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Aziz S, Khan S, Karkashan A, Asim N, Bukhari K, Mohammad Almousa R, Ali Shah Z, Allemailem KS, Al-Megrin WAI. Exploring natural compounds and synthetic derivatives as potential inhibitors of SARS-CoV-2 PLpro: a computational approach with enzyme inhibition and cytotoxicity assessment. J Biomol Struct Dyn 2025:1-21. [PMID: 39972932 DOI: 10.1080/07391102.2024.2333456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Accepted: 03/15/2024] [Indexed: 02/21/2025]
Abstract
To address coronavirus disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), there is a pressing need for direct-acting antiviral medications. Papain-like protease (PLpro) domain of Nsp3 from SARS-CoV-2 is central to viral replication and detrimentally affects the host immune response by cleaving ubiquitin and interferon-stimulated gene 15 proteins. Consequently, targeting PLpro with small-molecule therapeutics offers a promising strategy to effectively inhibit the virus and mitigate its impact on the host's immune system. Employing a multifaceted computational approach, we identified three phytochemicals demonstrating substantial molecular interactions and binding affinity [α-lapachone (C1) -37.82 ± 0.08 kcal/mol, Lapachol (C2) -48.56 ± 0.04 kcal/mol and Peshawarquinone (C3) -46.64 ± 0.03 kcal/mol)] with PLpro. Molecular dynamics simulations indicated that these compounds formed stable complexes with the naphthalene-inhibitor binding site, inducing a closed PLpro conformation and altering its normal function. Besides, they are predicted to possess favorable physicochemical, pharmacokinetics and drug-like properties. Among these compounds, C3 exhibited the most potent inhibitory potential (IC50 value: 1.76 ± 0.17 µM), followed by C2 (IC50 value; 2.50 ± 0.12 µM) and C1 (IC50 value: 3.42 ± 0.17 µM). Furthermore, evaluating the cytotoxicity of C1-C3 on human BJ cells revealed minimal harmful effects at a 50 µM dosage. These findings suggest that evaluated compounds hold therapeutic promise and could become potential drug candidates for treating SARS-CoV-2.
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Affiliation(s)
- Shahkaar Aziz
- Institute of Biotechnology and Genetic Engineering, The University of Agriculture, Peshawar, Pakistan
| | - Sana Khan
- Department of Human Nutrition and Dietetics, Women University Mardan, Mardan, Pakistan
| | - Alaa Karkashan
- Department of Biological Sciences, College of Science, University of Jeddah, Jeddah, Saudi Arabia
| | - Noreen Asim
- Institute of Biotechnology and Genetic Engineering, The University of Agriculture, Peshawar, Pakistan
| | - Khulud Bukhari
- Department of Microbiology and Parasitology, College of Veterinary Medicine, King Faisal University, Hofuf, Al-Ahsa, Saudi Arabia
| | | | - Zafar Ali Shah
- Department of Agricultural Chemistry and Biochemistry, The University of Agriculture, Peshawar, Pakistan
| | - Khaled S Allemailem
- Department of Medical Laboratories, College of Applied Medical Sciences, Qassim University, Buraydah, Saudi Arabia
| | - Wafa Abdullah I Al-Megrin
- Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
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2
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Neuman BW, Smart A, Gilmer O, Smyth RP, Vaas J, Böker N, Samborskiy DV, Bartenschlager R, Seitz S, Gorbalenya AE, Caliskan N, Lauber C. Giant RNA genomes: Roles of host, translation elongation, genome architecture, and proteome in nidoviruses. Proc Natl Acad Sci U S A 2025; 122:e2413675122. [PMID: 39928875 PMCID: PMC11848433 DOI: 10.1073/pnas.2413675122] [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: 07/25/2024] [Accepted: 01/09/2025] [Indexed: 02/12/2025] Open
Abstract
Positive-strand RNA viruses of the order Nidovirales have the largest known RNA genomes of vertebrate and invertebrate viruses with 36.7 and 41.1 kb, respectively. The acquisition of a proofreading exoribonuclease (ExoN) by an ancestral nidovirus enabled crossing of the 20 kb barrier. Other factors constraining genome size variations in nidoviruses remain poorly defined. We assemble 76 genome sequences of invertebrate nidoviruses from >500.000 published transcriptome experiments and triple the number of known nidoviruses with >36 kb genomes, including a 64 kb RNA genome. Many of the identified viral lineages acquired putative enzymatic and other protein domains linked to genome size, host phyla, or virus families. The inserted domains may regulate viral replication and virion formation, or modulate infection otherwise. We classify ExoN-encoding nidoviruses into seven groups and four subgroups, according to canonical and noncanonical modes of viral replicase expression by ribosomes and genomic organization (reModes). The most-represented group employing the canonical reMode comprises invertebrate and vertebrate nidoviruses, including coronaviruses. Six groups with noncanonical reModes include invertebrate nidoviruses with 31-to-64 kb genomes. Among them are viruses with segmented genomes and viruses utilizing dual ribosomal frameshifting that we validate experimentally. Moreover, largest polyprotein length and genome size in nidoviruses show reMode- and host phylum-dependent relationships. We hypothesize that the polyprotein length increase in nidoviruses may be limited by the host-inherent translation fidelity, ultimately setting a nidovirus genome size limit. Thus, expansion of ExoN-encoding RNA virus genomes, the vertebrate/invertebrate host division, the control of viral replicase expression, and translation fidelity are interconnected.
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Affiliation(s)
- Benjamin W. Neuman
- Department of Biology, Microbial Pathogenesis and Immunity, Texas A&M University, College Station, TX77840
| | - Alexandria Smart
- Helmholtz Institute for RNA-Based Infection Research, Helmholtz Centre for Infection Research, Würzburg97080, Germany
| | - Orian Gilmer
- Helmholtz Institute for RNA-Based Infection Research, Helmholtz Centre for Infection Research, Würzburg97080, Germany
| | - Redmond P. Smyth
- Helmholtz Institute for RNA-Based Infection Research, Helmholtz Centre for Infection Research, Würzburg97080, Germany
- Institut de Biologie Moléculaire et Cellulaire, Architecture et Réactivité de l’ARN, Université de Strasbourg, Strasbourg67084, France
| | - Josef Vaas
- Division of Virus-Associated Carcinogenesis (F170), German Cancer Research Center, Heidelberg 69120, Germany
- Medical Faculty Heidelberg, Department of Infectious Diseases, Molecular Virology, Heidelberg University, Center for Integrative Infectious Disease Research, Heidelberg69120, Germany
| | - Nicolai Böker
- Institute for Experimental Virology, TWINCORE Centre for Experimental and Clinical Infection Research, a Joint Venture between the Hannover Medical School and the Helmholtz Centre for Infection Research, Hannover30625, Germany
- Cluster of Excellence 2155 RESIST, Hannover30625, Germany
| | - Dmitry V. Samborskiy
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow119899, Russia
| | - Ralf Bartenschlager
- Division of Virus-Associated Carcinogenesis (F170), German Cancer Research Center, Heidelberg 69120, Germany
- Medical Faculty Heidelberg, Department of Infectious Diseases, Molecular Virology, Heidelberg University, Center for Integrative Infectious Disease Research, Heidelberg69120, Germany
| | - Stefan Seitz
- Division of Virus-Associated Carcinogenesis (F170), German Cancer Research Center, Heidelberg 69120, Germany
- Medical Faculty Heidelberg, Department of Infectious Diseases, Molecular Virology, Heidelberg University, Center for Integrative Infectious Disease Research, Heidelberg69120, Germany
| | - Alexander E. Gorbalenya
- Leiden University Center of Infectious Diseases, Leiden University Medical Center, Leiden2333 ZA, The Netherlands
| | - Neva Caliskan
- Helmholtz Institute for RNA-Based Infection Research, Helmholtz Centre for Infection Research, Würzburg97080, Germany
- Department of Biochemistry III, University of Regensburg, Regensburg93053, Germany
| | - Chris Lauber
- Institute for Experimental Virology, TWINCORE Centre for Experimental and Clinical Infection Research, a Joint Venture between the Hannover Medical School and the Helmholtz Centre for Infection Research, Hannover30625, Germany
- Cluster of Excellence 2155 RESIST, Hannover30625, Germany
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3
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Van Loy B, Pujol E, Kamata K, Lee XY, Bakirtzoglou N, Van Berwaer R, Vandeput J, Mestdagh C, Persoons L, De Wijngaert B, Goovaerts Q, Noppen S, Jacquemyn M, Ahmadzadeh K, Bernaerts E, Martín-López J, Escriche C, Vanmechelen B, Krasniqi B, Singh AK, Daelemans D, Maes P, Matthys P, Dehaen W, Rozenski J, Das K, Voet A, Vázquez S, Naesens L, Stevaert A. A guanidine-based coronavirus replication inhibitor which targets the nsp15 endoribonuclease and selects for interferon-susceptible mutant viruses. PLoS Pathog 2025; 21:e1012571. [PMID: 39932973 PMCID: PMC11856660 DOI: 10.1371/journal.ppat.1012571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2024] [Revised: 02/25/2025] [Accepted: 01/26/2025] [Indexed: 02/13/2025] Open
Abstract
The approval of COVID-19 vaccines and antiviral drugs has been crucial to end the global health crisis caused by SARS-CoV-2. However, to prepare for future outbreaks from drug-resistant variants and novel zoonotic coronaviruses (CoVs), additional therapeutics with a distinct antiviral mechanism are needed. Here, we report a novel guanidine-substituted diphenylurea compound that suppresses CoV replication by interfering with the uridine-specific endoribonuclease (EndoU) activity of the viral non-structural protein-15 (nsp15). This compound, designated EPB-113, exhibits strong and selective cell culture activity against human coronavirus 229E (HCoV-229E) and also suppresses the replication of SARS-CoV-2. Viruses, selected under EPB-113 pressure, carried resistance sites at or near the catalytic His250 residue of the nsp15-EndoU domain. Although the best-known function of EndoU is to avoid induction of type I interferon (IFN-I) by lowering the levels of viral dsRNA, EPB-113 was found to mainly act via an IFN-independent mechanism, situated during viral RNA synthesis. Using a combination of biophysical and enzymatic assays with the recombinant nsp15 proteins from HCoV-229E and SARS-CoV-2, we discovered that EPB-113 enhances the EndoU cleavage activity of hexameric nsp15, while reducing its thermal stability. This mechanism explains why the virus escapes EPB-113 by acquiring catalytic site mutations which impair compound binding to nsp15 and abolish the EndoU activity. Since the EPB-113-resistant mutant viruses induce high levels of IFN-I and its effectors, they proved unable to replicate in human macrophages and were readily outcompeted by the wild-type virus upon co-infection of human fibroblast cells. Our findings suggest that antiviral targeting of nsp15 can be achieved with a molecule that induces a conformational change in this protein, resulting in higher EndoU activity and impairment of viral RNA synthesis. Based on the appealing mechanism and resistance profile of EPB-113, we conclude that nsp15 is a challenging but highly relevant drug target.
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Affiliation(s)
- Benjamin Van Loy
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Eugènia Pujol
- Laboratori de Química Farmacèutica (Unitat Associada al Consejo Superior de Investigaciones Científicas), Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
- Institute of Biomedicine of the University of Barcelona (IBUB), Universitat de Barcelona, Barcelona, Spain
| | - Kenichi Kamata
- Biochemistry, Molecular and Structural Biology, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Xiao Yin Lee
- Biochemistry, Molecular and Structural Biology, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Nikolai Bakirtzoglou
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Ria Van Berwaer
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Julie Vandeput
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Cato Mestdagh
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Leentje Persoons
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Brent De Wijngaert
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Quinten Goovaerts
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Sam Noppen
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Maarten Jacquemyn
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Kourosh Ahmadzadeh
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Eline Bernaerts
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Juan Martín-López
- Laboratori de Química Farmacèutica (Unitat Associada al Consejo Superior de Investigaciones Científicas), Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
- Institute of Biomedicine of the University of Barcelona (IBUB), Universitat de Barcelona, Barcelona, Spain
| | - Celia Escriche
- Laboratori de Química Farmacèutica (Unitat Associada al Consejo Superior de Investigaciones Científicas), Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
- Institute of Biomedicine of the University of Barcelona (IBUB), Universitat de Barcelona, Barcelona, Spain
| | - Bert Vanmechelen
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Besir Krasniqi
- Sustainable Chemistry for Metals and Molecules, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Abhimanyu K. Singh
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Dirk Daelemans
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Piet Maes
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Patrick Matthys
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Wim Dehaen
- Sustainable Chemistry for Metals and Molecules, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Jef Rozenski
- Department of Pharmaceutical and Pharmacological Sciences, Rega Institute, KU Leuven, Leuven, Belgium
| | - Kalyan Das
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Arnout Voet
- Biochemistry, Molecular and Structural Biology, Department of Chemistry, KU Leuven, Leuven, Belgium
| | - Santiago Vázquez
- Laboratori de Química Farmacèutica (Unitat Associada al Consejo Superior de Investigaciones Científicas), Facultat de Farmàcia i Ciències de l’Alimentació, Universitat de Barcelona, Barcelona, Spain
- Institute of Biomedicine of the University of Barcelona (IBUB), Universitat de Barcelona, Barcelona, Spain
| | - Lieve Naesens
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
| | - Annelies Stevaert
- Department of Microbiology, Immunology and Transplantation, Rega Institute, KU Leuven, Leuven, Belgium
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Liang L, Meng Y, Chang X, Li E, Huang Y, Yan L, Lou Z, Peng Y, Zhu B, Yu W, Chang J. Discovery of a 2'-α-Fluoro-2'-β- C-(fluoromethyl) Purine Nucleotide Prodrug as a Potential Oral Anti-SARS-CoV-2 Agent. J Med Chem 2025; 68:1994-2007. [PMID: 39804580 DOI: 10.1021/acs.jmedchem.4c02769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2025]
Abstract
A novel 2'-α-fluoro-2'-β-C-(fluoromethyl) purine nucleoside phosphoramidate prodrug 15 has been designed and synthesized to treat SARS-CoV-2 infection. The SARS-CoV-2 central replication transcription complex (C-RTC, nsp12-nsp7-nsp82) catalyzed in vitro RNA synthesis was effectively inhibited by the corresponding bioactive nucleoside triphosphate (13-TP). The cryo-electron microscopy structure of the C-RTC:13-TP complex was also determined. Compound 15 exhibited potent in vitro antiviral activity against the SARS-CoV-2 20SF107 strain (EC50 = 0.56 ± 0.06 μM) and the Omicron BA.5 variant (EC50 = 0.96 ± 0.23 μM) with low cytotoxicity. Furthermore, it was well tolerated in rats at doses of up to 2000 mg/kg, and a single oral dose of this prodrug at 40 mg/kg led to high levels of 13-TP in the target organ lungs of rats with a long half-life. These findings support the further development of compound 15 as an orally available antiviral agent for the treatment of SARS-CoV-2 infection.
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Affiliation(s)
- Lan Liang
- State Key Laboratory of Antiviral Drugs, Pingyuan Laboratory, NMPA Key Laboratory for Research and Evaluation of Innovative Drug, School of Chemistry and Chemical Engineering, Henan Normal University, Xinxiang, Henan 453007, China
| | - Yonggang Meng
- State Key Laboratory of Antiviral Drugs, Pingyuan Laboratory, College of Chemistry, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
| | - Xiaoyu Chang
- State Key Laboratory of Antiviral Drugs, Pingyuan Laboratory, College of Chemistry, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
| | - Ertong Li
- State Key Laboratory of Antiviral Drugs, Pingyuan Laboratory, College of Chemistry, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
| | - Yucen Huang
- State Key Laboratory of Medicinal Chemical Biology, College of Life Sciences and College of Pharmacy, Nankai University, Tianjin 300071, China
| | - Liming Yan
- MOE Key Laboratory of Protein Science, School of Medicine, Tsinghua University, Beijing 100084, China
| | - Zhiyong Lou
- MOE Key Laboratory of Protein Science, School of Medicine, Tsinghua University, Beijing 100084, China
| | - Youmei Peng
- Henan Key Laboratory for Pharmacology of Liver Diseases, Institute of Medical and Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450052, China
| | - Bo Zhu
- State Key Laboratory of Antiviral Drugs, Pingyuan Laboratory, NMPA Key Laboratory for Research and Evaluation of Innovative Drug, School of Chemistry and Chemical Engineering, Henan Normal University, Xinxiang, Henan 453007, China
| | - Wenquan Yu
- State Key Laboratory of Antiviral Drugs, Pingyuan Laboratory, College of Chemistry, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
| | - Junbiao Chang
- State Key Laboratory of Antiviral Drugs, Pingyuan Laboratory, NMPA Key Laboratory for Research and Evaluation of Innovative Drug, School of Chemistry and Chemical Engineering, Henan Normal University, Xinxiang, Henan 453007, China
- State Key Laboratory of Antiviral Drugs, Pingyuan Laboratory, College of Chemistry, School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
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5
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Cui W, Duan Y, Gao Y, Wang W, Yang H. Structural review of SARS-CoV-2 antiviral targets. Structure 2024; 32:1301-1321. [PMID: 39241763 DOI: 10.1016/j.str.2024.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 07/25/2024] [Accepted: 08/06/2024] [Indexed: 09/09/2024]
Abstract
The coronavirus disease 2019 (COVID-19), the disease caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), represents the most disastrous infectious disease pandemic of the past century. As a member of the Betacoronavirus genus, the SARS-CoV-2 genome encodes a total of 29 proteins. The spike protein, RNA-dependent RNA polymerase, and proteases play crucial roles in the virus replication process and are promising targets for drug development. In recent years, structural studies of these viral proteins and of their complexes with antibodies and inhibitors have provided valuable insights into their functions and laid a solid foundation for drug development. In this review, we summarize the structural features of these proteins and discuss recent progress in research regarding therapeutic development, highlighting mechanistically representative molecules and those that have already been approved or are under clinical investigation.
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Affiliation(s)
- Wen Cui
- College of Pharmacy, Chongqing Medical University, Chongqing 400016, China
| | - Yinkai Duan
- Shanghai Institute for Advanced Immunochemical Studies and School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China
| | - Yan Gao
- Shanghai Institute for Advanced Immunochemical Studies and School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China; Shanghai Clinical Research and Trial Center, Shanghai 201203, China
| | - Wei Wang
- College of Pharmacy, Chongqing Medical University, Chongqing 400016, China.
| | - Haitao Yang
- Shanghai Institute for Advanced Immunochemical Studies and School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China; Shanghai Clinical Research and Trial Center, Shanghai 201203, China.
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Lopez UM, Hasan MM, Havranek B, Islam SM. SARS-CoV-2 Resistance to Small Molecule Inhibitors. CURRENT CLINICAL MICROBIOLOGY REPORTS 2024; 11:127-139. [PMID: 39559548 PMCID: PMC11573241 DOI: 10.1007/s40588-024-00229-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/05/2024] [Indexed: 11/20/2024]
Abstract
Purpose of the Review SARS-CoV-2 undergoes genetic mutations like many other viruses. Some mutations lead to the emergence of new Variants of Concern (VOCs), affecting transmissibility, illness severity, and the effectiveness of antiviral drugs. Continuous monitoring and research are crucial to comprehend variant behavior and develop effective response strategies, including identifying mutations that may affect current drug therapies. Recent Findings Antiviral therapies such as Nirmatrelvir and Ensitrelvir focus on inhibiting 3CLpro, whereas Remdesivir, Favipiravir, and Molnupiravir target nsp12, thereby reducing the viral load. However, the emergence of resistant mutations in 3CLpro and nsp12 could impact the efficiency of these small molecule drug therapeutics. Summary This manuscript summarizes mutations in 3CLpro and nsp12, which could potentially reduce the efficacy of drugs. Additionally, it encapsulates recent advancements in small molecule antivirals targeting SARS-CoV-2 viral proteins, including their potential for developing resistance against emerging variants.
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Affiliation(s)
- Uxua Modrego Lopez
- Department of Chemistry, Delaware State University, Dover, DE 19901, USA
| | - Md Mehedi Hasan
- Department of Chemistry, Delaware State University, Dover, DE 19901, USA
| | - Brandon Havranek
- Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Shahidul M Islam
- Department of Chemistry, Delaware State University, Dover, DE 19901, USA
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Zhang Y, Chen S, Tian Y, Fu X. Host factors of SARS-CoV-2 in infection, pathogenesis, and long-term effects. Front Cell Infect Microbiol 2024; 14:1407261. [PMID: 38846354 PMCID: PMC11155306 DOI: 10.3389/fcimb.2024.1407261] [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: 03/26/2024] [Accepted: 05/08/2024] [Indexed: 06/09/2024] Open
Abstract
SARS-CoV-2 is the causative virus of the devastating COVID-19 pandemic that results in an unparalleled global health and economic crisis. Despite unprecedented scientific efforts and therapeutic interventions, the fight against COVID-19 continues as the rapid emergence of different SARS-CoV-2 variants of concern and the increasing challenge of long COVID-19, raising a vast demand to understand the pathomechanisms of COVID-19 and its long-term sequelae and develop therapeutic strategies beyond the virus per se. Notably, in addition to the virus itself, the replication cycle of SARS-CoV-2 and clinical severity of COVID-19 is also governed by host factors. In this review, we therefore comprehensively overview the replication cycle and pathogenesis of SARS-CoV-2 from the perspective of host factors and host-virus interactions. We sequentially outline the pathological implications of molecular interactions between host factors and SARS-CoV-2 in multi-organ and multi-system long COVID-19, and summarize current therapeutic strategies and agents targeting host factors for treating these diseases. This knowledge would be key for the identification of new pathophysiological aspects and mechanisms, and the development of actionable therapeutic targets and strategies for tackling COVID-19 and its sequelae.
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Affiliation(s)
| | | | - Yan Tian
- Department of Endocrinology and Metabolism, Department of Biotherapy, State Key Laboratory of Biotherapy and Cancer Center, West China Medical School, West China Hospital and Cancer Center, Sichuan University and Collaborative Innovation Center of Biotherapy, Sichuan, Chengdu, China
| | - Xianghui Fu
- Department of Endocrinology and Metabolism, Department of Biotherapy, State Key Laboratory of Biotherapy and Cancer Center, West China Medical School, West China Hospital and Cancer Center, Sichuan University and Collaborative Innovation Center of Biotherapy, Sichuan, Chengdu, China
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8
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Ciardullo G, Parise A, Prejanò M, Marino T. Viral RNA Replication Suppression of SARS-CoV-2: Atomistic Insights into Inhibition Mechanisms of RdRp Machinery by ddhCTP. J Chem Inf Model 2024; 64:1593-1604. [PMID: 38412057 DOI: 10.1021/acs.jcim.3c01919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
Abstract
The nonstructural protein 12, known as RNA-dependent RNA polymerase (RdRp), is essential for both replication and repair of the viral genome. The RdRp of SARS-CoV-2 has been used as a promising candidate for drug development since the inception of the COVID-19 spread. In this work, we performed an in silico investigation on the insertion of the naturally modified pyrimidine nucleobase ddhCTP into the SARS-CoV-2 RdRp active site, in a comparative analysis with the natural one (CTP). The modification in ddhCTP involves the removal of the 3'-hydroxyl group that prevents the addition of subsequent nucleotides into the nascent strand, acting as an RNA chain terminator inhibitor. Quantum mechanical investigations helped to shed light on the mechanistic source of RdRp activity on the selected nucleobases, and comprehensive all-atom simulations provided insights about the structural rearrangements occurring in the active-site region when inorganic pyrophosphate (PPi) is formed. Subsequently, the intricate pathways for the release of PPi, the catalytic product of RdRp, were investigated using Umbrella Sampling simulations. The results are in line with the available experimental data and contribute to a more comprehensive point of view on such an important viral enzyme.
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Affiliation(s)
- Giada Ciardullo
- Dipartimento di Chimica E Tecnologie Chimiche, Laboratorio PROMOCS Cubo 14C, Università della Calabria, RENDE (CS) I-87036, Italy
| | - Angela Parise
- Consiglio Nazionale Delle Ricerche (CNR)-IOM C/O International School for Advanced Studies (SISSA/ISAS), Via Bonomea 265, Trieste 34136, Italy
| | - Mario Prejanò
- Dipartimento di Chimica E Tecnologie Chimiche, Laboratorio PROMOCS Cubo 14C, Università della Calabria, RENDE (CS) I-87036, Italy
| | - Tiziana Marino
- Dipartimento di Chimica E Tecnologie Chimiche, Laboratorio PROMOCS Cubo 14C, Università della Calabria, RENDE (CS) I-87036, Italy
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Lombardo D, Musolino C, Chines V, Caminiti G, Palermo C, Cacciola I, Raffa G, Pollicino T. Assessing Genomic Mutations in SARS-CoV-2: Potential Resistance to Antiviral Drugs in Viral Populations from Untreated COVID-19 Patients. Microorganisms 2023; 12:2. [PMID: 38276171 PMCID: PMC10821222 DOI: 10.3390/microorganisms12010002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 12/09/2023] [Accepted: 12/15/2023] [Indexed: 01/27/2024] Open
Abstract
Naturally occurring SARS-CoV-2 variants mutated in genomic regions targeted by antiviral drugs have not been extensively studied. This study investigated the potential of the RNA-dependent RNA polymerase (RdRp) complex subunits and non-structural protein (Nsp)5 of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) to accumulate natural mutations that could affect the efficacy of antiviral drugs. To this aim, SARS-CoV-2 genomic sequences isolated from 4155 drug-naive individuals from southern Italy were analyzed using the Illumina MiSeq platform. Sequencing of the 4155 samples showed the following viral variant distribution: 71.2% Delta, 22.2% Omicron, and 6.4% Alpha. In the Nsp12 sequences, we found 84 amino acid substitutions. The most common one was P323L, detected in 3777/4155 (91%) samples, with 2906/3777 (69.9%) also showing the G671S substitution in combination. Additionally, we identified 28, 14, and 24 different amino acid substitutions in the Nsp5, Nsp7, and Nsp8 genomic regions, respectively. Of note, the V186F and A191V substitutions, affecting residues adjacent to the active site of Nsp5 (the target of the antiviral drug Paxlovid), were found in 157/4155 (3.8%) and 3/4155 (0.07%) samples, respectively. In conclusion, the RdRp complex subunits and the Nsp5 genomic region exhibit susceptibility to accumulating natural mutations. This susceptibility poses a potential risk to the efficacy of antiviral drugs, as these mutations may compromise the drug ability to inhibit viral replication.
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Affiliation(s)
- Daniele Lombardo
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Cristina Musolino
- Department of Human Pathology, University Hospital of Messina, 98124 Messina, Italy;
| | - Valeria Chines
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Giuseppe Caminiti
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Claudia Palermo
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Irene Cacciola
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Giuseppina Raffa
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
| | - Teresa Pollicino
- Department of Clinical and Experimental Medicine, University Hospital of Messina, 98124 Messina, Italy; (D.L.); (V.C.); (G.C.); (C.P.); (I.C.); (G.R.)
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10
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Slanina H, Madhugiri R, Wenk K, Reinke T, Schultheiß K, Schultheis J, Karl N, Linne U, Ziebuhr J. Conserved Characteristics of NMPylation Activities of Alpha- and Betacoronavirus NiRAN Domains. J Virol 2023; 97:e0046523. [PMID: 37199624 PMCID: PMC10308930 DOI: 10.1128/jvi.00465-23] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 04/28/2023] [Indexed: 05/19/2023] Open
Abstract
Coronavirus genome replication and expression are mediated by the viral replication-transcription complex (RTC) which is assembled from multiple nonstructural proteins (nsp). Among these, nsp12 represents the central functional subunit. It harbors the RNA-directed RNA polymerase (RdRp) domain and contains, at its N terminus, an additional domain called NiRAN which is widely conserved in coronaviruses and other nidoviruses. In this study, we produced bacterially expressed coronavirus nsp12s to investigate and compare NiRAN-mediated NMPylation activities from representative alpha- and betacoronaviruses. We found that the four coronavirus NiRAN domains characterized to date have a number of conserved properties, including (i) robust nsp9-specific NMPylation activities that appear to operate largely independently of the C-terminal RdRp domain, (ii) nucleotide substrate preference for UTP followed by ATP and other nucleotides, (iii) dependence on divalent metal ions, with Mn2+ being preferred over Mg2+, and (iv) a key role of N-terminal residues (particularly Asn2) of nsp9 for efficient formation of a covalent phosphoramidate bond between NMP and the N-terminal amino group of nsp9. In this context, a mutational analysis confirmed the conservation and critical role of Asn2 across different subfamilies of the family Coronaviridae, as shown by studies using chimeric coronavirus nsp9 variants in which six N-terminal residues were replaced with those from other corona-, pito- and letovirus nsp9 homologs. The combined data of this and previous studies reveal a remarkable degree of conservation among coronavirus NiRAN-mediated NMPylation activities, supporting a key role of this enzymatic activity in viral RNA synthesis and processing. IMPORTANCE There is strong evidence that coronaviruses and other large nidoviruses evolved a number of unique enzymatic activities, including an additional RdRp-associated NiRAN domain, that are conserved in nidoviruses but not in most other RNA viruses. Previous studies of the NiRAN domain mainly focused on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and suggested different functions for this domain, such as NMPylation/RNAylation of nsp9, RNA guanylyltransferase activities involved in canonical and/or unconventional RNA capping pathways, and other functions. To help resolve partly conflicting information on substrate specificities and metal ion requirements reported previously for the SARS-CoV-2 NiRAN NMPylation activity, we extended these earlier studies by characterizing representative alpha- and betacoronavirus NiRAN domains. The study revealed that key features of NiRAN-mediated NMPylation activities, such as protein and nucleotide specificity and metal ion requirements, are very well conserved among genetically divergent coronaviruses, suggesting potential avenues for future antiviral drug development targeting this essential viral enzyme.
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Affiliation(s)
- Heiko Slanina
- Institute of Medical Virology, Justus Liebig University, Giessen, Germany
| | | | - Kai Wenk
- Institute of Medical Virology, Justus Liebig University, Giessen, Germany
| | - Tess Reinke
- Institute of Medical Virology, Justus Liebig University, Giessen, Germany
| | - Karin Schultheiß
- Institute of Medical Virology, Justus Liebig University, Giessen, Germany
| | - Julia Schultheis
- Institute of Medical Virology, Justus Liebig University, Giessen, Germany
| | - Nadja Karl
- Institute of Medical Virology, Justus Liebig University, Giessen, Germany
| | - Uwe Linne
- Mass Spectrometry Facility, Department of Chemistry, Philipps University, Marburg, Germany
| | - John Ziebuhr
- Institute of Medical Virology, Justus Liebig University, Giessen, Germany
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11
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Li G, Hilgenfeld R, Whitley R, De Clercq E. Therapeutic strategies for COVID-19: progress and lessons learned. Nat Rev Drug Discov 2023; 22:449-475. [PMID: 37076602 PMCID: PMC10113999 DOI: 10.1038/s41573-023-00672-y] [Citation(s) in RCA: 264] [Impact Index Per Article: 132.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/28/2023] [Indexed: 04/21/2023]
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has stimulated tremendous efforts to develop therapeutic strategies that target severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and/or human proteins to control viral infection, encompassing hundreds of potential drugs and thousands of patients in clinical trials. So far, a few small-molecule antiviral drugs (nirmatrelvir-ritonavir, remdesivir and molnupiravir) and 11 monoclonal antibodies have been marketed for the treatment of COVID-19, mostly requiring administration within 10 days of symptom onset. In addition, hospitalized patients with severe or critical COVID-19 may benefit from treatment with previously approved immunomodulatory drugs, including glucocorticoids such as dexamethasone, cytokine antagonists such as tocilizumab and Janus kinase inhibitors such as baricitinib. Here, we summarize progress with COVID-19 drug discovery, based on accumulated findings since the pandemic began and a comprehensive list of clinical and preclinical inhibitors with anti-coronavirus activities. We also discuss the lessons learned from COVID-19 and other infectious diseases with regard to drug repurposing strategies, pan-coronavirus drug targets, in vitro assays and animal models, and platform trial design for the development of therapeutics to tackle COVID-19, long COVID and pathogenic coronaviruses in future outbreaks.
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Affiliation(s)
- Guangdi Li
- Xiangya School of Public Health, Central South University; Hunan Children's Hospital, Changsha, China.
| | - Rolf Hilgenfeld
- Institute of Molecular Medicine & German Center for Infection Research (DZIF), University of Lübeck, Lübeck, Germany.
| | - Richard Whitley
- Department of Paediatrics, Microbiology, Medicine and Neurosurgery, University of Alabama at Birmingham, Birmingham, AL, USA.
| | - Erik De Clercq
- Department of Microbiology, Immunology and Transplantation, Rega Institute for Medical Research, KU Leuven, Leuven, Belgium.
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12
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Wang Z, Yang L, Song XQ. Oral GS-441524 derivatives: Next-generation inhibitors of SARS-CoV-2 RNA-dependent RNA polymerase. Front Immunol 2022; 13:1015355. [PMID: 36561747 PMCID: PMC9763260 DOI: 10.3389/fimmu.2022.1015355] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 11/21/2022] [Indexed: 12/12/2022] Open
Abstract
GS-441524, an RNA-dependent RNA polymerase (RdRp) inhibitor, is a 1'-CN-substituted adenine C-nucleoside analog with broad-spectrum antiviral activity. However, the low oral bioavailability of GS-441524 poses a challenge to its anti-SARS-CoV-2 efficacy. Remdesivir, the intravenously administered version (version 1.0) of GS-441524, is the first FDA-approved agent for SARS-CoV-2 treatment. However, clinical trials have presented conflicting evidence on the value of remdesivir in COVID-19. Therefore, oral GS-441524 derivatives (VV116, ATV006, and GS-621763; version 2.0, targeting highly conserved viral RdRp) could be considered as game-changers in treating COVID-19 because oral administration has the potential to maximize clinical benefits, including decreased duration of COVID-19 and reduced post-acute sequelae of SARS-CoV-2 infection, as well as limited side effects such as hepatic accumulation. This review summarizes the current research related to the oral derivatives of GS-441524, and provides important insights into the potential factors underlying the controversial observations regarding the clinical efficacy of remdesivir; overall, it offers an effective launching pad for developing an oral version of GS-441524.
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Affiliation(s)
- Zhonglei Wang
- Key Laboratory of Green Natural Products and Pharmaceutical Intermediates in Colleges and Universities of Shandong Province, School of Chemistry and Chemical Engineering, Qufu Normal University, Qufu, China,School of Pharmaceutical Sciences, Tsinghua University, Beijing, China,*Correspondence: Zhonglei Wang, ; Liyan Yang, ; Xian-qing Song,
| | - Liyan Yang
- Shandong Provincial Key Laboratory of Laser Polarization and Information Technology, School of Physics and Physical Engineering, Qufu Normal University, Qufu, China,*Correspondence: Zhonglei Wang, ; Liyan Yang, ; Xian-qing Song,
| | - Xian-qing Song
- General Surgery Department, Ningbo Fourth Hospital, Xiangshan, China,*Correspondence: Zhonglei Wang, ; Liyan Yang, ; Xian-qing Song,
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13
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A mechanism for SARS-CoV-2 RNA capping and its inhibition by nucleotide analog inhibitors. Cell 2022; 185:4347-4360.e17. [PMID: 36335936 PMCID: PMC9531661 DOI: 10.1016/j.cell.2022.09.037] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 09/01/2022] [Accepted: 09/27/2022] [Indexed: 01/26/2023]
Abstract
Decoration of cap on viral RNA plays essential roles in SARS-CoV-2 proliferation. Here, we report a mechanism for SARS-CoV-2 RNA capping and document structural details at atomic resolution. The NiRAN domain in polymerase catalyzes the covalent link of RNA 5' end to the first residue of nsp9 (termed as RNAylation), thus being an intermediate to form cap core (GpppA) with GTP catalyzed again by NiRAN. We also reveal that triphosphorylated nucleotide analog inhibitors can be bonded to nsp9 and fit into a previously unknown "Nuc-pocket" in NiRAN, thus inhibiting nsp9 RNAylation and formation of GpppA. S-loop (residues 50-KTN-52) in NiRAN presents a remarkable conformational shift observed in RTC bound with sofosbuvir monophosphate, reasoning an "induce-and-lock" mechanism to design inhibitors. These findings not only improve the understanding of SARS-CoV-2 RNA capping and the mode of action of NAIs but also provide a strategy to design antiviral drugs.
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14
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Ullrich S, Nitsche C. SARS-CoV-2 Papain-Like Protease: Structure, Function and Inhibition. Chembiochem 2022; 23:e202200327. [PMID: 35993805 PMCID: PMC9538446 DOI: 10.1002/cbic.202200327] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 08/19/2022] [Indexed: 11/07/2022]
Abstract
Emerging variants of SARS-CoV-2 and potential novel epidemic coronaviruses underline the importance of investigating various viral proteins as potential drug targets. The papain-like protease of coronaviruses has been less explored than other viral proteins; however, its substantive role in viral replication and impact on the host immune response make it a suitable target to study. This review article focuses on the structure and function of the papain-like protease (PLpro ) of SARS-CoV-2, including variants of concern, and compares it to those of other coronaviruses, such as SARS-CoV-1 and MERS-CoV. The protease's recognition motif is mirrored in ubiquitin and ISG15, which are involved in the antiviral immune response. Inhibitors, including GRL0617 derivatives, and their prospects as potential future antiviral agents are also discussed.
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Affiliation(s)
- Sven Ullrich
- Research School of ChemistryAustralian National UniversityCanberraACT 2601Australia
| | - Christoph Nitsche
- Research School of ChemistryAustralian National UniversityCanberraACT 2601Australia
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15
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McGowan J, Borucki M, Omairi H, Varghese M, Vellani S, Chakravarty S, Fan S, Chattopadhyay S, Siddiquee M, Thissen JB, Mulakken N, Moon J, Kimbrel J, Tiwari AK, Taylor RT, Kang DW, Jaing C, Chakravarti R, Chattopadhyay S. SARS-CoV-2 Monitoring in Wastewater Reveals Novel Variants and Biomarkers of Infection. Viruses 2022; 14:2032. [PMID: 36146835 PMCID: PMC9503862 DOI: 10.3390/v14092032] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 09/06/2022] [Accepted: 09/09/2022] [Indexed: 12/02/2022] Open
Abstract
Wastewater-based epidemiology (WBE) is a popular tool for the early indication of community spread of infectious diseases. WBE emerged as an effective tool during the COVID-19 pandemic and has provided meaningful information to minimize the spread of infection. Here, we present a combination of analyses using the correlation of viral gene copies with clinical cases, sequencing of wastewater-derived RNA for the viral mutants, and correlative analyses of the viral gene copies with the bacterial biomarkers. Our study provides a unique platform for potentially using the WBE-derived results to predict the spread of COVID-19 and the emergence of new variants of concern. Further, we observed a strong correlation between the presence of SARS-CoV-2 and changes in the microbial community of wastewater, particularly the significant changes in bacterial genera belonging to the families of Lachnospiraceae and Actinomycetaceae. Our study shows that microbial biomarkers could be utilized as prediction tools for future infectious disease surveillance and outbreak responses. Overall, our comprehensive analyses of viral spread, variants, and novel bacterial biomarkers will add significantly to the growing body of literature on WBE and COVID-19.
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Affiliation(s)
- Jenna McGowan
- Physiology and Pharmacology, University of Toledo College of Medicine and Life Sciences, Toledo, OH 43614, USA
| | - Monica Borucki
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, USA
| | - Hicham Omairi
- Department of Civil and Environmental Engineering, University of Toledo College of Engineering, Toledo, OH 43607, USA
| | - Merina Varghese
- Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, OH 43614, USA
| | - Shahnaz Vellani
- Physiology and Pharmacology, University of Toledo College of Medicine and Life Sciences, Toledo, OH 43614, USA
| | - Sukanya Chakravarty
- Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, OH 43614, USA
| | - Shumin Fan
- Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, OH 43614, USA
| | - Srestha Chattopadhyay
- College of Pharmacy and Pharmaceutical Sciences, University of Toledo, Toledo, OH 43606, USA
| | - Mashuk Siddiquee
- Department of Civil and Environmental Engineering, University of Toledo College of Engineering, Toledo, OH 43607, USA
| | - James B. Thissen
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, USA
| | - Nisha Mulakken
- Computing Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, USA
| | - Joseph Moon
- Computing Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, USA
| | - Jeffrey Kimbrel
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, USA
| | - Amit K. Tiwari
- College of Pharmacy and Pharmaceutical Sciences, University of Toledo, Toledo, OH 43606, USA
- Center for Medical Bio-Allied Health Sciences Research, Ajman University, Ajman P.O. Box 346, United Arab Emirates
| | - Roger Travis Taylor
- Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, OH 43614, USA
| | - Dae-Wook Kang
- Department of Civil and Environmental Engineering, University of Toledo College of Engineering, Toledo, OH 43607, USA
| | - Crystal Jaing
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, USA
| | - Ritu Chakravarti
- Physiology and Pharmacology, University of Toledo College of Medicine and Life Sciences, Toledo, OH 43614, USA
| | - Saurabh Chattopadhyay
- Medical Microbiology and Immunology, University of Toledo College of Medicine and Life Sciences, Toledo, OH 43614, USA
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