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Du Z, Wang L, Bai Y, Liu Y, Lau EHY, Galvani AP, Krug RM, Cowling BJ, Meyers LA. A retrospective cohort study of Paxlovid efficacy depending on treatment time in hospitalized COVID-19 patients. eLife 2024; 13:e89801. [PMID: 38622989 PMCID: PMC11078542 DOI: 10.7554/elife.89801] [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: 05/31/2023] [Accepted: 04/03/2024] [Indexed: 04/17/2024] Open
Abstract
Paxlovid, a SARS-CoV-2 antiviral, not only prevents severe illness but also curtails viral shedding, lowering transmission risks from treated patients. By fitting a mathematical model of within-host Omicron viral dynamics to electronic health records data from 208 hospitalized patients in Hong Kong, we estimate that Paxlovid can inhibit over 90% of viral replication. However, its effectiveness critically depends on the timing of treatment. If treatment is initiated three days after symptoms first appear, we estimate a 17% chance of a post-treatment viral rebound and a 12% (95% CI: 0-16%) reduction in overall infectiousness for non-rebound cases. Earlier treatment significantly elevates the risk of rebound without further reducing infectiousness, whereas starting beyond five days reduces its efficacy in curbing peak viral shedding. Among the 104 patients who received Paxlovid, 62% began treatment within an optimal three-to-five-day day window after symptoms appeared. Our findings indicate that broader global access to Paxlovid, coupled with appropriately timed treatment, can mitigate the severity and transmission of SARS-Cov-2.
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Affiliation(s)
- Zhanwei Du
- WHO Collaborating Center for Infectious Disease Epidemiology and Control, School of Public Health, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative RegionHong KongChina
- Laboratory of Data Discovery for Health LimitedHong KongChina
| | - Lin Wang
- Department of Genetics, University of CambridgeCambridgeUnited Kingdom
| | - Yuan Bai
- WHO Collaborating Center for Infectious Disease Epidemiology and Control, School of Public Health, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative RegionHong KongChina
- Laboratory of Data Discovery for Health LimitedHong KongChina
| | - Yunhu Liu
- WHO Collaborating Center for Infectious Disease Epidemiology and Control, School of Public Health, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative RegionHong KongChina
| | - Eric HY Lau
- WHO Collaborating Center for Infectious Disease Epidemiology and Control, School of Public Health, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative RegionHong KongChina
- Laboratory of Data Discovery for Health LimitedHong KongChina
- Center for Infectious Disease Modeling and Analysis, Yale School of Public HealthNew HavenUnited States
| | - Alison P Galvani
- Center for Infectious Disease Modeling and Analysis, Yale School of Public HealthNew HavenUnited States
| | - Robert M Krug
- Department of Molecular Biosciences, John Ring LaMontagne Center for Infectious Disease Institute for Cellular and Molecular Biology, University of Texas at AustinAustinUnited States
| | - Benjamin John Cowling
- WHO Collaborating Center for Infectious Disease Epidemiology and Control, School of Public Health, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong Special Administrative RegionHong KongChina
- Laboratory of Data Discovery for Health LimitedHong KongChina
| | - Lauren A Meyers
- Department of Integrative Biology, University of Texas at AustinAustinUnited States
- Santa Fe InstituteSanta FeUnited States
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2
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Brady DK, Gurijala AR, Huang L, Hussain AA, Lingan AL, Pembridge OG, Ratangee BA, Sealy TT, Vallone KT, Clements TP. A guide to COVID-19 antiviral therapeutics: a summary and perspective of the antiviral weapons against SARS-CoV-2 infection. FEBS J 2024; 291:1632-1662. [PMID: 36266238 PMCID: PMC9874604 DOI: 10.1111/febs.16662] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 08/11/2022] [Accepted: 10/19/2022] [Indexed: 11/06/2022]
Abstract
Antiviral therapies are integral in the fight against SARS-CoV-2 (i.e. severe acute respiratory syndrome coronavirus 2), the causative agent of COVID-19. Antiviral therapeutics can be divided into categories based on how they combat the virus, including viral entry into the host cell, viral replication, protein trafficking, post-translational processing, and immune response regulation. Drugs that target how the virus enters the cell include: Evusheld, REGEN-COV, bamlanivimab and etesevimab, bebtelovimab, sotrovimab, Arbidol, nitazoxanide, and chloroquine. Drugs that prevent the virus from replicating include: Paxlovid, remdesivir, molnupiravir, favipiravir, ribavirin, and Kaletra. Drugs that interfere with protein trafficking and post-translational processing include nitazoxanide and ivermectin. Lastly, drugs that target immune response regulation include interferons and the use of anti-inflammatory drugs such as dexamethasone. Antiviral therapies offer an alternative solution for those unable or unwilling to be vaccinated and are a vital weapon in the battle against the global pandemic. Learning more about these therapies helps raise awareness in the general population about the options available to them with respect to aiding in the reduction of the severity of COVID-19 infection. In this 'A Guide To' article, we provide an in-depth insight into the development of antiviral therapeutics against SARS-CoV-2 and their ability to help fight COVID-19.
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Affiliation(s)
- Drugan K. Brady
- Department of Biological SciencesVanderbilt UniversityNashvilleTNUSA
| | - Aashi R. Gurijala
- Department of Biological SciencesVanderbilt UniversityNashvilleTNUSA
| | - Liyu Huang
- Department of Biological SciencesVanderbilt UniversityNashvilleTNUSA
| | - Ali A. Hussain
- Department of Biological SciencesVanderbilt UniversityNashvilleTNUSA
| | - Audrey L. Lingan
- Department of Biological SciencesVanderbilt UniversityNashvilleTNUSA
| | | | - Brina A. Ratangee
- Department of Biological SciencesVanderbilt UniversityNashvilleTNUSA
| | - Tristan T. Sealy
- Department of Biological SciencesVanderbilt UniversityNashvilleTNUSA
| | - Kyle T. Vallone
- Department of Biological SciencesVanderbilt UniversityNashvilleTNUSA
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3
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Berkowitz RL, Bluhm AP, Knox GW, McCurdy CR, Ostrov DA, Norris MH. Sigma Receptor Ligands Prevent COVID Mortality In Vivo: Implications for Future Therapeutics. Int J Mol Sci 2023; 24:15718. [PMID: 37958703 PMCID: PMC10647780 DOI: 10.3390/ijms242115718] [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: 09/26/2023] [Revised: 10/26/2023] [Accepted: 10/28/2023] [Indexed: 11/15/2023] Open
Abstract
The emergence of lethal coronaviruses follows a periodic pattern which suggests a recurring cycle of outbreaks. It remains uncertain as to when the next lethal coronavirus will emerge, though its eventual emergence appears to be inevitable. New mutations in evolving SARS-CoV-2 variants have provided resistance to current antiviral drugs, monoclonal antibodies, and vaccines, reducing their therapeutic efficacy. This underscores the urgent need to investigate alternative therapeutic approaches. Sigma receptors have been unexpectedly linked to the SARS-CoV-2 life cycle due to the direct antiviral effect of their ligands. Coronavirus-induced cell stress facilitates the formation of an ER-derived complex conducive to its replication. Sigma receptor ligands are believed to prevent the formation of this complex. Repurposing FDA-approved drugs for COVID-19 offers a timely and cost-efficient strategy to find treatments with established safety profiles. Notably, diphenhydramine, a sigma receptor ligand, is thought to counteract the virus by inhibiting the creation of ER-derived replication vesicles. Furthermore, lactoferrin, a well-characterized immunomodulatory protein, has shown antiviral efficacy against SARS-CoV-2 both in laboratory settings and in living organisms. In the present study, we aimed to explore the impact of sigma receptor ligands on SARS-CoV-2-induced mortality in ACE2-transgenic mice. We assessed the effects of an investigational antiviral drug combination comprising a sigma receptor ligand and an immunomodulatory protein. Mice treated with sigma-2 receptor ligands or diphenhydramine and lactoferrin exhibited improved survival rates and rapid rebound in mass following the SARS-CoV-2 challenge compared to mock-treated animals. Clinical translation of these findings may support the discovery of new treatment and research strategies for SARS-CoV-2.
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Affiliation(s)
- Reed L. Berkowitz
- Department of Pathology, Immunology and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL 32610, USA; (R.L.B.); (D.A.O.)
| | - Andrew P. Bluhm
- Spatial Epidemiology and Ecology Research Laboratory, Department of Geography, College of Liberal Arts and Sciences, University of Florida, Gainesville, FL 32611, USA
- Emerging Pathogens Institute, University of Florida, Gainesville, FL 32601, USA
| | - Glenn W. Knox
- Department of Pathology, Immunology and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL 32610, USA; (R.L.B.); (D.A.O.)
| | - Christopher R. McCurdy
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA
- Translational Drug Development Core, Clinical and Translational Sciences Institute, University of Florida, Gainesville, FL 32610, USA
| | - David A. Ostrov
- Department of Pathology, Immunology and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL 32610, USA; (R.L.B.); (D.A.O.)
| | - Michael H. Norris
- Emerging Pathogens Institute, University of Florida, Gainesville, FL 32601, USA
- School of Life Sciences, University of Hawaiʻi at Mānoa, Honolulu, HI 96822, USA
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4
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Fink EA, Bardine C, Gahbauer S, Singh I, Detomasi TC, White K, Gu S, Wan X, Chen J, Ary B, Glenn I, O'Connell J, O'Donnell H, Fajtová P, Lyu J, Vigneron S, Young NJ, Kondratov IS, Alisoltani A, Simons LM, Lorenzo‐Redondo R, Ozer EA, Hultquist JF, O'Donoghue AJ, Moroz YS, Taunton J, Renslo AR, Irwin JJ, García‐Sastre A, Shoichet BK, Craik CS. Large library docking for novel SARS-CoV-2 main protease non-covalent and covalent inhibitors. Protein Sci 2023; 32:e4712. [PMID: 37354015 PMCID: PMC10364469 DOI: 10.1002/pro.4712] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 05/29/2023] [Accepted: 06/21/2023] [Indexed: 06/25/2023]
Abstract
Antiviral therapeutics to treat SARS-CoV-2 are needed to diminish the morbidity of the ongoing COVID-19 pandemic. A well-precedented drug target is the main viral protease (MPro ), which is targeted by an approved drug and by several investigational drugs. Emerging viral resistance has made new inhibitor chemotypes more pressing. Adopting a structure-based approach, we docked 1.2 billion non-covalent lead-like molecules and a new library of 6.5 million electrophiles against the enzyme structure. From these, 29 non-covalent and 11 covalent inhibitors were identified in 37 series, the most potent having an IC50 of 29 and 20 μM, respectively. Several series were optimized, resulting in low micromolar inhibitors. Subsequent crystallography confirmed the docking predicted binding modes and may template further optimization. While the new chemotypes may aid further optimization of MPro inhibitors for SARS-CoV-2, the modest success rate also reveals weaknesses in our approach for challenging targets like MPro versus other targets where it has been more successful, and versus other structure-based techniques against MPro itself.
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Affiliation(s)
- Elissa A. Fink
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
- Graduate Program in BiophysicsUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Conner Bardine
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
- Graduate Program in Chemistry and Chemical BiologyUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Stefan Gahbauer
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Isha Singh
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Tyler C. Detomasi
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Kris White
- Department of MicrobiologyIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- Global Health and Emerging Pathogens InstituteIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Shuo Gu
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Xiaobo Wan
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Jun Chen
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Beatrice Ary
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Isabella Glenn
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Joseph O'Connell
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Henry O'Donnell
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Pavla Fajtová
- Skaggs School of Pharmacy and Pharmaceutical SciencesUniversity of California‐San DiegoSan DiegoCaliforniaUSA
| | - Jiankun Lyu
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Seth Vigneron
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Nicholas J. Young
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Ivan S. Kondratov
- Enamine Ltd.KyïvUkraine
- V.P. Kukhar Institute of Bioorganic Chemistry and PetrochemistryNational Academy of Sciences of UkraineKyïvUkraine
| | - Arghavan Alisoltani
- Division of Infectious Diseases, Center for Pathogen Genomics and Microbial Evolution, Feinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Lacy M. Simons
- Division of Infectious Diseases, Center for Pathogen Genomics and Microbial Evolution, Feinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Ramon Lorenzo‐Redondo
- Division of Infectious Diseases, Center for Pathogen Genomics and Microbial Evolution, Feinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Egon A. Ozer
- Division of Infectious Diseases, Center for Pathogen Genomics and Microbial Evolution, Feinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Judd F. Hultquist
- Division of Infectious Diseases, Center for Pathogen Genomics and Microbial Evolution, Feinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Anthony J. O'Donoghue
- Skaggs School of Pharmacy and Pharmaceutical SciencesUniversity of California‐San DiegoSan DiegoCaliforniaUSA
| | - Yurii S. Moroz
- National Taras Shevchenko University of KyïvKyïvUkraine
- Chemspace LLCKyïvUkraine
| | - Jack Taunton
- Department of Cellular and Molecular PharmacologyUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Adam R. Renslo
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - John J. Irwin
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
| | - Adolfo García‐Sastre
- Department of MicrobiologyIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- Global Health and Emerging Pathogens InstituteIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- Department of Medicine, Division of Infectious DiseasesIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- Tisch Cancer Institute, Icahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- Department of Pathology, Molecular and Cell‐Based MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- QBI COVID‐19 Research Group (QCRG)San FranciscoCaliforniaUSA
| | - Brian K. Shoichet
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
- QBI COVID‐19 Research Group (QCRG)San FranciscoCaliforniaUSA
| | - Charles S. Craik
- Department of Pharmaceutical ChemistryUniversity of California‐San FranciscoSan FranciscoCaliforniaUSA
- QBI COVID‐19 Research Group (QCRG)San FranciscoCaliforniaUSA
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5
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Taha TY, Suryawanshi RK, Chen IP, Correy GJ, O’Leary PC, Jogalekar MP, McCavitt-Malvido M, Diolaiti ME, Kimmerly GR, Tsou CL, Martinez-Sobrido L, Krogan NJ, Ashworth A, Fraser JS, Ott M. A single inactivating amino acid change in the SARS-CoV-2 NSP3 Mac1 domain attenuates viral replication and pathogenesis in vivo. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.18.537104. [PMID: 37131711 PMCID: PMC10153184 DOI: 10.1101/2023.04.18.537104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Despite unprecedented efforts, our therapeutic arsenal against SARS-CoV-2 remains limited. The conserved macrodomain 1 (Mac1) in NSP3 is an enzyme exhibiting ADP-ribosylhydrolase activity and a possible drug target. To determine the therapeutic potential of Mac1 inhibition, we generated recombinant viruses and replicons encoding a catalytically inactive NSP3 Mac1 domain by mutating a critical asparagine in the active site. While substitution to alanine (N40A) reduced catalytic activity by ~10-fold, mutations to aspartic acid (N40D) reduced activity by ~100-fold relative to wildtype. Importantly, the N40A mutation rendered Mac1 unstable in vitro and lowered expression levels in bacterial and mammalian cells. When incorporated into SARS-CoV-2 molecular clones, the N40D mutant only modestly affected viral fitness in immortalized cell lines, but reduced viral replication in human airway organoids by 10-fold. In mice, N40D replicated at >1000-fold lower levels compared to the wildtype virus while inducing a robust interferon response; all animals infected with the mutant virus survived infection and showed no signs of lung pathology. Our data validate the SARS-CoV-2 NSP3 Mac1 domain as a critical viral pathogenesis factor and a promising target to develop antivirals.
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Affiliation(s)
| | | | - Irene P. Chen
- Gladstone Institutes, San Francisco, CA 94158
- University of California San Francisco, San Francisco, CA 94158
| | - Galen J. Correy
- University of California San Francisco, San Francisco, CA 94158
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA 94158
| | | | | | | | | | | | | | | | - Nevan J. Krogan
- University of California San Francisco, San Francisco, CA 94158
| | - Alan Ashworth
- University of California San Francisco, San Francisco, CA 94158
| | - James S. Fraser
- University of California San Francisco, San Francisco, CA 94158
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA 94158
| | - Melanie Ott
- Gladstone Institutes, San Francisco, CA 94158
- University of California San Francisco, San Francisco, CA 94158
- Chan Zuckerberg Biohub – San Francisco, San Francisco, CA 94158
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6
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Hernandez NE, Jankowski W, Frick R, Kelow SP, Lubin JH, Simhadri V, Adolf-Bryfogle J, Khare SD, Dunbrack RL, Gray JJ, Sauna ZE. Computational design of nanomolar-binding antibodies specific to multiple SARS-CoV-2 variants by engineering a specificity switch of antibody 80R using RosettaAntibodyDesign (RAbD) results in potential generalizable therapeutic antibodies for novel SARS-CoV-2 virus. Heliyon 2023; 9:e15032. [PMID: 37035348 PMCID: PMC10069166 DOI: 10.1016/j.heliyon.2023.e15032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 03/22/2023] [Accepted: 03/24/2023] [Indexed: 04/05/2023] Open
Abstract
The human infectious disease COVID-19 caused by the SARS-CoV-2 virus has become a major threat to global public health. Developing a vaccine is the preferred prophylactic response to epidemics and pandemics. However, for individuals who have contracted the disease, the rapid design of antibodies that can target the SARS-CoV-2 virus fulfils a critical need. Further, discovering antibodies that bind multiple variants of SARS-CoV-2 can aid in the development of rapid antigen tests (RATs) which are critical for the identification and isolation of individuals currently carrying COVID-19. Here we provide a proof-of-concept study for the computational design of high-affinity antibodies that bind to multiple variants of the SARS-CoV-2 spike protein using RosettaAntibodyDesign (RAbD). Well characterized antibodies that bind with high affinity to the SARS-CoV-1 (but not SARS-CoV-2) spike protein were used as templates and re-designed to bind the SARS-CoV-2 spike protein with high affinity, resulting in a specificity switch. A panel of designed antibodies were experimentally validated. One design bound to a broad range of variants of concern including the Omicron, Delta, Wuhan, and South African spike protein variants.
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Affiliation(s)
- Nancy E. Hernandez
- Hemostasis Branch 1, Division of Hemostasis, Office of Plasma Protein Therapeutics, Office of Therapeutic Products, Center for Biologics Evaluation and Research U.S. FDA, Silver Spring, MD, USA
| | - Wojciech Jankowski
- Hemostasis Branch 1, Division of Hemostasis, Office of Plasma Protein Therapeutics, Office of Therapeutic Products, Center for Biologics Evaluation and Research U.S. FDA, Silver Spring, MD, USA
| | - Rahel Frick
- Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Simon P. Kelow
- Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, PA, USA
- Dept. of Biochemistry and Molecular Biophysics, University of Pennsylvania, Philadelphia, PA, USA
| | - Joseph H. Lubin
- Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
| | - Vijaya Simhadri
- Hemostasis Branch 1, Division of Hemostasis, Office of Plasma Protein Therapeutics, Office of Therapeutic Products, Center for Biologics Evaluation and Research U.S. FDA, Silver Spring, MD, USA
| | | | - Sagar D. Khare
- Department of Chemistry and Chemical Biology, Rutgers, The State University of New Jersey, Piscataway, NJ USA
- Institute for Quantitative Biomedicine, Rutgers, The State University of New Jersey, Piscataway, NJ, USA
| | - Roland L. Dunbrack
- Institute for Cancer Research, Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Jeffrey J. Gray
- Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, USA
- Program in Molecular Biophysics, Johns Hopkins University, Baltimore, MD, USA
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD, USA
- Institute for Nanobiotechnology, Johns Hopkins University, Baltimore, MD, USA
| | - Zuben E. Sauna
- Hemostasis Branch 1, Division of Hemostasis, Office of Plasma Protein Therapeutics, Office of Therapeutic Products, Center for Biologics Evaluation and Research U.S. FDA, Silver Spring, MD, USA
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7
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Moghadasi SA, Heilmann E, Khalil AM, Nnabuife C, Kearns FL, Ye C, Moraes SN, Costacurta F, Esler MA, Aihara H, von Laer D, Martinez-Sobrido L, Palzkill T, Amaro RE, Harris RS. Transmissible SARS-CoV-2 variants with resistance to clinical protease inhibitors. SCIENCE ADVANCES 2023; 9:eade8778. [PMID: 36989354 PMCID: PMC10058310 DOI: 10.1126/sciadv.ade8778] [Citation(s) in RCA: 51] [Impact Index Per Article: 51.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 02/28/2023] [Indexed: 05/05/2023]
Abstract
Vaccines and drugs have helped reduce disease severity and blunt the spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). However, ongoing virus transmission, continuous evolution, and increasing selective pressures have the potential to yield viral variants capable of resisting these interventions. Here, we investigate the susceptibility of natural variants of the main protease [Mpro; 3C-like protease (3CLpro)] of SARS-CoV-2 to protease inhibitors. Multiple single amino acid changes in Mpro confer resistance to nirmatrelvir (the active component of Paxlovid). An additional clinical-stage inhibitor, ensitrelvir (Xocova), shows a different resistance mutation profile. Importantly, phylogenetic analyses indicate that several of these resistant variants have pre-existed the introduction of these drugs into the human population and are capable of spreading. These results encourage the monitoring of resistance variants and the development of additional protease inhibitors and other antiviral drugs with different mechanisms of action and resistance profiles for combinatorial therapy.
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Affiliation(s)
- Seyed Arad Moghadasi
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Twin Cities, Minneapolis, MN 55455, USA
| | - Emmanuel Heilmann
- Institute of Virology, Medical University of Innsbruck, Innsbruck, Austria
| | - Ahmed Magdy Khalil
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
- Department of Zoonotic Diseases, Faculty of Veterinary Medicine, Zagazig University, Zagazig 44511, Egypt
| | - Christina Nnabuife
- Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Fiona L. Kearns
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92093, USA
| | - Chengjin Ye
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
| | - Sofia N. Moraes
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Twin Cities, Minneapolis, MN 55455, USA
| | | | - Morgan A. Esler
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Twin Cities, Minneapolis, MN 55455, USA
| | - Hideki Aihara
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Twin Cities, Minneapolis, MN 55455, USA
| | - Dorothee von Laer
- Institute of Virology, Medical University of Innsbruck, Innsbruck, Austria
| | | | - Timothy Palzkill
- Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Rommie E. Amaro
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92093, USA
| | - Reuben S. Harris
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Twin Cities, Minneapolis, MN 55455, USA
- Department of Biochemistry and Structural Biology, University of Texas Health San Antonio, San Antonio, TX 78229, USA
- Howard Hughes Medical Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA
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8
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Ramos-Guzmán CA, Andjelkovic M, Zinovjev K, Ruiz-Pernía JJ, Tuñón I. The impact of SARS-CoV-2 3CL protease mutations on nirmatrelvir inhibitory efficiency. Computational insights into potential resistance mechanisms. Chem Sci 2023; 14:2686-2697. [PMID: 36908962 PMCID: PMC9993853 DOI: 10.1039/d2sc06584c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 02/13/2023] [Indexed: 02/16/2023] Open
Abstract
The use of antiviral drugs can promote the appearance of mutations in the target protein that increase the resistance of the virus to the treatment. This is also the case of nirmatrelvir, a covalent inhibitor of the 3CL protease, or main protease, of SARS-CoV-2. In this work we show how the by-residue decomposition of noncovalent interactions established between the drug and the enzyme, in combination with an analysis of naturally occurring mutations, can be used to detect potential mutations in the 3CL protease conferring resistance to nirmatrelvir. We also investigate the consequences of these mutations on the reaction mechanism to form the covalent enzyme-inhibitor complex using QM/MM methods. In particular, we show that the E166V variant of the protease displays smaller binding affinity to nirmatrelvir and larger activation free energy for the formation of the covalent complex, both factors contributing to the observed resistance to the treatment with this drug. The conclusions derived from our work can be used to anticipate the consequences of the introduction of nirmatrelvir in the fitness landscape of the virus and to design new inhibitors adapted to some of the possible resistance mechanisms.
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Affiliation(s)
- Carlos A Ramos-Guzmán
- Departamento de Química Física, Universidad de Valencia 46100 Burjassot Spain
- Instituto de Materiales Avanzados, Universidad Jaume I 12071 Castelló Spain
| | - Milorad Andjelkovic
- Departamento de Química Física, Universidad de Valencia 46100 Burjassot Spain
| | - Kirill Zinovjev
- Departamento de Química Física, Universidad de Valencia 46100 Burjassot Spain
| | | | - Iñaki Tuñón
- Departamento de Química Física, Universidad de Valencia 46100 Burjassot Spain
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9
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Moghadasi SA, Biswas RG, Harki DA, Harris RS. Rapid resistance profiling of SARS-CoV-2 protease inhibitors. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.25.530000. [PMID: 36909573 PMCID: PMC10002627 DOI: 10.1101/2023.02.25.530000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/02/2023]
Abstract
Resistance to nirmatrelvir (Paxlovid) has been shown by multiple groups and may already exist in clinical SARS-CoV-2 isolates. Here a panel of SARS-CoV-2 main protease (Mpro) variants and a robust cell-based assay are used to compare the resistance profiles of nirmatrelvir, ensitrelvir, and FB2001. The results reveal distinct resistance mechanisms ("fingerprints") and indicate that these next-generation drugs have the potential to be effective against nirmatrelvir-resistant variants and vice versa.
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Affiliation(s)
| | | | - Daniel A Harki
- University of Minnesota, Minneapolis, Minnesota, USA, 55455
| | - Reuben S Harris
- University of Minnesota, Minneapolis, Minnesota, USA, 55455
- Howard Hughes Medical Institute, University of Texas Health San Antonio, San Antonio, Texas, USA, 78229
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10
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Rosenke K, Lewis MC, Feldmann F, Bohrnsen E, Schwarz B, Okumura A, Bohler WF, Callison J, Shaia C, Bosio CM, Lovaglio J, Saturday G, Jarvis MA, Feldmann H. Combined molnupiravir-nirmatrelvir treatment improves the inhibitory effect on SARS-CoV-2 in macaques. JCI Insight 2023; 8:166485. [PMID: 36574296 PMCID: PMC9977490 DOI: 10.1172/jci.insight.166485] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 12/21/2022] [Indexed: 12/28/2022] Open
Abstract
The periodic emergence of SARS-CoV-2 variants of concern (VOCs) with unpredictable clinical severity and ability to escape preexisting immunity emphasizes the continued need for antiviral interventions. Two small molecule inhibitors, molnupiravir (MK-4482), a nucleoside analog, and nirmatrelvir (PF-07321332), a 3C-like protease inhibitor, have recently been approved as monotherapy for use in high-risk patients with COVID-19. As preclinical data are only available for rodent and ferret models, here we assessed the efficacy of MK-4482 and PF-07321332 alone and in combination against infection with the SARS-CoV-2 Delta VOC in the rhesus macaque COVID-19 model. Macaques were infected with the SARS-CoV-2 Delta variant and treated with vehicle, MK-4482, PF-07321332, or a combination of MK-4482 and PF-07321332. Clinical exams were performed at 1, 2, and 4 days postinfection to assess disease and virological parameters. Notably, use of MK-4482 and PF-07321332 in combination improved the individual inhibitory effect of both drugs, resulting in milder disease progression, stronger reduction of virus shedding from mucosal tissues of the upper respiratory tract, stronger reduction of viral replication in the lower respiratory tract, and reduced lung pathology. Our data strongly indicate superiority of combined MK-4482 and PF-07321332 treatment of SARS-CoV-2 infections as demonstrated in the closest COVID-19 surrogate model of human infection.
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Affiliation(s)
| | | | | | - Eric Bohrnsen
- Laboratory of Bacteriology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, NIH, Hamilton, Montana, USA
| | - Benjamin Schwarz
- Laboratory of Bacteriology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, NIH, Hamilton, Montana, USA
| | | | | | | | | | - Catharine M Bosio
- Laboratory of Bacteriology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, NIH, Hamilton, Montana, USA
| | | | | | - Michael A Jarvis
- Laboratory of Virology.,University of Plymouth, Plymouth, Devon, United Kingdom.,The Vaccine Group Ltd, Plymouth, Devon, United Kingdom
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11
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Yang F, Tran TNA, Howerton E, Boni MF, Servadio JL. Benefits of near-universal vaccination and treatment access to manage COVID-19 burden in the United States. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.02.08.23285658. [PMID: 36798204 PMCID: PMC9934803 DOI: 10.1101/2023.02.08.23285658] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Abstract
Background As we enter the fourth year of the COVID-19 pandemic, SARS-CoV-2 infections still cause high morbidity and mortality in the United States. During 2020-2022, COVID-19 was one of the leading causes of death in the United States and by far the leading cause among infectious diseases. Vaccination uptake remains low despite this being an effective burden reducing intervention. The development of COVID-19 therapeutics provides hope for mitigating severe clinical outcomes. This modeling study examines combined strategies of vaccination and treatment to reduce the burden of COVID-19 epidemics over the next decade. Methods We use a validated mathematical model to evaluate the reduction of incident cases, hospitalized cases, and deaths in the United States through 2033 under various levels of vaccination and treatment coverage. We assume that future seasonal transmission patterns for COVID-19 will be similar to those of influenza virus. We account for the waning of infection-induced immunity and vaccine-induced immunity in a future with stable COVID-19 dynamics. Due to uncertainty in the duration of immunity following vaccination or infection, we consider two exponentially-distributed waning rates, with means of 365 days (one year) and 548 days (1.5 years). We also consider treatment failure, including rebound frequency, as a possible treatment outcome. Results As expected, universal vaccination is projected to eliminate transmission and mortality. Under current treatment coverage (13.7%) and vaccination coverage (49%), averages of 89,000 annual deaths (548-day waning) and 120,000 annual deaths (365-day waning) are expected by the end of this decade. Annual mortality in the United States can be reduced below 50,000 per year with >81% annual vaccination coverage, and below 10,000 annual deaths with >84% annual vaccination coverage. Universal treatment reduces hospitalizations by 88% and deaths by 93% under current vaccination coverage. A reduction in vaccination coverage requires a comparatively larger increase in treatment coverage in order for hospitalization and mortality levels to remain unchanged. Conclusions Adopting universal vaccination and universal treatment goals in the United States will likely lead to a COVID-19 mortality burden below 50,000 deaths per year, a burden comparable to that of influenza virus.
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Affiliation(s)
- Fuhan Yang
- Department of Biology and Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, PA, 16802, United States
| | - Thu Nguyen-Anh Tran
- Department of Biology and Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, PA, 16802, United States
| | - Emily Howerton
- Department of Biology and Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, PA, 16802, United States
| | - Maciej F Boni
- Department of Biology and Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, PA, 16802, United States
| | - Joseph L Servadio
- Department of Biology and Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, PA, 16802, United States
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12
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Taha TY, Chen IP, Hayashi JM, Tabata T, Walcott K, Kimmerly GR, Syed AM, Ciling A, Suryawanshi RK, Martin HS, Bach BH, Tsou CL, Montano M, Khalid MM, Sreekumar BK, Kumar GR, Wyman S, Doudna JA, Ott M. Rapid assembly of SARS-CoV-2 genomes reveals attenuation of the Omicron BA.1 variant through NSP6. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.31.525914. [PMID: 36798416 PMCID: PMC9934579 DOI: 10.1101/2023.01.31.525914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
Abstract
Although the SARS-CoV-2 Omicron variant (BA.1) spread rapidly across the world and effectively evaded immune responses, its viral fitness in cell and animal models was reduced. The precise nature of this attenuation remains unknown as generating replication-competent viral genomes is challenging because of the length of the viral genome (30kb). Here, we designed a plasmid-based viral genome assembly and resc ue strategy (pGLUE) that constructs complete infectious viruses or noninfectious subgenomic replicons in a single ligation reaction with >80% efficiency. Fully sequenced replicons and infectious viral stocks can be generated in 1 and 3 weeks, respectively. By testing a series of naturally occurring viruses as well as Delta-Omicron chimeric replicons, we show that Omicron nonstructural protein 6 harbors critical attenuating mutations, which dampen viral RNA replication and reduce lipid droplet consumption. Thus, pGLUE overcomes remaining barriers to broadly study SARS-CoV-2 replication and reveals deficits in nonstructural protein function underlying Omicron attenuation.
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13
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Banerjee A, Gosavi S. Potential Self-Peptide Inhibitors of the SARS-CoV-2 Main Protease. J Phys Chem B 2023; 127:855-865. [PMID: 36689738 PMCID: PMC9883841 DOI: 10.1021/acs.jpcb.2c05917] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 11/23/2022] [Indexed: 01/24/2023]
Abstract
The SARS-CoV-2 main protease (Mpro) plays an essential role in viral replication, cleaving viral polyproteins into functional proteins. This makes Mpro an important drug target. Mpro consists of an N-terminal catalytic domain and a C-terminal α-helical domain (MproC). Previous studies have shown that peptides derived from a given protein sequence (self-peptides) can affect the folding and, in turn, the function of that protein. Since the SARS-CoV-1 MproC is known to stabilize its Mpro and regulate its function, we hypothesized that SARS-CoV-2 MproC-derived self-peptides may modulate the folding and the function of SARS-CoV-2 Mpro. To test this, we studied the folding of MproC in the presence of various self-peptides using coarse-grained structure-based models and molecular dynamics simulations. In these simulations of MproC and one self-peptide, we found that two self-peptides, the α1-helix and the loop between α4 and α5 (loop4), could replace the equivalent native sequences in the MproC structure. Replacement of either sequence in full-length Mpro should, in principle, be able to perturb Mpro function albeit through different mechanisms. Some general principles for the rational design of self-peptide inhibitors emerge: The simulations show that prefolded self-peptides are more likely to replace native sequences than those which do not possess structure. Additionally, the α1-helix self-peptide is kinetically stable and once inserted rarely exchanges with the native α1-helix, while the loop4 self-peptide is easily replaced by the native loop4, making it less useful for modulating function. In summary, a prefolded α1-derived peptide should be able to inhibit SARS-CoV-2 Mpro function.
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Affiliation(s)
- Arkadeep Banerjee
- Simons Centre for the Study
of Living Machines, National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bengaluru 560065, India
| | - Shachi Gosavi
- Simons Centre for the Study
of Living Machines, National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bengaluru 560065, India
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14
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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: 4.0] [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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15
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Sargsyan K, Mazmanian K, Lim C. A strategy for evaluating potential antiviral resistance to small molecule drugs and application to SARS-CoV-2. Sci Rep 2023; 13:502. [PMID: 36627366 PMCID: PMC9831016 DOI: 10.1038/s41598-023-27649-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 01/05/2023] [Indexed: 01/11/2023] Open
Abstract
Alterations in viral fitness cannot be inferred from only mutagenesis studies of an isolated viral protein. To-date, no systematic analysis has been performed to identify mutations that improve virus fitness and reduce drug efficacy. We present a generic strategy to evaluate which viral mutations might diminish drug efficacy and applied it to assess how SARS-CoV-2 evolution may affect the efficacy of current approved/candidate small-molecule antivirals for Mpro, PLpro, and RdRp. For each drug target, we determined the drug-interacting virus residues from available structures and the selection pressure of the virus residues from the SARS-CoV-2 genomes. This enabled the identification of promising drug target regions and small-molecule antivirals that the virus can develop resistance. Our strategy of utilizing sequence and structural information from genomic sequence and protein structure databanks can rapidly assess the fitness of any emerging virus variants and can aid antiviral drug design for future pathogens.
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Affiliation(s)
- Karen Sargsyan
- Institute of Biomedical Sciences, Academia Sinica, Taipei, 115, Taiwan.
| | - Karine Mazmanian
- Institute of Biomedical Sciences, Academia Sinica, Taipei, 115, Taiwan.
| | - Carmay Lim
- Institute of Biomedical Sciences, Academia Sinica, Taipei, 115, Taiwan.
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16
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Lan S, Neilsen G, Slack RL, Cantara WA, Castaner AE, Lorson ZC, Lulkin N, Zhang H, Lee J, Cilento ME, Tedbury PR, Sarafianos SG. Nirmatrelvir Resistance in SARS-CoV-2 Omicron_BA.1 and WA1 Replicons and Escape Strategies. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2022.12.31.522389. [PMID: 36656782 PMCID: PMC9844013 DOI: 10.1101/2022.12.31.522389] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The antiviral component of Paxlovid, nirmatrelvir (NIR), forms a covalent bond with Cys145 of SARS-CoV-2 nsp5. To explore NIR resistance we designed mutations to impair binding of NIR over substrate. Using 12 Omicron (BA.1) and WA.1 SARS-CoV-2 replicons, cell-based complementation and enzymatic assays, we showed that in both strains, E166V imparted high NIR resistance (∼55-fold), with major decrease in WA1 replicon fitness (∼20-fold), but not BA.1 (∼2-fold). WA1 replicon fitness was restored by L50F. These differences may contribute to a potentially lower barrier to resistance in Omicron than WA1. E166V is rare in untreated patients, albeit more prevalent in paxlovid-treated EPIC-HR clinical trial patients. Importantly, NIR-resistant replicons with E166V or E166V/L50F remained susceptible to a) the flexible GC376, and b) PF-00835231, which forms additional interactions. Molecular dynamics simulations show steric clashes between the rigid and bulky NIR t-butyl and β-branched V166 distancing the NIR warhead from its Cys145 target. In contrast, GC376, through "wiggling and jiggling" accommodates V166 and still covalently binds Cys145. PF-00835231 uses its strategically positioned methoxy-indole to form a β-sheet and overcome E166V. Drug design based on strategic flexibility and main chain-targeting may help develop second-generation nsp5-targeting antivirals efficient against NIR-resistant viruses.
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17
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Pérez-Vargas J, Shapira T, Olmstead AD, Villanueva I, Thompson CAH, Ennis S, Gao G, De Guzman J, Williams DE, Wang M, Chin A, Bautista-Sánchez D, Agafitei O, Levett P, Xie X, Nuzzo G, Freire VF, Quintana-Bulla JI, Bernardi DI, Gubiani JR, Suthiphasilp V, Raksat A, Meesakul P, Polbuppha I, Cheenpracha S, Jaidee W, Kanokmedhakul K, Yenjai C, Chaiyosang B, Teles HL, Manzo E, Fontana A, Leduc R, Boudreault PL, Berlinck RGS, Laphookhieo S, Kanokmedhakul S, Tietjen I, Cherkasov A, Krajden M, Nabi IR, Niikura M, Shi PY, Andersen RJ, Jean F. Discovery of lead natural products for developing pan-SARS-CoV-2 therapeutics. Antiviral Res 2023; 209:105484. [PMID: 36503013 PMCID: PMC9729583 DOI: 10.1016/j.antiviral.2022.105484] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 11/26/2022] [Accepted: 12/07/2022] [Indexed: 12/13/2022]
Abstract
The COVID-19 pandemic, caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), remains a global public health crisis. The reduced efficacy of therapeutic monoclonal antibodies against emerging SARS-CoV-2 variants of concern (VOCs), such as omicron BA.5 subvariants, has underlined the need to explore a novel spectrum of antivirals that are effective against existing and evolving SARS-CoV-2 VOCs. To address the need for novel therapeutic options, we applied cell-based high-content screening to a library of natural products (NPs) obtained from plants, fungi, bacteria, and marine sponges, which represent a considerable diversity of chemical scaffolds. The antiviral effect of 373 NPs was evaluated using the mNeonGreen (mNG) reporter SARS-CoV-2 virus in a lung epithelial cell line (Calu-3). The screening identified 26 NPs with half-maximal effective concentrations (EC50) below 50 μM against mNG-SARS-CoV-2; 16 of these had EC50 values below 10 μM and three NPs (holyrine A, alotaketal C, and bafilomycin D) had EC50 values in the nanomolar range. We demonstrated the pan-SARS-CoV-2 activity of these three lead antivirals against SARS-CoV-2 highly transmissible Omicron subvariants (BA.5, BA.2 and BA.1) and highly pathogenic Delta VOCs in human Calu-3 lung cells. Notably, holyrine A, alotaketal C, and bafilomycin D, are potent nanomolar inhibitors of SARS-CoV-2 Omicron subvariants BA.5 and BA.2. The pan-SARS-CoV-2 activity of alotaketal C [protein kinase C (PKC) activator] and bafilomycin D (V-ATPase inhibitor) suggest that these two NPs are acting as host-directed antivirals (HDAs). Future research should explore whether PKC regulation impacts human susceptibility to and the severity of SARS-CoV-2 infection, and it should confirm the important role of human V-ATPase in the VOC lifecycle. Interestingly, we observed a synergistic action of bafilomycin D and N-0385 (a highly potent inhibitor of human TMPRSS2 protease) against Omicron subvariant BA.2 in human Calu-3 lung cells, which suggests that these two highly potent HDAs are targeting two different mechanisms of SARS-CoV-2 entry. Overall, our study provides insight into the potential of NPs with highly diverse chemical structures as valuable inspirational starting points for developing pan-SARS-CoV-2 therapeutics and for unravelling potential host factors and pathways regulating SARS-CoV-2 VOC infection including emerging omicron BA.5 subvariants.
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Affiliation(s)
- Jimena Pérez-Vargas
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Tirosh Shapira
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Andrea D Olmstead
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Ivan Villanueva
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Connor A H Thompson
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Siobhan Ennis
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, V5A 1S6, Canada
| | - Guang Gao
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Joshua De Guzman
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - David E Williams
- Departments of Chemistry and Earth, Ocean & Atmospheric Science, University of British Columbia, Vancouver, BC V6T 1Z1, Canada
| | - Meng Wang
- Departments of Chemistry and Earth, Ocean & Atmospheric Science, University of British Columbia, Vancouver, BC V6T 1Z1, Canada
| | - Aaleigha Chin
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Diana Bautista-Sánchez
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Olga Agafitei
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, V5A 1S6, Canada
| | - Paul Levett
- British Columbia Centre for Disease Control Public Health Laboratory, Vancouver, BC, V5Z 4R4, Canada
| | - Xuping Xie
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, 77555, USA
| | - Genoveffa Nuzzo
- Bio-Organic Chemistry Unit, Institute of Biomolecular Chemistry, National Research Council, Via Campi Flegrei 34, 80078, Pozzuoli, Italy
| | - Vitor F Freire
- Instituto de Química de São Carlos, Universidade de São Paulo, CP780, CEP13560-970, São Carlos, SP, Brazil
| | - Jairo I Quintana-Bulla
- Instituto de Química de São Carlos, Universidade de São Paulo, CP780, CEP13560-970, São Carlos, SP, Brazil
| | - Darlon I Bernardi
- Instituto de Química de São Carlos, Universidade de São Paulo, CP780, CEP13560-970, São Carlos, SP, Brazil
| | - Juliana R Gubiani
- Instituto de Química de São Carlos, Universidade de São Paulo, CP780, CEP13560-970, São Carlos, SP, Brazil
| | - Virayu Suthiphasilp
- Center of Chemical Innovation for Sustainability (CIS), School of Science, Mae Fah Luang University, Chiang Rai, 57100, Thailand
| | - Achara Raksat
- Center of Chemical Innovation for Sustainability (CIS), School of Science, Mae Fah Luang University, Chiang Rai, 57100, Thailand
| | - Pornphimol Meesakul
- Center of Chemical Innovation for Sustainability (CIS), School of Science, Mae Fah Luang University, Chiang Rai, 57100, Thailand
| | - Isaraporn Polbuppha
- Center of Chemical Innovation for Sustainability (CIS), School of Science, Mae Fah Luang University, Chiang Rai, 57100, Thailand
| | | | - Wuttichai Jaidee
- Medicinal Plants Innovation Center of Mae Fah Luang University, Chiang Rai, 57100, Thailand
| | - Kwanjai Kanokmedhakul
- Natural Products Research Unit, Department of Chemistry and Center for Innovation in Chemistry, Faculty of Science, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Chavi Yenjai
- Natural Products Research Unit, Department of Chemistry and Center for Innovation in Chemistry, Faculty of Science, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Boonyanoot Chaiyosang
- Natural Products Research Unit, Department of Chemistry and Center for Innovation in Chemistry, Faculty of Science, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Helder Lopes Teles
- Instituto de Ciências Exatas e Naturais, Universidade Federal de Rondonópolis, CEP 78736-900, Rondonópolis, MT, Brazil
| | - Emiliano Manzo
- Bio-Organic Chemistry Unit, Institute of Biomolecular Chemistry, National Research Council, Via Campi Flegrei 34, 80078, Pozzuoli, Italy
| | - Angelo Fontana
- Bio-Organic Chemistry Unit, Institute of Biomolecular Chemistry, National Research Council, Via Campi Flegrei 34, 80078, Pozzuoli, Italy; Department of Biology, Università di Napoli "Federico II", Via Cupa Nuova Cinthia 21, 80126, Napoli, Italy
| | - Richard Leduc
- Department of Pharmacology-Physiology, Faculty of Medicine and Health Sciences, Institut de Pharmacologie de Sherbrooke, Université de Sherbrooke, Sherbrooke, Québec, J1H 5N4, Canada
| | - Pierre-Luc Boudreault
- Department of Pharmacology-Physiology, Faculty of Medicine and Health Sciences, Institut de Pharmacologie de Sherbrooke, Université de Sherbrooke, Sherbrooke, Québec, J1H 5N4, Canada
| | - Roberto G S Berlinck
- Instituto de Química de São Carlos, Universidade de São Paulo, CP780, CEP13560-970, São Carlos, SP, Brazil
| | - Surat Laphookhieo
- Center of Chemical Innovation for Sustainability (CIS), School of Science, Mae Fah Luang University, Chiang Rai, 57100, Thailand
| | - Somdej Kanokmedhakul
- Natural Products Research Unit, Department of Chemistry and Center for Innovation in Chemistry, Faculty of Science, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Ian Tietjen
- Departments of Chemistry and Earth, Ocean & Atmospheric Science, University of British Columbia, Vancouver, BC V6T 1Z1, Canada; The Wistar Institute, Philadelphia, PA, 19104, USA
| | - Artem Cherkasov
- Vancouver Prostate Centre, University of British Columbia, Vancouver, BC V6H 3Z6, Canada
| | - Mel Krajden
- British Columbia Centre for Disease Control Public Health Laboratory, Vancouver, BC, V5Z 4R4, Canada; Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Ivan Robert Nabi
- Department of Cellular and Physiological Sciences, School of Biomedical Engineering, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada
| | - Masahiro Niikura
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, V5A 1S6, Canada
| | - Pei-Yong Shi
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, 77555, USA
| | - Raymond J Andersen
- Departments of Chemistry and Earth, Ocean & Atmospheric Science, University of British Columbia, Vancouver, BC V6T 1Z1, Canada.
| | - François Jean
- Department of Microbiology and Immunology, Life Sciences Institute, University of British Columbia, Vancouver, BC, V6T 1Z3, Canada.
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18
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Abstract
Nirmatrelvir, an oral antiviral targeting the 3CL protease of SARS-CoV-2, has been demonstrated to be clinically useful against COVID-19 (refs. 1,2). However, because SARS-CoV-2 has evolved to become resistant to other therapeutic modalities3-9, there is a concern that the same could occur for nirmatrelvir. Here we examined this possibility by in vitro passaging of SARS-CoV-2 in nirmatrelvir using two independent approaches, including one on a large scale. Indeed, highly resistant viruses emerged from both and their sequences showed a multitude of 3CL protease mutations. In the experiment peformed with many replicates, 53 independent viral lineages were selected with mutations observed at 23 different residues of the enzyme. Nevertheless, several common mutational pathways to nirmatrelvir resistance were preferred, with a majority of the viruses descending from T21I, P252L or T304I as precursor mutations. Construction and analysis of 13 recombinant SARS-CoV-2 clones showed that these mutations mediated only low-level resistance, whereas greater resistance required accumulation of additional mutations. E166V mutation conferred the strongest resistance (around 100-fold), but this mutation resulted in a loss of viral replicative fitness that was restored by compensatory changes such as L50F and T21I. Our findings indicate that SARS-CoV-2 resistance to nirmatrelvir does readily arise via multiple pathways in vitro, and the specific mutations observed herein form a strong foundation from which to study the mechanism of resistance in detail and to inform the design of next-generation protease inhibitors.
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Moghadasi SA, Heilmann E, Khalil AM, Nnabuife C, Kearns FL, Ye C, Moraes SN, Costacurta F, Esler MA, Aihara H, von Laer D, Martinez-Sobrido L, Palzkill T, Amaro RE, Harris RS. Transmissible SARS-CoV-2 variants with resistance to clinical protease inhibitors. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.08.07.503099. [PMID: 35982678 PMCID: PMC9387136 DOI: 10.1101/2022.08.07.503099] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Vaccines and drugs have helped reduce disease severity and blunt the spread of SARS-CoV-2. However, ongoing virus transmission, continuous evolution, and increasing selective pressures have the potential to yield viral variants capable of resisting these interventions. Here, we investigate the susceptibility of natural variants of the main protease (Mpro/3CLpro) of SARS-CoV-2 to protease inhibitors. Multiple single amino acid changes in Mpro confer resistance to nirmatrelvir (the active component of Paxlovid). An additional clinical-stage inhibitor, ensitrelvir (Xocova), shows a different resistance mutation profile. Importantly, phylogenetic analyses indicate that several of these resistant variants have pre-existed the introduction of these drugs into the human population and are capable of spreading. These results encourage the monitoring of resistance variants and the development of additional protease inhibitors and other antiviral drugs with different mechanisms of action and resistance profiles for combinatorial therapy.
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Affiliation(s)
- Seyed Arad Moghadasi
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota – Twin Cities, Minneapolis, Minnesota, USA, 55455
| | - Emmanuel Heilmann
- Institute of Virology, Medical University of Innsbruck, Innsbruck, Austria
| | - Ahmed Magdy Khalil
- Texas Biomedical Research Institute, San Antonio, Texas, USA, 78227
- Department of Zoonotic Diseases, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Egypt, 44511
| | - Christina Nnabuife
- Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, Texas, USA, 77030
| | - Fiona L. Kearns
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, California, USA, 92093
| | - Chengjin Ye
- Texas Biomedical Research Institute, San Antonio, Texas, USA, 78227
| | - Sofia N. Moraes
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota – Twin Cities, Minneapolis, Minnesota, USA, 55455
| | | | - Morgan A. Esler
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota – Twin Cities, Minneapolis, Minnesota, USA, 55455
| | - Hideki Aihara
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota – Twin Cities, Minneapolis, Minnesota, USA, 55455
| | - Dorothee von Laer
- Institute of Virology, Medical University of Innsbruck, Innsbruck, Austria
| | | | - Timothy Palzkill
- Department of Pharmacology and Chemical Biology, Baylor College of Medicine, Houston, Texas, USA, 77030
| | - Rommie E. Amaro
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, California, USA, 92093
| | - Reuben S. Harris
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota – Twin Cities, Minneapolis, Minnesota, USA, 55455
- Department of Biochemistry and Structural Biology, University of Texas Health San Antonio; San Antonio, Texas, USA, 78229
- Howard Hughes Medical Institute, University of Texas Health San Antonio; San Antonio, Texas, USA, 78229
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20
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A proof-of-concept study on the genomic evolution of Sars-Cov-2 in molnupiravir-treated, paxlovid-treated and drug-naïve patients. Commun Biol 2022; 5:1376. [PMID: 36522489 PMCID: PMC9753865 DOI: 10.1038/s42003-022-04322-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 11/30/2022] [Indexed: 12/16/2022] Open
Abstract
Little is known about SARS-CoV-2 evolution under Molnupiravir and Paxlovid, the only antivirals approved for COVID-19 treatment. By investigating SARS-CoV-2 variability in 8 Molnupiravir-treated, 7 Paxlovid-treated and 5 drug-naïve individuals at 4 time-points (Days 0-2-5-7), a higher genetic distance is found under Molnupiravir pressure compared to Paxlovid and no-drug pressure (nucleotide-substitutions/site mean±Standard error: 18.7 × 10-4 ± 2.1 × 10-4 vs. 3.3 × 10-4 ± 0.8 × 10-4 vs. 3.1 × 10-4 ± 0.8 × 10-4, P = 0.0003), peaking between Day 2 and 5. Molnupiravir drives the emergence of more G-A and C-T transitions than other mutations (P = 0.031). SARS-CoV-2 selective evolution under Molnupiravir pressure does not differ from that under Paxlovid or no-drug pressure, except for orf8 (dN > dS, P = 0.001); few amino acid mutations are enriched at specific sites. No RNA-dependent RNA polymerase (RdRp) or main proteases (Mpro) mutations conferring resistance to Molnupiravir or Paxlovid are found. This proof-of-concept study defines the SARS-CoV-2 within-host evolution during antiviral treatment, confirming higher in vivo variability induced by Molnupiravir compared to Paxlovid and drug-naive, albeit not resulting in apparent mutation selection.
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21
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Parigger L, Krassnigg A, Schopper T, Singh A, Tappler K, Köchl K, Hetmann M, Gruber K, Steinkellner G, Gruber CC. Recent changes in the mutational dynamics of the SARS-CoV-2 main protease substantiate the danger of emerging resistance to antiviral drugs. Front Med (Lausanne) 2022; 9:1061142. [PMID: 36590977 PMCID: PMC9794616 DOI: 10.3389/fmed.2022.1061142] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 11/28/2022] [Indexed: 12/15/2022] Open
Abstract
Introduction The current coronavirus pandemic is being combated worldwide by nontherapeutic measures and massive vaccination programs. Nevertheless, therapeutic options such as severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) main-protease (Mpro) inhibitors are essential due to the ongoing evolution toward escape from natural or induced immunity. While antiviral strategies are vulnerable to the effects of viral mutation, the relatively conserved Mpro makes an attractive drug target: Nirmatrelvir, an antiviral targeting its active site, has been authorized for conditional or emergency use in several countries since December 2021, and a number of other inhibitors are under clinical evaluation. We analyzed recent SARS-CoV-2 genomic data, since early detection of potential resistances supports a timely counteraction in drug development and deployment, and discovered accelerated mutational dynamics of Mpro since early December 2021. Methods We performed a comparative analysis of 10.5 million SARS-CoV-2 genome sequences available by June 2022 at GISAID to the NCBI reference genome sequence NC_045512.2. Amino-acid exchanges within high-quality regions in 69,878 unique Mpro sequences were identified and time- and in-depth sequence analyses including a structural representation of mutational dynamics were performed using in-house software. Results The analysis showed a significant recent event of mutational dynamics in Mpro. We report a remarkable increase in mutational variability in an eight-residue long consecutive region (R188-G195) near the active site since December 2021. Discussion The increased mutational variability in close proximity to an antiviral-drug binding site as described herein may suggest the onset of the development of antiviral resistance. This emerging diversity urgently needs to be further monitored and considered in ongoing drug development and lead optimization.
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Affiliation(s)
- Lena Parigger
- Innophore GmbH, Graz, Austria
- Institute of Molecular Biosciences, University of Graz, Graz, Austria
| | | | | | - Amit Singh
- Innophore GmbH, Graz, Austria
- Institute of Molecular Biosciences, University of Graz, Graz, Austria
| | - Katharina Tappler
- Institute of Molecular Biosciences, University of Graz, Graz, Austria
| | | | - Michael Hetmann
- Innophore GmbH, Graz, Austria
- Institute of Molecular Biosciences, University of Graz, Graz, Austria
- Austrian Centre of Industrial Biotechnology, Graz, Austria
| | - Karl Gruber
- Innophore GmbH, Graz, Austria
- Institute of Molecular Biosciences, University of Graz, Graz, Austria
- Austrian Centre of Industrial Biotechnology, Graz, Austria
- Field of Excellence BioHealth, University of Graz, Graz, Austria
| | - Georg Steinkellner
- Innophore GmbH, Graz, Austria
- Institute of Molecular Biosciences, University of Graz, Graz, Austria
- Field of Excellence BioHealth, University of Graz, Graz, Austria
| | - Christian C. Gruber
- Innophore GmbH, Graz, Austria
- Institute of Molecular Biosciences, University of Graz, Graz, Austria
- Austrian Centre of Industrial Biotechnology, Graz, Austria
- Field of Excellence BioHealth, University of Graz, Graz, Austria
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22
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Torchia JA, Tavares AH, Carstensen LS, Chen DY, Huang J, Xiao T, Mukherjee S, Reeves PM, Tu H, Sluder AE, Chen B, Kotton DN, Bowen RA, Saeed M, Poznansky MC, Freeman GJ. Optimized ACE2 decoys neutralize antibody-resistant SARS-CoV-2 variants through functional receptor mimicry and treat infection in vivo. SCIENCE ADVANCES 2022; 8:eabq6527. [PMID: 36475798 PMCID: PMC9728973 DOI: 10.1126/sciadv.abq6527] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 11/01/2022] [Indexed: 05/14/2023]
Abstract
As severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) evolves to escape natural antibodies, it also loses sensitivity to therapeutic antibody drugs. By contrast, evolution selects for binding to ACE2, the cell-surface receptor required for SARS-CoV-2 infection. Consistent with this, we find that an ACE2 decoy neutralizes antibody-resistant variants, including Omicron, with no loss in potency. To identify design features necessary for in vivo activity, we compare several enzymatically inactive, Fc effector-silenced ACE2-Fc decoys. Inclusion of the ACE2 collectrin-like domain not only improves affinity for the S protein but also unexpectedly extends serum half-life and is necessary to reduce disease severity and viral titer in Syrian hamsters. Fc effector function is not required. The activity of ACE2 decoy receptors is due, in part, to their ability to trigger an irreversible structural change in the viral S protein. Our studies provide a new understanding of how ACE2 decoys function and support their development as therapeutics to treat ACE2-dependent coronaviruses.
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Affiliation(s)
- James A. Torchia
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02215, USA
| | - Alexander H. Tavares
- National Emerging Infectious Diseases Laboratories (NEIDL), Boston University, Boston, MA 02118, USA
- Department of Biochemistry, Boston University School of Medicine, Boston, MA 02118, USA
| | - Laura S. Carstensen
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02215, USA
| | - Da-Yuan Chen
- National Emerging Infectious Diseases Laboratories (NEIDL), Boston University, Boston, MA 02118, USA
- Department of Biochemistry, Boston University School of Medicine, Boston, MA 02118, USA
| | - Jessie Huang
- Center for Regenerative Medicine of Boston University, Boston Medical Center, and The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA
| | - Tianshu Xiao
- Division of Pediatrics, Harvard Medical School, Boston, MA 02115, USA
| | - Sonia Mukherjee
- Vaccine and Immunotherapy Center, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02129, USA
| | - Patrick M. Reeves
- Vaccine and Immunotherapy Center, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02129, USA
| | - Hua Tu
- LakePharma Inc., San Carlos, CA 94070, USA
| | - Ann E. Sluder
- Vaccine and Immunotherapy Center, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02129, USA
| | - Bing Chen
- Division of Pediatrics, Harvard Medical School, Boston, MA 02115, USA
| | - Darrell N. Kotton
- Center for Regenerative Medicine of Boston University, Boston Medical Center, and The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA
| | - Richard A. Bowen
- Department of Biomedical Sciences, Colorado State University, Fort Collins, CO 80523, USA
| | - Mohsan Saeed
- National Emerging Infectious Diseases Laboratories (NEIDL), Boston University, Boston, MA 02118, USA
- Department of Biochemistry, Boston University School of Medicine, Boston, MA 02118, USA
| | - Mark C. Poznansky
- Vaccine and Immunotherapy Center, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02129, USA
| | - Gordon J. Freeman
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02215, USA
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23
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Lei S, Chen X, Wu J, Duan X, Men K. Small molecules in the treatment of COVID-19. Signal Transduct Target Ther 2022; 7:387. [PMID: 36464706 PMCID: PMC9719906 DOI: 10.1038/s41392-022-01249-8] [Citation(s) in RCA: 41] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 11/02/2022] [Accepted: 11/08/2022] [Indexed: 12/11/2022] Open
Abstract
The outbreak of COVID-19 has become a global crisis, and brought severe disruptions to societies and economies. Until now, effective therapeutics against COVID-19 are in high demand. Along with our improved understanding of the structure, function, and pathogenic process of SARS-CoV-2, many small molecules with potential anti-COVID-19 effects have been developed. So far, several antiviral strategies were explored. Besides directly inhibition of viral proteins such as RdRp and Mpro, interference of host enzymes including ACE2 and proteases, and blocking relevant immunoregulatory pathways represented by JAK/STAT, BTK, NF-κB, and NLRP3 pathways, are regarded feasible in drug development. The development of small molecules to treat COVID-19 has been achieved by several strategies, including computer-aided lead compound design and screening, natural product discovery, drug repurposing, and combination therapy. Several small molecules representative by remdesivir and paxlovid have been proved or authorized emergency use in many countries. And many candidates have entered clinical-trial stage. Nevertheless, due to the epidemiological features and variability issues of SARS-CoV-2, it is necessary to continue exploring novel strategies against COVID-19. This review discusses the current findings in the development of small molecules for COVID-19 treatment. Moreover, their detailed mechanism of action, chemical structures, and preclinical and clinical efficacies are discussed.
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Affiliation(s)
- Sibei Lei
- grid.412901.f0000 0004 1770 1022State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041 People’s Republic of China
| | - Xiaohua Chen
- grid.54549.390000 0004 0369 4060Department of Pharmacy, Personalized Drug Therapy Key Laboratory of Sichuan Province Sichuan Academy of Medical Sciences & Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610072 China
| | - Jieping Wu
- grid.412901.f0000 0004 1770 1022State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041 People’s Republic of China
| | - Xingmei Duan
- grid.54549.390000 0004 0369 4060Department of Pharmacy, Personalized Drug Therapy Key Laboratory of Sichuan Province Sichuan Academy of Medical Sciences & Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610072 China
| | - Ke Men
- grid.412901.f0000 0004 1770 1022State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041 People’s Republic of China
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24
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Tzou PL, Tao K, Sahoo MK, Kosakovsky Pond SL, Pinsky BA, Shafer RW. Sierra SARS-CoV-2 sequence and antiviral resistance analysis program. J Clin Virol 2022; 157:105323. [PMID: 36334368 PMCID: PMC9595491 DOI: 10.1016/j.jcv.2022.105323] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2022] [Revised: 10/11/2022] [Accepted: 10/21/2022] [Indexed: 11/05/2022]
Abstract
INTRODUCTION Although most laboratories are capable of employing established protocols to perform full-genome SARS-CoV-2 sequencing, many are unable to assess sequence quality, select appropriate mutation-detection thresholds, or report on the potential clinical significance of mutations in the targets of antiviral therapy METHODS: We describe the technical aspects and benchmark the performance of Sierra SARS-CoV-2, a program designed to perform these functions on user-submitted FASTQ and FASTA sequence files and lists of Spike mutations. Sierra SARS-CoV-2 indicates which sequences contain an unexpectedly large number of unusual mutations and which mutations are associated with reduced susceptibility to clinical stage mAbs, the RdRP inhibitor remdesivir, or the Mpro inhibitor nirmatrelvir RESULTS: To assess the performance of Sierra SARS-CoV-2 on FASTQ files, we applied it to 600 representative FASTQ sequences and compared the results to the COVID-19 EDGE program. To assess its performance on FASTA files, we applied it to nearly one million representative FASTA sequences and compared the results to the GISAID mutation annotation. To assess its performance on mutations lists, we applied it to 13,578 distinct Spike RBD mutation patterns and showed that exactly or partially matching annotations were available for 88% of patterns CONCLUSION: Sierra SARS-CoV-2 leverages previously published data to improve the quality control of submitted viral genomic data and to provide functional annotation on the impact of mutations in the targets of antiviral SARS-CoV-2 therapy. The program can be found at https://covdb.stanford.edu/sierra/sars2/ and its source code at https://github.com/hivdb/sierra-sars2.
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Affiliation(s)
- Philip L Tzou
- Division of Infectious Diseases, Department of Medicine, Stanford University, Stanford, CA, USA.
| | - Kaiming Tao
- Division of Infectious Diseases, Department of Medicine, Stanford University, Stanford, CA, USA
| | - Malaya K Sahoo
- Department of Pathology, Stanford University, Stanford, CA, USA
| | | | - Benjamin A Pinsky
- Division of Infectious Diseases, Department of Medicine, Stanford University, Stanford, CA, USA; Department of Pathology, Stanford University, Stanford, CA, USA
| | - Robert W Shafer
- Division of Infectious Diseases, Department of Medicine, Stanford University, Stanford, CA, USA
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25
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Viral proteases as therapeutic targets. Mol Aspects Med 2022; 88:101159. [PMID: 36459838 PMCID: PMC9706241 DOI: 10.1016/j.mam.2022.101159] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Revised: 11/21/2022] [Accepted: 11/23/2022] [Indexed: 11/30/2022]
Abstract
Some medically important viruses-including retroviruses, flaviviruses, coronaviruses, and herpesviruses-code for a protease, which is indispensable for viral maturation and pathogenesis. Viral protease inhibitors have become an important class of antiviral drugs. Development of the first-in-class viral protease inhibitor saquinavir, which targets HIV protease, started a new era in the treatment of chronic viral diseases. Combining several drugs that target different steps of the viral life cycle enables use of lower doses of individual drugs (and thereby reduction of potential side effects, which frequently occur during long term therapy) and reduces drug-resistance development. Currently, several HIV and HCV protease inhibitors are routinely used in clinical practice. In addition, a drug including an inhibitor of SARS-CoV-2 main protease, nirmatrelvir (co-administered with a pharmacokinetic booster ritonavir as Paxlovid®), was recently authorized for emergency use. This review summarizes the basic features of the proteases of human immunodeficiency virus (HIV), hepatitis C virus (HCV), and SARS-CoV-2 and discusses the properties of their inhibitors in clinical use, as well as development of compounds in the pipeline.
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26
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Padhi AK, Tripathi T. Hotspot residues and resistance mutations in the nirmatrelvir-binding site of SARS-CoV-2 main protease: Design, identification, and correlation with globally circulating viral genomes. Biochem Biophys Res Commun 2022; 629:54-60. [PMID: 36113178 PMCID: PMC9450486 DOI: 10.1016/j.bbrc.2022.09.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 09/02/2022] [Indexed: 12/15/2022]
Abstract
Shortly after the onset of the COVID-19 pandemic, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has acquired numerous variations in its intracellular proteins to adapt quickly, become more infectious, and ultimately develop drug resistance by mutating certain hotspot residues. To keep the emerging variants at bay, including Omicron and subvariants, FDA has approved the antiviral nirmatrelvir for mild-to-moderate and high-risk COVID-19 cases. Like other viruses, SARS-CoV-2 could acquire mutations in its main protease (Mpro) to adapt and develop resistance against nirmatrelvir. Employing a unique high-throughput protein design technique, the hotspot residues, and signatures of adaptation of Mpro having the highest probability of mutating and rendering nirmatrelvir ineffective were identified. Our results show that ∼40% of the designed mutations in Mpro already exist in the globally circulating SARS-CoV-2 lineages and several predicted mutations. Moreover, several high-frequency, designed mutations were found to be in corroboration with the experimentally reported nirmatrelvir-resistant mutants and are naturally occurring. Our work on the targeted design of the nirmatrelvir-binding site offers a comprehensive picture of potential hotspot sites and resistance mutations in Mpro and is thus crucial in comprehending viral adaptation, robust antiviral design, and surveillance of evolving Mpro variations.
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Affiliation(s)
- Aditya K Padhi
- Laboratory for Computational Biology & Biomolecular Design, School of Biochemical Engineering, Indian Institute of Technology (BHU), Varanasi, 221005, Uttar Pradesh, India.
| | - Timir Tripathi
- Molecular and Structural Biophysics Laboratory, Department of Biochemistry, North-Eastern Hill University, Shillong, 793022, India; Regional Director's Office, Indira Gandhi National Open University, Regional Centre Kohima, Kenuozou, Kohima, 797001, India.
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27
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Inhibition of SARS-CoV-2 Viral Channel Activity Using FDA-Approved Channel Modulators Independent of Variants. Biomolecules 2022; 12:biom12111673. [PMID: 36421688 PMCID: PMC9687591 DOI: 10.3390/biom12111673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 10/29/2022] [Accepted: 11/07/2022] [Indexed: 11/16/2022] Open
Abstract
Background: SARS-CoV-2 has undergone mutations, yielding clinically relevant variants. Hypothesis: We hypothesized that in SARS-CoV-2, two highly conserved Orf3a and E channels directly related to the virus replication were a target for the detection and inhibition of the viral replication, independent of the variant, using FDA-approved ion channel modulators. Methods: A combination of a fluorescence potassium ion assay with channel modulators was developed to detect SARS-CoV-2 Orf3a/E channel activity. Two FDA-approved drugs, amantadine (an antiviral) and amitriptyline (an antidepressant), which are ion channel blockers, were tested as to whether they inhibited Orf3a/E channel activity in isolated virus variants and in nasal swab samples from COVID-19 patients. The variants were confirmed by PCR sequencing. Results: In isolated SARS-CoV-2 Alpha, Beta, and Delta variants, the channel activity of Orf3a/E was detected and inhibited by emodin and gliclazide (IC50 = 0.42 mM). In the Delta swab samples, amitriptyline and amantadine inhibited the channel activity of viral proteins, with IC50 values of 0.73 mM and 1.11 mM, respectively. In the Omicron swab samples, amitriptyline inhibited the channel activity, with an IC50 of 0.76 mM. Conclusions: We developed an efficient method to screen FDA-approved ion channel modulators that could be repurposed to detect and inhibit SARS-CoV-2 viral replication, independent of variants.
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28
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Wallace ZS, Davis J, Niewiadomska AM, Olson RD, Shukla M, Stevens R, Zhang Y, Zmasek CM, Scheuermann RH. Early detection of emerging SARS-CoV-2 variants of interest for experimental evaluation. FRONTIERS IN BIOINFORMATICS 2022; 2:1020189. [PMCID: PMC9638046 DOI: 10.3389/fbinf.2022.1020189] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 10/10/2022] [Indexed: 11/10/2022] Open
Abstract
Since the beginning of the COVID-19 pandemic, SARS-CoV-2 has demonstrated its ability to rapidly and continuously evolve, leading to the emergence of thousands of different sequence variants, many with distinctive phenotypic properties. Fortunately, the broad application of next generation sequencing (NGS) across the globe has produced a wealth of SARS-CoV-2 genome sequences, offering a comprehensive picture of how this virus is evolving so that accurate diagnostics, reliable therapeutics, and prophylactic vaccines against COVID-19 can be developed and maintained. The millions of SARS-CoV-2 sequences deposited into genomic sequencing databases, including GenBank, BV-BRC, and GISAID, are annotated with the dates and geographic locations of sample collection, and can be aligned to and compared with the Wuhan-Hu-1 reference genome to extract their constellation of nucleotide and amino acid substitutions. By aggregating these data into concise datasets, the spread of variants through space and time can be assessed. Variant tracking efforts have initially focused on the Spike protein due to its critical role in viral tropism and antibody neutralization. To identify emerging variants of concern as early as possible, we developed a computational pipeline to process the genomic data and assign risk scores based on both epidemiological and functional parameters. Epidemiological dynamics are used to identify variants exhibiting substantial growth over time and spread across geographical regions. Experimental data that quantify Spike protein regions targeted by adaptive immunity and critical for other virus characteristics are used to predict variants with consequential immunogenic and pathogenic impacts. The growth assessment and functional impact scores are combined to produce a Composite Score for any set of Spike substitutions detected. With this systematic method to routinely score and rank emerging variants, we have established an approach to identify threatening variants early and prioritize them for experimental evaluation.
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Affiliation(s)
- Zachary S. Wallace
- Department of Informatics, J. Craig Venter Institute, La Jolla, CA, United States
- Department of Computer Science and Engineering, University of California, San Diego, San Diego, CA, United States
| | - James Davis
- Division of Data Science and Learning, Argonne National Laboratory, Lemont, IL, United States
- University of Chicago Consortium for Advanced Science and Engineering, University of Chicago, Chicago, IL, United States
| | | | - Robert D. Olson
- Division of Data Science and Learning, Argonne National Laboratory, Lemont, IL, United States
- University of Chicago Consortium for Advanced Science and Engineering, University of Chicago, Chicago, IL, United States
| | - Maulik Shukla
- Division of Data Science and Learning, Argonne National Laboratory, Lemont, IL, United States
- University of Chicago Consortium for Advanced Science and Engineering, University of Chicago, Chicago, IL, United States
| | - Rick Stevens
- Computing Environment and Life Sciences, Argonne National Laboratory, Argonne, IL, United States
- Department of Computer Science, University of Chicago, Chicago, IL, United States
| | - Yun Zhang
- Department of Informatics, J. Craig Venter Institute, La Jolla, CA, United States
| | - Christian M. Zmasek
- Department of Informatics, J. Craig Venter Institute, La Jolla, CA, United States
| | - Richard H. Scheuermann
- Department of Informatics, J. Craig Venter Institute, La Jolla, CA, United States
- Department of Pathology, University of California, San Diego, San Diego, CA, United States
- Division of Vaccine Discovery, La Jolla Institute for Immunology, La Jolla, CA, United States
- Global Virus Network, Baltimore, MD, United States
- *Correspondence: Richard H. Scheuermann,
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Kim YS, Kwon EB, Kim B, Chung HS, Choi G, Kim YH, Choi JG. Mulberry Component Kuwanon C Exerts Potent Therapeutic Efficacy In Vitro against COVID-19 by Blocking the SARS-CoV-2 Spike S1 RBD:ACE2 Receptor Interaction. Int J Mol Sci 2022; 23:12516. [PMID: 36293371 PMCID: PMC9604257 DOI: 10.3390/ijms232012516] [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: 09/09/2022] [Revised: 09/23/2022] [Accepted: 10/14/2022] [Indexed: 11/24/2022] Open
Abstract
There has been an immense effort by global pharmaceutical companies to develop anti-COVID-19 drugs, including small molecule-based RNA replication inhibitors via drug repositioning and antibody-based spike protein blockers related to cell entry by SARS-CoV-2. However, several limitations to their clinical use have emerged in addition to a lack of progress in the development of small molecule-based cell entry inhibitors from natural products. In this study, we tested the effectiveness of kuwanon C (KC), which has mainly been researched using in silico docking simulation and can serve as an effective building block for developing anti-COVID-19 drugs, in blocking the spike S1 RBD:ACE2 receptor interaction. KC is a natural product derived from Morus alba L., commonly known as mulberry, which has known antiviral efficacy. Molecular interaction studies using competitive ELISA and the BLItz system revealed that KC targets both the spike S1 RBD and the ACE2 receptor, successfully disrupting their interaction, as supported by the in silico docking simulation. Furthermore, we established a mechanism of action by observing how KC prevents the infection of SARS-CoV-2 spike pseudotyped virus in ACE2/TPRSS2-overexpressing HEK293T cells. Finally, we demonstrated that KC inhibits clinical isolates of SARS-CoV-2 in Vero cells. Future combinations of small molecule-based cell entry inhibitors, such as KC, with the currently prescribed RNA replication inhibitors are anticipated to significantly enhance the efficacy of COVID-19 therapies.
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Affiliation(s)
- Young Soo Kim
- Korea Institute of Oriental Medicine, Korean Medicine Application Center, 70 Cheomdan-ro, Dong-gu, Daegu 41062, Korea
| | - Eun-Bin Kwon
- Korea Institute of Oriental Medicine, Korean Medicine Application Center, 70 Cheomdan-ro, Dong-gu, Daegu 41062, Korea
| | - Buyun Kim
- Korea Institute of Oriental Medicine, Korean Medicine Application Center, 70 Cheomdan-ro, Dong-gu, Daegu 41062, Korea
| | - Hwan-Suck Chung
- Korea Institute of Oriental Medicine, Korean Medicine Application Center, 70 Cheomdan-ro, Dong-gu, Daegu 41062, Korea
| | - Garam Choi
- R&D Center, Etnova Therapeutics Corp., 198 Saneop-ro, Gwonseon-gu, Suwon 13207, Korea
| | - Yeoun-Hee Kim
- R&D Center, Etnova Therapeutics Corp., 198 Saneop-ro, Gwonseon-gu, Suwon 13207, Korea
| | - Jang-Gi Choi
- Korea Institute of Oriental Medicine, Korean Medicine Application Center, 70 Cheomdan-ro, Dong-gu, Daegu 41062, Korea
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30
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Geneticin shows selective antiviral activity against SARS-CoV-2 by interfering with programmed −1 ribosomal frameshifting. Antiviral Res 2022; 208:105452. [PMID: 36341734 PMCID: PMC9617636 DOI: 10.1016/j.antiviral.2022.105452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 10/18/2022] [Accepted: 10/21/2022] [Indexed: 11/21/2022]
Abstract
SARS-CoV-2 is currently causing an unprecedented pandemic. While vaccines are massively deployed, we still lack effective large-scale antiviral therapies. In the quest for antivirals targeting conserved structures, we focused on molecules able to bind viral RNA secondary structures. Aminoglycosides are a class of antibiotics known to interact with the ribosomal RNA of both prokaryotes and eukaryotes and have previously been shown to exert antiviral activities by interacting with viral RNA. Here we show that the aminoglycoside geneticin is endowed with antiviral activity against all tested variants of SARS-CoV-2, in different cell lines and in a respiratory tissue model at non-toxic concentrations. The mechanism of action is an early inhibition of RNA replication and protein expression related to a decrease in the efficiency of the −1 programmed ribosomal frameshift (PRF) signal of SARS-CoV-2. Using in silico modeling, we have identified a potential binding site of geneticin in the pseudoknot of frameshift RNA motif. Moreover, we have selected, through virtual screening, additional RNA binding compounds, interacting with the same site with increased potency.
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31
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Pająk B, Zieliński R, Manning JT, Matejin S, Paessler S, Fokt I, Emmett MR, Priebe W. The Antiviral Effects of 2-Deoxy-D-glucose (2-DG), a Dual D-Glucose and D-Mannose Mimetic, against SARS-CoV-2 and Other Highly Pathogenic Viruses. Molecules 2022; 27:molecules27185928. [PMID: 36144664 PMCID: PMC9503362 DOI: 10.3390/molecules27185928] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 09/08/2022] [Accepted: 09/09/2022] [Indexed: 12/15/2022] Open
Abstract
Viral infection almost invariably causes metabolic changes in the infected cell and several types of host cells that respond to the infection. Among metabolic changes, the most prominent is the upregulated glycolysis process as the main pathway of glucose utilization. Glycolysis activation is a common mechanism of cell adaptation to several viral infections, including noroviruses, rhinoviruses, influenza virus, Zika virus, cytomegalovirus, coronaviruses and others. Such metabolic changes provide potential targets for therapeutic approaches that could reduce the impact of infection. Glycolysis inhibitors, especially 2-deoxy-D-glucose (2-DG), have been intensively studied as antiviral agents. However, 2-DG’s poor pharmacokinetic properties limit its wide clinical application. Herein, we discuss the potential of 2-DG and its novel analogs as potent promising antiviral drugs with special emphasis on targeted intracellular processes.
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Affiliation(s)
- Beata Pająk
- Independent Laboratory of Genetics and Molecular Biology, Military Institute of Hygiene and Epidemiology, Kozielska 4, 01-163 Warsaw, Poland
- WPD Pharmaceuticals, Zwirki i Wigury 101, 01-163 Warsaw, Poland
- Correspondence: (B.P.); (W.P.)
| | - Rafał Zieliński
- Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, 1901 East Rd., Houston, TX 77054, USA
| | - John Tyler Manning
- Department of Pathology, The University of Texas Medical Branch, 301 University Blvd., Galveston, TX 77555, USA
| | - Stanislava Matejin
- Department of Advanced Cardiopulmonary Therapies and Transplantation, The University of Texas Health Science Center at Houston, Houston, TX 77054, USA
| | - Slobodan Paessler
- Department of Pathology, The University of Texas Medical Branch, 301 University Blvd., Galveston, TX 77555, USA
| | - Izabela Fokt
- Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, 1901 East Rd., Houston, TX 77054, USA
| | - Mark R. Emmett
- Department of Pathology, The University of Texas Medical Branch, 301 University Blvd., Galveston, TX 77555, USA
| | - Waldemar Priebe
- Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, 1901 East Rd., Houston, TX 77054, USA
- Correspondence: (B.P.); (W.P.)
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Hu Y, Lewandowski EM, Tan H, Zhang X, Morgan RT, Zhang X, Jacobs LMC, Butler SG, Gongora MV, Choy J, Deng X, Chen Y, Wang J. Naturally occurring mutations of SARS-CoV-2 main protease confer drug resistance to nirmatrelvir. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.06.28.497978. [PMID: 36119652 PMCID: PMC9479041 DOI: 10.1101/2022.06.28.497978] [Citation(s) in RCA: 51] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
The SARS-CoV-2 main protease (M pro ) is the drug target of Pfizer’s oral drug Paxlovid. The emergence of SARS-CoV-2 variants with mutations in M pro raised the alarm of potential drug resistance. In this study, we identified 100 naturally occurring M pro mutations located at the nirmatrelvir binding site, among which 20 mutants, including S144M/F/A/G/Y, M165T, E166G, H172Q/F, and Q192T/S/L/A/I/P/H/V/W/C/F, showed comparable enzymatic activity to the wild-type (k cat /K m <10-fold change) and resistance to nirmatrelvir (K i >10-fold increase). X-ray crystal structures were determined for seven representative mutants with and/or without GC-376/nirmatrelvir. Viral growth assay showed that M pro mutants with reduced enzymatic activity led to attenuated viral replication. Overall, our study identified several drug resistant hot spots that warrant close monitoring for possible clinical evidence of Paxlovid resistance. One Sentence Summary Paxlovid resistant SARS-CoV-2 viruses with mutations in the main protease have been identified from clinical isolates.
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Affiliation(s)
- Yanmei Hu
- Department of Medicinal Chemistry, Ernest Mario School of Pharmacy, Rutgers, the State University of New Jersey, NJ, 08854, United States
| | - Eric M. Lewandowski
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Haozhou Tan
- Department of Medicinal Chemistry, Ernest Mario School of Pharmacy, Rutgers, the State University of New Jersey, NJ, 08854, United States
| | - Xiaoming Zhang
- Department Physiological Sciences, College of Veterinary Medicine, Oklahoma State University, Stillwater, OK, 74078, United States
- Oklahoma Center for Respiratory and Infectious Diseases, Oklahoma State University, Stillwater, OK, 74078, United States
| | - Ryan T. Morgan
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Xiujun Zhang
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Lian M. C. Jacobs
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Shane G. Butler
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Maura V. Gongora
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - John Choy
- Department Biology, School of Arts and Sciences, the Catholic University of America, Washington DC, 20064, United States
| | - Xufang Deng
- Department Physiological Sciences, College of Veterinary Medicine, Oklahoma State University, Stillwater, OK, 74078, United States
- Oklahoma Center for Respiratory and Infectious Diseases, Oklahoma State University, Stillwater, OK, 74078, United States
| | - Yu Chen
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Jun Wang
- Department of Medicinal Chemistry, Ernest Mario School of Pharmacy, Rutgers, the State University of New Jersey, NJ, 08854, United States
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Rosenke K, Lewis MC, Feldmann F, Bohrnsen E, Schwarz B, Okumura A, Bohler WF, Callison J, Shaia C, Bosio CM, Lovaglio J, Saturday G, Jarvis MA, Feldmann H. Combined Molnupiravir and Nirmatrelvir Treatment Improves the Inhibitory Effect on SARS-CoV-2 in Rhesus Macaques. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.09.03.506479. [PMID: 36263071 PMCID: PMC9580379 DOI: 10.1101/2022.09.03.506479] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The periodic emergence of SARS-CoV-2 variants of concern (VOCs) with unpredictable clinical severity and ability to escape preexisting immunity emphasizes the continued need for antiviral interventions. Two small molecule inhibitors, molnupiravir (MK-4482), a nucleoside analog, and nirmatrelvir (PF-07321332), a 3C-like protease inhibitor, have each recently been approved as monotherapy for use in high risk COVID-19 patients. As preclinical data are only available for rodent and ferret models, we originally assessed the efficacy of MK-4482 and PF-07321332 alone and then in combination Against infection with the SARS-CoV-2 Delta VOC in the rhesus macaque COVID-19 model. Notably, use of MK-4482 and PF-07321332 in combination improved the individual inhibitory effect of both drugs. Combined treatment resulted in milder disease progression, stronger reduction of virus shedding from mucosal tissues of the upper respiratory tract, stronger reduction of viral replication in the lower respiratory tract, and reduced lung pathology. Our data strongly indicate superiority of combined MK-4482 and PF-07321332 treatment of SARS-CoV-2 infections as demonstrated here in the closest COVID-19 surrogate model. One Sentence Summary The combination of molnupiravir and nirmatrelvir inhibits SARS-CoV-2 replication and shedding more effectively than individual treatments in the rhesus macaque model.
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Affiliation(s)
- Kyle Rosenke
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Matt C. Lewis
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Friederike Feldmann
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Eric Bohrnsen
- Laboratory of Bacteriology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Benjamin Schwarz
- Laboratory of Bacteriology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Atsushi Okumura
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - W. Forrest Bohler
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Julie Callison
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Carl Shaia
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Catharine M. Bosio
- Laboratory of Bacteriology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Jamie Lovaglio
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Greg Saturday
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
| | - Michael A. Jarvis
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
- University of Plymouth, Plymouth, Devon, UK
- The Vaccine Group Ltd, Plymouth, Devon, UK
| | - Heinz Feldmann
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Hamilton, MT, USA
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Wang Z, Belecciu T, Eaves J, Reimers M, Bachmann MH, Woldring D. Phytochemical drug discovery for COVID-19 using high-resolution computational docking and machine learning assisted binder prediction. J Biomol Struct Dyn 2022:1-21. [PMID: 35993534 DOI: 10.1080/07391102.2022.2112976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
Abstract
The COVID-19 pandemic has resulted in millions of deaths around the world. Multiple vaccines are in use, but there are many underserved locations that do not have adequate access to them. Variants may emerge that are highly resistant to existing vaccines, and therefore cheap and readily obtainable therapeutics are needed. Phytochemicals, or plant chemicals, can possibly be such therapeutics. Phytochemicals can be used in a polypharmacological approach, where multiple viral proteins are inhibited and escape mutations are made less likely. Finding the right phytochemicals for viral protein inhibition is challenging, but in-silico screening methods can make this a more tractable problem. In this study, we screen a wide range of natural drug products against a comprehensive set of SARS-CoV-2 proteins using a high-resolution computational workflow. This workflow consists of a structure-based virtual screening (SBVS), where an initial phytochemical library was docked against all selected protein structures. Subsequently, ligand-based virtual screening (LBVS) was employed, where chemical features of 34 lead compounds obtained from the SBVS were used to predict 53 lead compounds from a larger phytochemical library via supervised learning. A computational docking validation of the 53 predicted leads obtained from LBVS revealed that 28 of them elicit strong binding interactions with SARS-CoV-2 proteins. Thus, the inclusion of LBVS resulted in a 4-fold increase in the lead discovery rate. Of the total 62 leads, 18 showed promising pharmacokinetic properties in a computational ADME screening. Collectively, this study demonstrates the advantage of incorporating machine learning elements into a virtual screening workflow.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Zirui Wang
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA.,Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, MI, USA
| | - Theodore Belecciu
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA.,Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, MI, USA
| | - Joelle Eaves
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA.,Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, MI, USA
| | - Mark Reimers
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA.,Department of Biomedical Engineering, Michigan State University, East Lansing, MI, USA
| | - Michael H Bachmann
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA.,Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
| | - Daniel Woldring
- Institute for Quantitative Health Science and Engineering, Michigan State University, East Lansing, MI, USA.,Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, MI, USA
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35
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Iketani S, Mohri H, Culbertson B, Hong SJ, Duan Y, Luck MI, Annavajhala MK, Guo Y, Sheng Z, Uhlemann AC, Goff SP, Sabo Y, Yang H, Chavez A, Ho DD. Multiple pathways for SARS-CoV-2 resistance to nirmatrelvir. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022. [PMID: 36032976 DOI: 10.1101/2022.08.07.499047] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Nirmatrelvir, an oral antiviral targeting the 3CL protease of SARS-CoV-2, has been demonstrated to be clinically useful in reducing hospitalization or death due to COVID-19 1,2 . However, as SARS-CoV-2 has evolved to become resistant to other therapeutic modalities 3â€"9 , there is a concern that the same could occur for nirmatrelvir. Here, we have examined this possibility by in vitro passaging of SARS-CoV-2 in increasing concentrations of nirmatrelvir using two independent approaches, including one on a large scale in 480 wells. Indeed, highly resistant viruses emerged from both, and their sequences revealed a multitude of 3CL protease mutations. In the experiment done at a larger scale with many replicates, 53 independent viral lineages were selected with mutations observed at 23 different residues of the enzyme. Yet, several common mutational pathways to nirmatrelvir resistance were preferred, with a majority of the viruses descending from T21I, P252L, or T304I as precursor mutations. Construction and analysis of 13 recombinant SARS-CoV-2 clones, each containing a unique mutation or a combination of mutations showed that the above precursor mutations only mediated low-level resistance, whereas greater resistance required accumulation of additional mutations. E166V mutation conferred the strongest resistance (~100-fold), but this mutation resulted in a loss of viral replicative fitness that was restored by compensatory changes such as L50F and T21I. Structural explanations are discussed for some of the mutations that are proximal to the drug-binding site, as well as cross-resistance or lack thereof to ensitrelvir, another clinically important 3CL protease inhibitor. Our findings indicate that SARS-CoV-2 resistance to nirmatrelvir does readily arise via multiple pathways in vitro , and the specific mutations observed herein form a strong foundation from which to study the mechanism of resistance in detail and to inform the design of next generation protease inhibitors.
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Ou J, Lewandowski EM, Hu Y, Lipinski AA, Morgan RT, Jacobs LM, Zhang X, Bikowitz MJ, Langlais P, Tan H, Wang J, Chen Y, Choy JS. A yeast-based system to study SARS-CoV-2 M pro structure and to identify nirmatrelvir resistant mutations. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.08.06.503039. [PMID: 35982672 PMCID: PMC9387140 DOI: 10.1101/2022.08.06.503039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
The SARS-CoV-2 main protease (M pro ) is a major therapeutic target. The M pro inhibitor, nirmatrelvir, is the antiviral component of Paxlovid, an orally available treatment for COVID-19. As M pro inhibitor use increases, drug resistant mutations will likely emerge. We have established a non-pathogenic system, in which yeast growth serves as a proxy for M pro activity, enabling rapid identification of mutants with altered enzymatic activity and drug sensitivity. The E166 residue is known to be a potential hot spot for drug resistance and yeast assays showed that an E166R substitution conferred strong nirmatrelvir resistance while an E166N mutation compromised activity. On the other hand, N142A and P132H mutations caused little to no change in drug response and activity. Standard enzymatic assays confirmed the yeast results. In turn, we solved the structures of M pro E166R, and M pro E166N, providing insights into how arginine may drive drug resistance while asparagine leads to reduced activity. The work presented here will help characterize novel resistant variants of M pro that may arise as M pro antivirals become more widely used.
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Affiliation(s)
- Jin Ou
- Department of Biology, School of Arts and Sciences, The Catholic University of America, Washington, DC 20064, United States
| | - Eric M. Lewandowski
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Yanmei Hu
- Department of Medicinal Chemistry, Ernest Mario School of Pharmacy, Rutgers, the State University of New Jersey, Piscataway, NJ, 08854, United States
| | - Austin A. Lipinski
- Department of Medicine, College of Medicine, University of Arizona, Tucson, AZ 85724, United States
| | - Ryan T. Morgan
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Lian M.C. Jacobs
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
- Drug Discovery Department, Moffit Cancer Center, Tampa, FL 33612, United States
| | - Xiujun Zhang
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Melissa J. Bikowitz
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - Paul Langlais
- Department of Medicine, College of Medicine, University of Arizona, Tucson, AZ 85724, United States
| | - Haozhou Tan
- Department of Medicinal Chemistry, Ernest Mario School of Pharmacy, Rutgers, the State University of New Jersey, Piscataway, NJ, 08854, United States
| | - Jun Wang
- Department of Medicinal Chemistry, Ernest Mario School of Pharmacy, Rutgers, the State University of New Jersey, Piscataway, NJ, 08854, United States
| | - Yu Chen
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, United States
| | - John S. Choy
- Department of Biology, School of Arts and Sciences, The Catholic University of America, Washington, DC 20064, United States
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