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Pitsillou E, El-Osta A, Hung A, Karagiannis TC. Epimaps of the SARS-CoV-2 Receptor-Binding Domain Mutational Landscape: Insights into Protein Stability, Epitope Prediction, and Antibody Binding. Biomolecules 2025; 15:301. [PMID: 40001604 PMCID: PMC11853434 DOI: 10.3390/biom15020301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2025] [Revised: 02/02/2025] [Accepted: 02/17/2025] [Indexed: 02/27/2025] Open
Abstract
The emergence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants poses an ongoing threat to the efficacy of vaccines and therapeutic antibodies. Mutations predominantly affect the receptor-binding domain (RBD) of the spike protein, which mediates viral entry. The RBD is also a major target of monoclonal antibodies that were authorised for use during the pandemic. In this study, an in silico approach was used to investigate the mutational landscape of SARS-CoV-2 RBD variants, including currently circulating Omicron subvariants. A total of 40 single-point mutations were assessed for their potential effect on protein stability and dynamics. Destabilising effects were predicted for mutations such as L455S and F456L, while stabilising effects were predicted for mutations such as R346T. Conformational B-cell epitope predictions were subsequently performed for wild-type (WT) and variant RBDs. Mutations from SARS-CoV-2 variants were located within the predicted epitope residues and the epitope regions were found to correspond to the sites targeted by therapeutic antibodies. Furthermore, homology models of the RBD of SARS-CoV-2 variants were generated and were utilised for protein-antibody docking. The binding characteristics of 10 monoclonal antibodies against WT and 14 SARS-CoV-2 variants were evaluated. Through evaluating the binding affinities, interactions, and energy contributions of RBD residues, mutations that were contributing to viral evasion were identified. The findings from this study provide insight into the structural and molecular mechanisms underlying neutralising antibody evasion. Future antibody development could focus on broadly neutralising antibodies, engineering antibodies with enhanced binding affinity, and targeting spike protein regions beyond the RBD.
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MESH Headings
- SARS-CoV-2/genetics
- SARS-CoV-2/immunology
- SARS-CoV-2/chemistry
- Spike Glycoprotein, Coronavirus/genetics
- Spike Glycoprotein, Coronavirus/chemistry
- Spike Glycoprotein, Coronavirus/immunology
- Spike Glycoprotein, Coronavirus/metabolism
- Humans
- Protein Stability
- Epitopes, B-Lymphocyte/immunology
- Epitopes, B-Lymphocyte/chemistry
- Epitopes, B-Lymphocyte/genetics
- Antibodies, Viral/immunology
- Mutation
- COVID-19/virology
- COVID-19/immunology
- Protein Domains
- Antibodies, Neutralizing/immunology
- Antibodies, Monoclonal/immunology
- Protein Binding
- Epitopes/immunology
- Epitopes/genetics
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Affiliation(s)
- Eleni Pitsillou
- Epigenomic Medicine Laboratory at prospED Polytechnic, Carlton, VIC 3053, Australia
- School of Science, STEM College, RMIT University, Melbourne, VIC 3001, Australia
| | - Assam El-Osta
- Epigenetics in Human Health and Disease Program, Baker Heart and Diabetes Institute, 75 Commercial Road, Prahran, VIC 3004, Australia
- Baker Department of Cardiometabolic Health, The University of Melbourne, Parkville, VIC 3010, Australia
- Department of Diabetes, Central Clinical School, Monash University, Melbourne, VIC 3004, Australia
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Sha Tin, Hong Kong SAR, China
- Hong Kong Institute of Diabetes and Obesity, Prince of Wales Hospital, The Chinese University of Hong Kong, 3/F Lui Che Woo Clinical Sciences Building, 30–32 Ngan Shing Street, Sha Tin, Hong Kong SAR, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Sha Tin, Hong Kong SAR, China
- Biomedical Laboratory Science, Department of Technology, Faculty of Health, University College Copenhagen, 2200 Copenhagen, Denmark
| | - Andrew Hung
- School of Science, STEM College, RMIT University, Melbourne, VIC 3001, Australia
| | - Tom C. Karagiannis
- Epigenomic Medicine Laboratory at prospED Polytechnic, Carlton, VIC 3053, Australia
- Epigenetics in Human Health and Disease Program, Baker Heart and Diabetes Institute, 75 Commercial Road, Prahran, VIC 3004, Australia
- Baker Department of Cardiometabolic Health, The University of Melbourne, Parkville, VIC 3010, Australia
- Department of Clinical Pathology, The University of Melbourne, Parkville, VIC 3010, Australia
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Antonyan T, Chilingaryan G, Zagorski K, Ghazaryan M, Hovakimyan A, Davtyan H, Petrushina I, King O, Kniazev R, Petrovsky N, Ghochikyan A. MultiTEP-Based Vaccines Targeting SARS-CoV-2 Spike Protein IgG Epitopes Elicit Robust Binding Antibody Titers with Limited Virus-Neutralizing Activity. Pathogens 2024; 13:520. [PMID: 38921817 PMCID: PMC11206316 DOI: 10.3390/pathogens13060520] [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: 05/10/2024] [Revised: 06/14/2024] [Accepted: 06/17/2024] [Indexed: 06/27/2024] Open
Abstract
Within the last two decades, SARS-CoV-2 was the third zoonotic severe acute respiratory betacoronavirus (sarbecovirus) to infect humans, following SARS and MERS. The disruptions caused by the pandemic underscore the need for a universal vaccine against respiratory betacoronaviruses. Our group previously developed the universal platform for vaccine development, MultiTEP, which has been utilized in this study to generate a range of SARS-CoV-2 epitope vaccine candidates. We prepared and characterized 18 vaccines incorporating small peptide fragments from SARS-CoV-2 Spike protein fused with the MultiTEP sequence using overlapping PCR. Wild-type mice were immunized intramuscularly with the immunogen formulated in AdvaxCpG adjuvant. Serum antibodies were detected by ELISA, surrogate neutralization, and pseudovirus neutralization assays. Finally, the most promising vaccine candidate was administered to three non-human primates. All vaccines generated high titers of spike-binding IgG antibodies. However, only three vaccines generated antibodies that blocked RBD binding to the ACE2 receptor in a surrogate virus neutralization assay. However, none of the vaccines induced antibodies able to neutralize pseudotype viruses, including after the administration of the lead vaccine to NHPs. MultiTEP-based COVID-19 vaccines elicited robust, IgG-binding responses against the Spike protein in mice and non-human primates, but these antibodies were not neutralizing, underscoring the need to refine this approach further.
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Affiliation(s)
- Tatevik Antonyan
- Department of Molecular Immunology, The Institute for Molecular Medicine, Huntington Beach, CA 92647, USA; (T.A.)
| | - Garri Chilingaryan
- Department of Molecular Immunology, The Institute for Molecular Medicine, Huntington Beach, CA 92647, USA; (T.A.)
| | - Karen Zagorski
- Department of Molecular Immunology, The Institute for Molecular Medicine, Huntington Beach, CA 92647, USA; (T.A.)
| | - Manush Ghazaryan
- Department of Molecular Immunology, The Institute for Molecular Medicine, Huntington Beach, CA 92647, USA; (T.A.)
| | - Armine Hovakimyan
- Department of Molecular Immunology, The Institute for Molecular Medicine, Huntington Beach, CA 92647, USA; (T.A.)
| | - Hayk Davtyan
- Bill Gross Stem Cell Research Center, University of California, Irvine, CA 92697, USA
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
| | - Irina Petrushina
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
| | - Olga King
- Department of Molecular Immunology, The Institute for Molecular Medicine, Huntington Beach, CA 92647, USA; (T.A.)
| | - Roman Kniazev
- Department of Molecular Immunology, The Institute for Molecular Medicine, Huntington Beach, CA 92647, USA; (T.A.)
| | | | - Anahit Ghochikyan
- Department of Molecular Immunology, The Institute for Molecular Medicine, Huntington Beach, CA 92647, USA; (T.A.)
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Jorkesh A, Rothenberger S, Baldassar L, Grybaite B, Kavaliauskas P, Mickevicius V, Dettin M, Vascon F, Cendron L, Pasquato A. Screening of Small-Molecule Libraries Using SARS-CoV-2-Derived Sequences Identifies Novel Furin Inhibitors. Int J Mol Sci 2024; 25:5079. [PMID: 38791119 PMCID: PMC11121672 DOI: 10.3390/ijms25105079] [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: 03/25/2024] [Revised: 04/23/2024] [Accepted: 04/27/2024] [Indexed: 05/26/2024] Open
Abstract
SARS-CoV-2 is the pathogen responsible for the most recent global pandemic, which has claimed hundreds of thousands of victims worldwide. Despite remarkable efforts to develop an effective vaccine, concerns have been raised about the actual protection against novel variants. Thus, researchers are eager to identify alternative strategies to fight against this pathogen. Like other opportunistic entities, a key step in the SARS-CoV-2 lifecycle is the maturation of the envelope glycoprotein at the RARR685↓ motif by the cellular enzyme Furin. Inhibition of this cleavage greatly affects viral propagation, thus representing an ideal drug target to contain infection. Importantly, no Furin-escape variants have ever been detected, suggesting that the pathogen cannot replace this protease by any means. Here, we designed a novel fluorogenic SARS-CoV-2-derived substrate to screen commercially available and custom-made libraries of small molecules for the identification of new Furin inhibitors. We found that a peptide substrate mimicking the cleavage site of the envelope glycoprotein of the Omicron variant (QTQTKSHRRAR-AMC) is a superior tool for screening Furin activity when compared to the commercially available Pyr-RTKR-AMC substrate. Using this setting, we identified promising novel compounds able to modulate Furin activity in vitro and suitable for interfering with SARS-CoV-2 maturation. In particular, we showed that 3-((5-((5-bromothiophen-2-yl)methylene)-4-oxo-4,5 dihydrothiazol-2-yl)(3-chloro-4-methylphenyl)amino)propanoic acid (P3, IC50 = 35 μM) may represent an attractive chemical scaffold for the development of more effective antiviral drugs via a mechanism of action that possibly implies the targeting of Furin secondary sites (exosites) rather than its canonical catalytic pocket. Overall, a SARS-CoV-2-derived peptide was investigated as a new substrate for in vitro high-throughput screening (HTS) of Furin inhibitors and allowed the identification of compound P3 as a promising hit with an innovative chemical scaffold. Given the key role of Furin in infection and the lack of any Food and Drug Administration (FDA)-approved Furin inhibitor, P3 represents an interesting antiviral candidate.
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Affiliation(s)
- Alireza Jorkesh
- Department of Pharmaceutical and Pharmacological Science, University of Padova, Via Marzolo, 5, 35131 Padova, Italy;
- Department of Biology, University of Padua, Viale G. Colombo 3, 35131 Padova, Italy; (F.V.); (L.C.)
| | - Sylvia Rothenberger
- Institute of Microbiology, University Hospital Center and University of Lausanne, Rue du Bugnon 48, 1011 Lausanne, Switzerland;
- Spiez Laboratory, Federal Office for Civil Protection, Austrasse, 3700 Spiez, Switzerland
| | - Laura Baldassar
- Department of Industrial Engineering, University of Padova, Via Marzolo 9, 35131 Padova, Italy; (L.B.); (M.D.)
| | - Birute Grybaite
- Department of Organic Chemistry, Kaunas University of Technology, Radvilenu Rd. 19, LT-50254 Kaunas, Lithuania; (B.G.); (V.M.)
| | - Povilas Kavaliauskas
- Department of Organic Chemistry, Kaunas University of Technology, Radvilenu Rd. 19, LT-50254 Kaunas, Lithuania; (B.G.); (V.M.)
- Joan and Sanford I. Weill Department of Medicine, Weill Cornell University, 1300 York Avenue, New York, NY 10065, USA
- Biological Research Center, Lithuanian University of Health Sciences, Tilzes Str. 18, LT-47181 Kaunas, Lithuania
- Institute of Infectious Diseases and Pathogenic Microbiology, Birstono Str. 38A, LT-59116 Prienai, Lithuania
- Department of Microbiology and Immunology, University of Maryland School of Medicine, 655 W. Baltimore Street, Baltimore, MD 21201, USA
| | - Vytautas Mickevicius
- Department of Organic Chemistry, Kaunas University of Technology, Radvilenu Rd. 19, LT-50254 Kaunas, Lithuania; (B.G.); (V.M.)
| | - Monica Dettin
- Department of Industrial Engineering, University of Padova, Via Marzolo 9, 35131 Padova, Italy; (L.B.); (M.D.)
| | - Filippo Vascon
- Department of Biology, University of Padua, Viale G. Colombo 3, 35131 Padova, Italy; (F.V.); (L.C.)
| | - Laura Cendron
- Department of Biology, University of Padua, Viale G. Colombo 3, 35131 Padova, Italy; (F.V.); (L.C.)
| | - Antonella Pasquato
- Department of Industrial Engineering, University of Padova, Via Marzolo 9, 35131 Padova, Italy; (L.B.); (M.D.)
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Trabelsi K, Ben Khalaf N, Ramadan AR, Elsharkawy A, Ashoor D, Chlif S, Boussoffara T, Ben-Ahmed M, Kumar M, Fathallah MD. A novel approach to designing viral precision vaccines applied to SARS-CoV-2. Front Cell Infect Microbiol 2024; 14:1346349. [PMID: 38628551 PMCID: PMC11018900 DOI: 10.3389/fcimb.2024.1346349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Accepted: 03/08/2024] [Indexed: 04/19/2024] Open
Abstract
Efficient precision vaccines against several highly pathogenic zoonotic viruses are currently lacking. Proteolytic activation is instrumental for a number of these viruses to gain host-cell entry and develop infectivity. For SARS-CoV-2, this process is enhanced by the insertion of a furin cleavage site at the junction of the spike protein S1/S2 subunits upstream of the metalloprotease TMPRSS2 common proteolytic site. Here, we describe a new approach based on specific epitopes selection from the region involved in proteolytic activation and infectivity for the engineering of precision candidate vaccinating antigens. This approach was developed through its application to the design of SARS-CoV-2 cross-variant candidates vaccinating antigens. It includes an in silico structural analysis of the viral region involved in infectivity, the identification of conserved immunogenic epitopes and the selection of those eliciting specific immune responses in infected people. The following step consists of engineering vaccinating antigens that carry the selected epitopes and mimic their 3D native structure. Using this approach, we demonstrated through a Covid-19 patient-centered study of a 500 patients' cohort, that the epitopes selected from SARS-CoV-2 protein S1/S2 junction elicited a neutralizing antibody response significantly associated with mild and asymptomatic COVID-19 (p<0.001), which strongly suggests protective immunity. Engineered antigens containing the SARS-CoV-2 selected epitopes and mimicking the native epitopes 3D structure generated neutralizing antibody response in mice. Our data show the potential of this combined computational and experimental approach for designing precision vaccines against viruses whose pathogenicity is contingent upon proteolytic activation.
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Affiliation(s)
- Khaled Trabelsi
- Health Biotechnology Program, King Fahad Chair for Health Biotechnology, Department of Life Sciences College of Graduate Studies, Arabian Gulf University, Manama, Bahrain
| | - Noureddin Ben Khalaf
- Health Biotechnology Program, King Fahad Chair for Health Biotechnology, Department of Life Sciences College of Graduate Studies, Arabian Gulf University, Manama, Bahrain
| | - Ahmed R. Ramadan
- Health Biotechnology Program, King Fahad Chair for Health Biotechnology, Department of Life Sciences College of Graduate Studies, Arabian Gulf University, Manama, Bahrain
| | - Amany Elsharkawy
- Department of Biology, College of Arts and Sciences, Georgia State University, Atlanta, GA, United States
| | - Dana Ashoor
- Health Biotechnology Program, King Fahad Chair for Health Biotechnology, Department of Life Sciences College of Graduate Studies, Arabian Gulf University, Manama, Bahrain
| | - Sadok Chlif
- Department of Family and Community Medicine, College of Medicine and Medical Sciences, Arabian Gulf University, Manama, Bahrain
| | - Thouraya Boussoffara
- Transmission, Control and Immunobiology of Infections Laboratory, Institute Pasteur of Tunis, Tunis, Tunisia
| | - Melika Ben-Ahmed
- Transmission, Control and Immunobiology of Infections Laboratory, Institute Pasteur of Tunis, Tunis, Tunisia
| | - Mukesh Kumar
- Department of Biology, College of Arts and Sciences, Georgia State University, Atlanta, GA, United States
| | - M-Dahmani Fathallah
- Health Biotechnology Program, King Fahad Chair for Health Biotechnology, Department of Life Sciences College of Graduate Studies, Arabian Gulf University, Manama, Bahrain
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