins. To measure the success of our framework in generating therapeutic candidates, generated structures were subjected to high throughput virtual screening via docking simulations, which shows favorable interaction against SARS-CoV-2 main protease (Mpro) and nonstructural protein endoribonuclease (NSP15) targets. Most importantly, our deep learning model performs well with relatively small 3D structural training data and quickly learns to generalize to new scaffolds, highlighting its potential application to other domains for generating target specific candidates.
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Affiliation(s)
- Rajendra P Joshi
- Pacific Northwest National Laboratory, Richland, Washington 99352, United States
| | - Niklas W A Gebauer
- Machine Learning Group, Technische Universität Berlin, 10587 Berlin, Germany.,BASLEARN - TU Berlin/BASF Joint Lab for Machine Learning, Technische Universität Berlin, 10587 Berlin, Germany.,Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany
| | - Mridula Bontha
- Pacific Northwest National Laboratory, Richland, Washington 99352, United States
| | - Mercedeh Khazaieli
- Pacific Northwest National Laboratory, Richland, Washington 99352, United States
| | - Rhema M James
- Pacific Northwest National Laboratory, Richland, Washington 99352, United States
| | - James B Brown
- Environmental Genomics & Systems Biology, Lawrence Berkeley National Laboratory, Berkley, California 94710, United States
| | - Neeraj Kumar
- Pacific Northwest National Laboratory, Richland, Washington 99352, United States
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27
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Hijikata A, Shionyu C, Nakae S, Shionyu M, Ota M, Kanaya S, Shirai T. Current status of structure-based drug repurposing against COVID-19 by targeting SARS-CoV-2 proteins. Biophys Physicobiol 2021; 18:226-240. [PMID: 34745807 PMCID: PMC8550875 DOI: 10.2142/biophysico.bppb-v18.025] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Accepted: 09/30/2021] [Indexed: 01/31/2023] Open
Abstract
More than one and half years have passed, as of August 2021, since the COVID-19 caused by the novel coronavirus named SARS-CoV-2 emerged in 2019. While the recent success of vaccine developments likely reduces the severe cases, there is still a strong requirement of safety and effective therapeutic drugs for overcoming the unprecedented situation. Here we review the recent progress and the status of the drug discovery against COVID-19 with emphasizing a structure-based perspective. Structural data regarding the SARS-CoV-2 proteome has been rapidly accumulated in the Protein Data Bank, and up to 68% of the total amino acid residues encoded in the genome were covered by the structural data. Despite a global effort of in silico and in vitro screenings for drug repurposing, there is only a limited number of drugs had been successfully authorized by drug regulation organizations. Although many approved drugs and natural compounds, which exhibited antiviral activity in vitro, were considered potential drugs against COVID-19, a further multidisciplinary investigation is required for understanding the mechanisms underlying the antiviral effects of the drugs.
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Affiliation(s)
- Atsushi Hijikata
- Faculty of Bioscience, Nagahama Institute of Bio-Science and Technology, Nagahama, Shiga 526-0829, Japan
| | - Clara Shionyu
- Faculty of Bioscience, Nagahama Institute of Bio-Science and Technology, Nagahama, Shiga 526-0829, Japan
| | - Setsu Nakae
- Faculty of Bioscience, Nagahama Institute of Bio-Science and Technology, Nagahama, Shiga 526-0829, Japan
| | - Masafumi Shionyu
- Faculty of Bioscience, Nagahama Institute of Bio-Science and Technology, Nagahama, Shiga 526-0829, Japan
| | - Motonori Ota
- Department of Complex Systems Science, Graduate School of Informatics, Nagoya University, Nagoya, Aichi 464-8601, Japan
| | - Shigehiko Kanaya
- Computational Biology Lab. Division of Information Science, Graduate School of Science and Technology, Nara Institute of Science and Technology (NAIST), Ikoma, Nara 630-0192, Japan
| | - Tsuyoshi Shirai
- Faculty of Bioscience, Nagahama Institute of Bio-Science and Technology, Nagahama, Shiga 526-0829, Japan
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28
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The Role of Coronavirus RNA-Processing Enzymes in Innate Immune Evasion. Life (Basel) 2021; 11:life11060571. [PMID: 34204549 PMCID: PMC8235370 DOI: 10.3390/life11060571] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 06/15/2021] [Accepted: 06/16/2021] [Indexed: 01/21/2023] Open
Abstract
Viral RNA sensing triggers innate antiviral responses in humans by stimulating signaling pathways that include crucial antiviral genes such as interferon. RNA viruses have evolved strategies to inhibit or escape these mechanisms. Coronaviruses use multiple enzymes to synthesize, modify, and process their genomic RNA and sub-genomic RNAs. These include Nsp15 and Nsp16, whose respective roles in RNA capping and dsRNA degradation play a crucial role in coronavirus escape from immune surveillance. Evolutionary studies on coronaviruses demonstrate that genome expansion in Nidoviruses was promoted by the emergence of Nsp14-ExoN activity and led to the acquisition of Nsp15- and Nsp16-RNA-processing activities. In this review, we discuss the main RNA-sensing mechanisms in humans as well as recent structural, functional, and evolutionary insights into coronavirus Nsp15 and Nsp16 with a view to potential antiviral strategies.
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29
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Moiani D, Link TM, Brosey CA, Katsonis P, Lichtarge O, Kim Y, Joachimiak A, Ma Z, Kim IK, Ahmed Z, Jones DE, Tsutakawa SE, Tainer JA. An efficient chemical screening method for structure-based inhibitors to nucleic acid enzymes targeting the DNA repair-replication interface and SARS CoV-2. Methods Enzymol 2021; 661:407-431. [PMID: 34776222 PMCID: PMC8474023 DOI: 10.1016/bs.mie.2021.09.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
We present a Chemistry and Structure Screen Integrated Efficiently (CASSIE) approach (named for Greek prophet Cassandra) to design inhibitors for cancer biology and pathogenesis. CASSIE provides an effective path to target master keys to control the repair-replication interface for cancer cells and SARS CoV-2 pathogenesis as exemplified here by specific targeting of Poly(ADP-ribose) glycohydrolase (PARG) and ADP-ribose glycohydrolase ARH3 macrodomains plus SARS CoV-2 nonstructural protein 3 (Nsp3) Macrodomain 1 (Mac1) and Nsp15 nuclease. As opposed to the classical massive effort employing libraries with large numbers of compounds against single proteins, we make inhibitor design for multiple targets efficient. Our compact, chemically diverse, 5000 compound Goldilocks (GL) library has an intermediate number of compounds sized between fragments and drugs with predicted favorable ADME (absorption, distribution, metabolism, and excretion) and toxicological profiles. Amalgamating our core GL library with an approved drug (AD) library, we employ a combined GLAD library virtual screen, enabling an effective and efficient design cycle of ranked computer docking, top hit biophysical and cell validations, and defined bound structures using human proteins or their avatars. As new drug design is increasingly pathway directed as well as molecular and mechanism based, our CASSIE approach facilitates testing multiple related targets by efficiently turning a set of interacting drug discovery problems into a tractable medicinal chemistry engineering problem of optimizing affinity and ADME properties based upon early co-crystal structures. Optimization efforts are made efficient by a computationally-focused iterative chemistry and structure screen. Thus, we herein describe and apply CASSIE to define prototypic, specific inhibitors for PARG vs distinct inhibitors for the related macrodomains of ARH3 and SARS CoV-2 Nsp3 plus the SARS CoV-2 Nsp15 RNA nuclease.
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Affiliation(s)
- Davide Moiani
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX, United States,Department of Molecular & Cellular Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Todd M. Link
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX, United States,Department of Molecular & Cellular Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Chris A. Brosey
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX, United States,Department of Molecular & Cellular Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Panagiotis Katsonis
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, United States
| | - Olivier Lichtarge
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, United States
| | - Youngchang Kim
- Center for Structural Genomics of Infectious Diseases, Consortium for Advanced Science and Engineering, University of Chicago, Chicago, IL, United States,Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, United States
| | - Andrzej Joachimiak
- Center for Structural Genomics of Infectious Diseases, Consortium for Advanced Science and Engineering, University of Chicago, Chicago, IL, United States,Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, IL, United States
| | - Zhijun Ma
- Department of Chemistry, University of Cincinnati, Cincinnati, OH, United States
| | - In-Kwon Kim
- Department of Chemistry, University of Cincinnati, Cincinnati, OH, United States
| | - Zamal Ahmed
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX, United States,Department of Molecular & Cellular Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Darin E. Jones
- Department of Pharmaceutical Sciences, The University of Arkansas for Medical Sciences, Little Rock, AR, United States
| | - Susan E. Tsutakawa
- Biophysics and Integrated Bioimaging, Lawrence Berkeley National Laboratory, Berkeley, CA, United States,Corresponding authors:
| | - John A. Tainer
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX, United States,Department of Molecular & Cellular Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, United States,Biophysics and Integrated Bioimaging, Lawrence Berkeley National Laboratory, Berkeley, CA, United States,Corresponding authors:
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