1
|
Nunez FA, Silva MRDA, Cilli EM, Brandão STR, Müller M, Fischer D, Besford QA, Alves WA. Development of Ni-ZnO-ACE-2 peptide hybrids as electrochemical devices for SARS-CoV-2 spike protein detection. Bioelectrochemistry 2025; 163:108899. [PMID: 39793516 DOI: 10.1016/j.bioelechem.2025.108899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2024] [Revised: 11/30/2024] [Accepted: 01/03/2025] [Indexed: 01/13/2025]
Abstract
Owing to fast SARS-CoV-2 mutations, biosensors employing antibodies as biorecognition elements have presented problems with sensitivity and accuracy. To face these challenges, antibodies can be replaced with the human angiotensin converting enzyme 2 (ACE-2), where it has been shown that the affinity between ACE-2 and the receptor binding domain (RBD) increases with the emergence of new variants. Herein, we report on Ni-doped ZnO nanorod electrochemical biosensors employing an ACE-2 peptide (IEEQAKTFLDKFNHEAEDLFYQS-NH2) as a biorecognition element for detecting Spike (S) Wild-Type (WT) protein. The electrode was fully characterized in terms of electrochemical and physical properties. The sensor showed high cross reactivity with Spike protein B.1.1.7 and Spike protein B.1.351. Still, there was no cross reactivity with the Nucleocapsid protein WT, showing that the biosensor can identify ancestral WT S protein and S protein variants of concern. The device exhibited a LOD of 60.13 ng mL-1 across an S protein WT concentration range from 200 ng mL-1 to 1000 ng mL-1 and a LOQ of 182.22 ng mL-1. The calculated sensitivity and specificity were 88.88 and 100 %, respectively. These results proved that the Ni-ZnO sensor has promising prospects for SARS-CoV-2 detection and diagnosis of other viruses, employing peptides as biorecognition elements.
Collapse
Affiliation(s)
- Freddy A Nunez
- Centro de Ciências Naturais e Humanas, Universidade Federal do ABC, Santo André, São Paulo 09210-580, Brazil; Leibniz-Institut für Polymerforschung Dresden e.V., Hohe Str. 6, 01069 Dresden, Germany
| | - Marcos R de A Silva
- Centro de Ciências Naturais e Humanas, Universidade Federal do ABC, Santo André, São Paulo 09210-580, Brazil
| | - Eduardo M Cilli
- Universidade Estadual Paulista (UNESP), Institute of Chemistry, Araraquara, São Paulo 14800-060, Brazil
| | - Sarah T R Brandão
- Universidade Estadual Paulista (UNESP), Institute of Chemistry, Araraquara, São Paulo 14800-060, Brazil
| | - Martin Müller
- Leibniz-Institut für Polymerforschung Dresden e.V., Hohe Str. 6, 01069 Dresden, Germany
| | - Dieter Fischer
- Leibniz-Institut für Polymerforschung Dresden e.V., Hohe Str. 6, 01069 Dresden, Germany
| | - Quinn A Besford
- Leibniz-Institut für Polymerforschung Dresden e.V., Hohe Str. 6, 01069 Dresden, Germany.
| | - Wendel A Alves
- Centro de Ciências Naturais e Humanas, Universidade Federal do ABC, Santo André, São Paulo 09210-580, Brazil.
| |
Collapse
|
2
|
Zayou L, Prakash S, Vahed H, Dhanushkodi NR, Quadiri A, Belmouden A, Lemkhente Z, Chentoufi A, Gil D, Ulmer JB, BenMohamed L. Dynamics of spike-specific neutralizing antibodies across five-year emerging SARS-CoV-2 variants of concern reveal conserved epitopes that protect against severe COVID-19. Front Immunol 2025; 16:1503954. [PMID: 40040708 PMCID: PMC11876060 DOI: 10.3389/fimmu.2025.1503954] [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: 09/30/2024] [Accepted: 01/27/2025] [Indexed: 03/06/2025] Open
Abstract
Introduction Since early 2020, several SARS-CoV-2 variants of concern (VOCs) continue to emerge, evading waning antibody mediated immunity produced by the current Spike-alone based COVID-19 vaccines. This caused a prolonged and persistent COVID-19 pandemic that is going to enter its fifth year. Thus, the need remains for innovative next generation vaccines that would incorporate protective Spike-derived B-cell epitopes that resist immune evasion. Methods Towards that goal, in this study we (i) Screened the sequences of Spike among many VOCs and identified conserved and non-conserved linear B-cell epitopes; (ii) Compared titers and neutralization antibodies specific to these conserved and non-conserved B-cell epitopes from serum of symptomatic and asymptomatic COVID-19 patients that were exposed to multiple VOCs across the 5-year COVID-19 pandemic, and (iii) Compared protective efficacy of conserved versus non-conserved B-cell epitopes against the most pathogenic Delta variant in a "humanized" ACE-2/HLA transgenic mouse model. Results We found robust conserved B-cell epitope-specific antibody titers and neutralization in sera from asymptomatic COVID-19 patients. In contrast, sera from symptomatic patients contained weaker antibody responses specific to conserved B-cell epitopes. A multi-epitope COVID-19 vaccine that incorporated the conserved B-cell epitopes, but not the non-conserved B-cell epitopes, significantly protected the ACE2/HLA transgenic mice against infection and COVID-19 like symptoms caused by the Delta variant. Discussion These findings underscore the importance of conserved B-cell epitopes in generating robust protective immunity against severe COVID-19 symptoms caused by various VOCs, providing valuable insights for the development of broad-spectrum next generation Coronavirus vaccines capable of conferring cross-variant protective immunity.
Collapse
Affiliation(s)
- Latifa Zayou
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, School of Medicine, University of California, Irvine, Irvine, CA, United States
- Laboratory of Cell Biology and Molecular Genetics, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco
| | - Swayam Prakash
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, School of Medicine, University of California, Irvine, Irvine, CA, United States
| | - Hawa Vahed
- Department of Vaccines and Immunotherapies, TechImmune, LLC, University Lab Partners, Irvine, CA, United States
| | - Nisha Rajeswari Dhanushkodi
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, School of Medicine, University of California, Irvine, Irvine, CA, United States
| | - Afshana Quadiri
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, School of Medicine, University of California, Irvine, Irvine, CA, United States
| | - Ahmed Belmouden
- Laboratory of Cell Biology and Molecular Genetics, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco
| | - Zohra Lemkhente
- BIOMCI Lab., Faculty of Medicine and Pharmacy, Ibnou Zohr University, Agadir, Morocco
| | - Aziz Chentoufi
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, School of Medicine, University of California, Irvine, Irvine, CA, United States
| | - Daniel Gil
- Department of Vaccines and Immunotherapies, TechImmune, LLC, University Lab Partners, Irvine, CA, United States
| | - Jeffrey B. Ulmer
- Department of Vaccines and Immunotherapies, TechImmune, LLC, University Lab Partners, Irvine, CA, United States
| | - Lbachir BenMohamed
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, School of Medicine, University of California, Irvine, Irvine, CA, United States
- Department of Vaccines and Immunotherapies, TechImmune, LLC, University Lab Partners, Irvine, CA, United States
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, United States
- Institute for Immunology, School of Medicine, University of California, Irvine, Irvine, CA, United States
| |
Collapse
|
3
|
Pennisi R, Gentile D, Trischitta P, Barreca D, Rescifina A, Mandalari G, Sciortino MT. Selective Control by Pistacia vera L. and Its Carotenoid Zeaxanthin on SARS-CoV-2 Virus. Int J Mol Sci 2025; 26:1667. [PMID: 40004129 PMCID: PMC11855127 DOI: 10.3390/ijms26041667] [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: 01/08/2025] [Revised: 02/10/2025] [Accepted: 02/13/2025] [Indexed: 02/27/2025] Open
Abstract
Since the onset of the COVID-19 (COronaVIrus Disease 19) pandemic, SARS-CoV-2 has exhibited a high transmission rate, further enhanced by new variants able to better adapt to humans. Addressing this issue has been challenging due to viral resistance and side effects associated with antiviral drugs and vaccines. As a result, there has been a growing interest in plant-derived compounds with antiviral properties. Our study revealed that pistachio extracts significantly inhibited SARS-CoV-2 viral entry. Employing pseudotyped particles bearing the S protein of SARS-CoV-2, we demonstrated that treatment with pistachio extracts inhibited binding of alpha (α) and omicron (ο) SARS-CoV-2 variants. Furthermore, our study revealed that the pistachio carotenoid zeaxanthin exhibited a different inhibitory activity against two SARS-CoV-2 variants. In silico analyses demonstrated a strong interaction between zeaxanthin and the receptor-binding domain (RBD) domain of the omicron spike (S) protein, thus reducing pseudovirus entry. However, zeaxanthin's weaker interaction with the alpha variant's RBD was insufficient to inhibit entry. Additionally, zeaxanthin suppressed the expression of the host protease TMPRSS2 at the protein level, thereby limiting the internalization of the alpha variant, which relies on TMPRSS2 for cellular entry.
Collapse
Affiliation(s)
- Rosamaria Pennisi
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale Ferdinando Stagno d’Alcontres 31, 98166 Messina, Italy; (P.T.); (D.B.); (G.M.)
| | - Davide Gentile
- Department of Chemistry, Materials and Chemical Engineering “G. Natta”, Politecnico di Milano, Via Mancinelli 7, 20131 Milano, Italy;
| | - Paola Trischitta
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale Ferdinando Stagno d’Alcontres 31, 98166 Messina, Italy; (P.T.); (D.B.); (G.M.)
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Via Elce di sotto 8, 06123 Perugia, Italy
| | - Davide Barreca
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale Ferdinando Stagno d’Alcontres 31, 98166 Messina, Italy; (P.T.); (D.B.); (G.M.)
| | - Antonio Rescifina
- Department of Drug and Health Sciences, University of Catania, V. le A. Doria, 95125 Catania, Italy;
| | - Giuseppina Mandalari
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale Ferdinando Stagno d’Alcontres 31, 98166 Messina, Italy; (P.T.); (D.B.); (G.M.)
| | - Maria Teresa Sciortino
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale Ferdinando Stagno d’Alcontres 31, 98166 Messina, Italy; (P.T.); (D.B.); (G.M.)
| |
Collapse
|
4
|
Alshahrani M, Parikh V, Foley B, Raisinghani N, Verkhivker G. Mutational Scanning and Binding Free Energy Computations of the SARS-CoV-2 Spike Complexes with Distinct Groups of Neutralizing Antibodies: Energetic Drivers of Convergent Evolution of Binding Affinity and Immune Escape Hotspots. Int J Mol Sci 2025; 26:1507. [PMID: 40003970 PMCID: PMC11855367 DOI: 10.3390/ijms26041507] [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: 01/06/2025] [Revised: 02/10/2025] [Accepted: 02/10/2025] [Indexed: 02/27/2025] Open
Abstract
The rapid evolution of SARS-CoV-2 has led to the emergence of variants with increased immune evasion capabilities, posing significant challenges to antibody-based therapeutics and vaccines. In this study, we conducted a comprehensive structural and energetic analysis of SARS-CoV-2 spike receptor-binding domain (RBD) complexes with neutralizing antibodies from four distinct groups (A-D), including group A LY-CoV016, group B AZD8895 and REGN10933, group C LY-CoV555, and group D antibodies AZD1061, REGN10987, and LY-CoV1404. Using coarse-grained simplified simulation models, rapid energy-based mutational scanning, and rigorous MM-GBSA binding free energy calculations, we elucidated the molecular mechanisms of antibody binding and escape mechanisms, identified key binding hotspots, and explored the evolutionary strategies employed by the virus to evade neutralization. The residue-based decomposition analysis revealed energetic mechanisms and thermodynamic factors underlying the effect of mutations on antibody binding. The results demonstrate excellent qualitative agreement between the predicted binding hotspots and the latest experiments on antibody escape. These findings provide valuable insights into the molecular determinants of antibody binding and viral escape, highlighting the importance of targeting conserved epitopes and leveraging combination therapies to mitigate the risk of immune evasion.
Collapse
Affiliation(s)
- Mohammed Alshahrani
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (M.A.); (V.P.); (B.F.); (N.R.)
| | - Vedant Parikh
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (M.A.); (V.P.); (B.F.); (N.R.)
| | - Brandon Foley
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (M.A.); (V.P.); (B.F.); (N.R.)
| | - Nishank Raisinghani
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (M.A.); (V.P.); (B.F.); (N.R.)
- Department of Structural Biology, Stanford University, Stanford, CA 94305, USA
| | - Gennady Verkhivker
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA; (M.A.); (V.P.); (B.F.); (N.R.)
- Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, CA 92618, USA
| |
Collapse
|
5
|
Valério M, Buga CC, Melo MN, Soares CM, Lousa D. Viral entry mechanisms: the role of molecular simulation in unlocking a key step in viral infections. FEBS Open Bio 2025; 15:269-284. [PMID: 39402013 PMCID: PMC11788750 DOI: 10.1002/2211-5463.13908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Revised: 09/13/2024] [Accepted: 09/24/2024] [Indexed: 02/04/2025] Open
Abstract
Viral infections are a major global health concern, affecting millions of people each year. Viral entry is one of the crucial stages in the infection process, but its details remain elusive. Enveloped viruses are enclosed by a lipid membrane that protects their genetic material and these viruses are linked to various human illnesses, including influenza, and COVID-19. Due to the advancements made in the field of molecular simulation, significant progress has been made in unraveling the dynamic processes involved in viral entry of enveloped viruses. Simulation studies have provided deep insight into the function of the proteins responsible for attaching to the host receptors and promoting membrane fusion (fusion proteins), deciphering interactions between these proteins and receptors, and shedding light on the functional significance of key regions, such as the fusion peptide. These studies have already significantly contributed to our understanding of this critical aspect of viral infection and assisted the development of effective strategies to combat viral diseases and improve global health. This review focuses on the vital role of fusion proteins in facilitating the entry process of enveloped viruses and highlights the contributions of molecular simulation studies to uncover the molecular details underlying their mechanisms of action.
Collapse
Affiliation(s)
- Mariana Valério
- Instituto de Tecnologia Química e BiológicaUniversidade Nova de LisboaOeirasPortugal
| | - Carolina C. Buga
- Instituto de Tecnologia Química e BiológicaUniversidade Nova de LisboaOeirasPortugal
- Instituto de Medicina MolecularFaculdade de Medicina da Universidade de LisboaLisbonPortugal
| | - Manuel N. Melo
- Instituto de Tecnologia Química e BiológicaUniversidade Nova de LisboaOeirasPortugal
| | - Cláudio M. Soares
- Instituto de Tecnologia Química e BiológicaUniversidade Nova de LisboaOeirasPortugal
| | - Diana Lousa
- Instituto de Tecnologia Química e BiológicaUniversidade Nova de LisboaOeirasPortugal
| |
Collapse
|
6
|
Singh V, Choudhary S, Bhutkar M, Nehul S, Ali S, Singla J, Kumar P, Tomar S. Designing and bioengineering of CDRs with higher affinity against receptor-binding domain (RBD) of SARS-CoV-2 Omicron variant. Int J Biol Macromol 2025; 290:138751. [PMID: 39675603 DOI: 10.1016/j.ijbiomac.2024.138751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Revised: 12/01/2024] [Accepted: 12/11/2024] [Indexed: 12/17/2024]
Abstract
The emergence of the SARS-CoV-2 Omicron variant highlights the need for innovative strategies to address evolving viral threats. This study bioengineered three nanobodies H11-H4, C5, and H3 originally targeting the Wuhan RBD, to bind more effectively to the Omicron RBD. A structure-based in silico affinity maturation pipeline was developed to enhance their binding affinities. The pipeline consists of three key steps: high-throughput in silico mutagenesis of complementarity-determining regions (CDRs), protein-protein docking for screening, and molecular dynamics (MD) simulations for assessment of the complex stability. A total of 741, 551, and 684 mutations were introduced in H11-H4, C5, and H3 nanobodies, respectively. Protein-protein docking and MD simulations shortlisted high-affinity mutants for H11-H4(6), C5(5), and H3(6). Further, recombinant production of H11-H4 mutants and Omicron RBD enabled experimental validation through Isothermal Titration Calorimetry (ITC). The H11-H4 mutants R27E, S57D, S107K, D108W, and A110I exhibited improved binding affinities with dissociation constant (KD) values ranging from ~8.8 to ~27 μM, compared to the H11-H4 nanobody KD of ~32 μM, representing a three-fold enhancement. This study demonstrates the potential of the developed in silico affinity maturation pipeline as a rapid, cost-effective method for repurposing nanobodies, aiding the development of robust prophylactic strategies against evolving SARS-CoV-2 variants and other pathogens.
Collapse
Affiliation(s)
- Vishakha Singh
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Uttarakhand, India
| | - Shweta Choudhary
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Uttarakhand, India
| | - Mandar Bhutkar
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Uttarakhand, India
| | - Sanketkumar Nehul
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Uttarakhand, India
| | - Sabika Ali
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Uttarakhand, India
| | - Jitin Singla
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Uttarakhand, India; Department of Computer Science and Engineering, Indian Institute of Technology Roorkee, Uttarakhand, India
| | - Pravindra Kumar
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Uttarakhand, India
| | - Shailly Tomar
- Department of Biosciences and Bioengineering, Indian Institute of Technology Roorkee, Uttarakhand, India.
| |
Collapse
|
7
|
Ahn G, Yoon HW, Jeong JH, Kim YH, Shin WR, Song MS, Ahn JY. Viral Mimetic Bacterial Outer Membrane Vesicles for Targeting Angiotensin-Converting Enzyme 2. Int J Nanomedicine 2025; 20:669-684. [PMID: 39835181 PMCID: PMC11745048 DOI: 10.2147/ijn.s497742] [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: 10/17/2024] [Accepted: 01/01/2025] [Indexed: 01/22/2025] Open
Abstract
Purpose Outer membrane vesicles (OMVs) derived from Gram-negative bacteria naturally serve as a heterologous nano-engineering platform, functioning as effective multi-use nanovesicles for diagnostics, vaccines, and treatments against pathogens. To apply refined OMVs for human theranostic applications, we developed naturally exposed receptor-binding domain (RBD) OMVs grafted with antigen 43 as a minimal modular system targeting angiotensin-converting enzyme 2 (ACE2). Methods We constructed E. coli-derived OMVs using the antigen 43 autotransporter system to display RBD referred to as viral mimetic Ag43β700_RBD OMVs. Based on this, Ag43β700_RBD protein were expressed onto Escherichia coli (E. coli) membrane. Artificial viral mimetic Ag43β700_RBD OMVs were fabricated by self-assembly through membrane disruption of the Ag43β700_RBD E. coli using a chemical detergent mainly containing lysozyme. Through serial centrifugation to purify fabricated OMVs, spherical Ag43β700_RBD OMVs with an average diameter of 218 nm were obtained. The confirmation of the RBD expressed on OMVs was performed using trypsin treatment. Results Our viral mimetic Ag43β700_RBD OMVs had an impact on the theranostic studies: (i) angiotensin-converting enzyme 2 blockade assay, (ii) enzyme-linked immunosorbent assay for the OMVs, and (iii) intracellular uptake and neutralization assay. As serodiagnostic surrogates, Ag43β700_RBD OMVs were applied to ACE2 blockade and OMVs-ELISA assay to quantify neutralization antibodies (nAbs). They reduced the robust immune response in vitro, especially IL-6 and IL-1β. Experiments in mice, Ag43β700_RBD OMVs was successfully proven to be safe and effective; they produced a detectable level of nAbs with 39-58% neutralisation and reduced viral titres in the lungs and brain without weight loss. Conclusion The developed viral mimetic Ag43β700_RBD OMVs may therefore be applied as a nanovesicle-theranostic platform for further emerging infectious disease-related diagnosis, vaccination, and treatment.
Collapse
Affiliation(s)
- Gna Ahn
- Department of Microbiology, Chungbuk National University, Cheongju, Republic of Korea
- Center for Ecology and Environmental Toxicology, Chungbuk National University, Cheongju, Republic of Korea
| | - Hyo-Won Yoon
- Department of Microbiology, Chungbuk National University, Cheongju, Republic of Korea
| | - Ju Hwan Jeong
- Department of Microbiology, College of Medicine and Medical Research Institute, Chungbuk National University, Cheongju, Republic of Korea
- Functional Biomaterial Research Center, Korea Research Institute of Bioscience and Biotechnology, Jeongeup, Republic of Korea
| | - Yang-Hoon Kim
- Department of Microbiology, Chungbuk National University, Cheongju, Republic of Korea
| | - Woo-Ri Shin
- Department of Microbiology, Chungbuk National University, Cheongju, Republic of Korea
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA
- Department of Animal Bioscience & Integrated Biotechnology, Gyeongsang National University, Jinju, Republic of Korea
| | - Min-Suk Song
- Department of Microbiology, College of Medicine and Medical Research Institute, Chungbuk National University, Cheongju, Republic of Korea
| | - Ji-Young Ahn
- Department of Microbiology, Chungbuk National University, Cheongju, Republic of Korea
| |
Collapse
|
8
|
Nguyen QT, Mai TT, Tuong LT, Nguyen TTN, Vo TP, Nguyen DN, Phan-Van CT, Trinh DTT, Tran VT, Thai KM. Binding ability of Delta and Omicron towards the angiotensin-converting enzyme 2 receptor and antibodies: a computational study. J Biomol Struct Dyn 2025:1-13. [PMID: 39755961 DOI: 10.1080/07391102.2024.2446659] [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: 11/24/2023] [Accepted: 08/31/2024] [Indexed: 01/07/2025]
Abstract
The COVID-19 pandemic posed a threat to global society. Delta and Omicron are concerning variants due to the risk of increasing human-to-human transmissibility and immune evasion. This study aims to evaluate the binding ability of these variants toward the angiotensin-converting enzyme 2 receptor and antibodies using a computational approach. The receptor-binding domain (RBD) of the two variants was created by CHARMM-GUI and then docked to the hACE2 receptor and two antibodies (REGN10933 and REGN10987). These complexes were also subjected to molecular dynamics simulation within 100 ns. As a result, the two variants, Omicron and Delta, exhibited stronger interaction with the hACE2 receptor than the wild type. The mutations in the RBD region also facilitated the virus's escape from antibody neutralization.
Collapse
Affiliation(s)
- Quoc-Thai Nguyen
- Faculty of Pharmacy, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Tan Thanh Mai
- Faculty of Pharmacy, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Lam-Truong Tuong
- Faculty of Pharmacy, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Thi-Thao-Nhung Nguyen
- University of Health Sciences, Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Thanh-Phuong Vo
- University of Health Sciences, Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Dac-Nhan Nguyen
- University of Health Sciences, Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Cong-Thanh Phan-Van
- Faculty of Pharmacy, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | | | - Van-Thanh Tran
- Faculty of Pharmacy, University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Khac-Minh Thai
- University of Health Sciences, Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam
| |
Collapse
|
9
|
Huhn A, Nissley D, Wilson DB, Kutuzov MA, Donat R, Tan TK, Zhang Y, Barton MI, Liu C, Dejnirattisai W, Supasa P, Mongkolsapaya J, Townsend A, James W, Screaton G, van der Merwe PA, Deane CM, Isaacson SA, Dushek O. The molecular reach of antibodies crucially underpins their viral neutralisation capacity. Nat Commun 2025; 16:338. [PMID: 39746910 PMCID: PMC11695720 DOI: 10.1038/s41467-024-54916-5] [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: 05/21/2024] [Accepted: 11/22/2024] [Indexed: 01/04/2025] Open
Abstract
Key functions of antibodies, such as viral neutralisation, depend on high-affinity binding. However, viral neutralisation poorly correlates with antigen affinity for reasons that have been unclear. Here, we use a new mechanistic model of bivalent binding to study >45 patient-isolated IgG1 antibodies interacting with SARS-CoV-2 RBD surfaces. The model provides the standard monovalent affinity/kinetics and new bivalent parameters, including the molecular reach: the maximum antigen separation enabling bivalent binding. We find large variations in these parameters across antibodies, including reach variations (22-46 nm) that exceed the physical antibody size (~15 nm). By using antigens of different physical sizes, we show that these large molecular reaches are the result of both the antibody and antigen sizes. Although viral neutralisation correlates poorly with affinity, a striking correlation is observed with molecular reach. Indeed, the molecular reach explains differences in neutralisation for antibodies binding with the same affinity to the same RBD-epitope. Thus, antibodies within an isotype class binding the same antigen can display differences in molecular reach, substantially modulating their binding and functional properties.
Collapse
Affiliation(s)
- Anna Huhn
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
| | - Daniel Nissley
- Oxford Protein Informatics Group, Department of Statistics, University of Oxford, Oxford, UK
| | - Daniel B Wilson
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
- Department of Mathematics and Statistics, Boston University, Boston, Massachusetts, USA
- Kirby Institute, University of New South Wales, Sydney, New South Wales, Australia
| | - Mikhail A Kutuzov
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
| | - Robert Donat
- MRC Translate Immune Discovery Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Tiong Kit Tan
- MRC Translate Immune Discovery Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Ying Zhang
- Department of Mathematics and Statistics, Boston University, Boston, Massachusetts, USA
- Department of Mathematics and Department of Biology, Northeastern University, Boston, Massachusetts, USA
| | - Michael I Barton
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
| | - Chang Liu
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
| | - Wanwisa Dejnirattisai
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Division of Emerging Infectious Disease, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkoknoi, Bangkok, Thailand
| | - Piyada Supasa
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Juthathip Mongkolsapaya
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Alain Townsend
- MRC Translate Immune Discovery Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
| | - William James
- James & Lillian Martin Centre, Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
| | - Gavin Screaton
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, Oxford, UK
- Oxford University Hospitals NHS Foundation Trust, Oxford, Oxford, UK
| | | | - Charlotte M Deane
- Oxford Protein Informatics Group, Department of Statistics, University of Oxford, Oxford, UK.
| | - Samuel A Isaacson
- Department of Mathematics and Statistics, Boston University, Boston, Massachusetts, USA.
| | - Omer Dushek
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK.
| |
Collapse
|
10
|
Rustagi V, Gupta SRR, Talwar C, Singh A, Xiao ZZ, Jamwal R, Bala K, Bhaskar AK, Nagar S, Singh IK. SARS-CoV-2 pathophysiology and post-vaccination severity: a systematic review. Immunol Res 2024; 73:17. [PMID: 39692912 DOI: 10.1007/s12026-024-09553-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Accepted: 12/02/2024] [Indexed: 12/19/2024]
Abstract
Currently, COVID-19 is still striking after 4 years of prevalence, with millions of cases and thousands of fatalities being recorded every month. The virus can impact other major organ systems, including the gastrointestinal tract (GIT), cardiovascular, central nervous system, renal, and hepatobiliary systems. The resulting organ dysfunction from SARS-CoV-2 may be attributed to one or a combination of mechanisms, such as direct viral toxicity, disruptions in the renin-angiotensin-aldosterone system (RAAS), thrombosis, immune dysregulation, and ischemic injury due to vasculitis. SARS-CoV-2 vaccines effectively reduce the severity of the disease, hospitalizations, and mortality. As of October 2024, 13.58 billion vaccine doses have been administered, with an average of 6959 daily doses. Also, the boosters are given after the primary immunization in a homologous and heterologous manner. The vaccines imposed severe potential health side effects such as clotting or obstruction of blood vessels termed arterial or venous thrombosis, autoimmune damage of nerve cells (Guillain-Barré syndrome; GBS), intense activation of coagulation system (vaccine-induced thrombotic thrombocytopenia), acute ischemic stroke (AIS) and cerebral venous sinus thrombosis (CVST), myocarditis, pericarditis, and glomerular disease. Overall, it is essential to highlight that the significant benefits of COVID-19 vaccination far outweigh the low risk of conditions. mRNA-based vaccine technology has emerged as a rapidly deployable vaccine candidate and a viable alternative to existing vaccines. It has a very low probability of adverse health effects, confirmed by data represented by Preferred Reporting Items for Systematic Reviews and Meta-Analyses, Vaccine Adverse Event Reporting System (VAERS), Yellow card approved under CDC, WHO.
Collapse
Affiliation(s)
- Vanshika Rustagi
- Department of Zoology, Deshbandhu College, University of Delhi, New Delhi, 110019, India
| | - Shradheya R R Gupta
- Department of Zoology, Deshbandhu College, University of Delhi, New Delhi, 110019, India
| | - Chandni Talwar
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Archana Singh
- Department of Plant Molecular Biology, University of Delhi (South Campus), New Delhi, 110021, India
| | - Zhen-Zhu Xiao
- Department of Biological Sciences, The George Washington University, Washington, D.C, 20052, USA
| | - Rahul Jamwal
- Department of Zoology, Deshbandhu College, University of Delhi, New Delhi, 110019, India
| | - Kiran Bala
- Department of Zoology, Deshbandhu College, University of Delhi, New Delhi, 110019, India
| | - Akash Kumar Bhaskar
- CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi, 110025, India
| | - Shekhar Nagar
- Department of Zoology, Deshbandhu College, University of Delhi, New Delhi, 110019, India.
| | - Indrakant K Singh
- Department of Zoology, Deshbandhu College, University of Delhi, New Delhi, 110019, India.
- Delhi School of Public Health, Institute of Eminence, University of Delhi, Delhi, 110007, India.
| |
Collapse
|
11
|
Roederer AL, Cao Y, St Denis K, Sheehan ML, Li CJ, Lam EC, Gregory DJ, Poznansky MC, Iafrate AJ, Canaday DH, Gravenstein S, Garcia-Beltran WF, Balazs AB. Ongoing evolution of SARS-CoV-2 drives escape from mRNA vaccine-induced humoral immunity. Cell Rep Med 2024; 5:101850. [PMID: 39657661 PMCID: PMC11722104 DOI: 10.1016/j.xcrm.2024.101850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Revised: 10/24/2024] [Accepted: 11/12/2024] [Indexed: 12/12/2024]
Abstract
With the onset of the COVID-19 pandemic 4 years ago, viral sequencing continues to document numerous individual mutations in the viral spike protein across many variants. To determine the ability of vaccine-mediated humoral immunity to combat continued SARS-CoV-2 evolution, we construct a comprehensive panel of pseudoviruses harboring each individual mutation spanning 4 years of the pandemic to understand the fitness cost and resistance benefits of each. These efforts identify numerous mutations that escape from vaccine-induced humoral immunity. Across 50 variants and 131 mutants we construct, we observe progressive loss of neutralization across variants, irrespective of vaccine doses, as well as increasing infectivity and ACE2 binding. Importantly, the recent XBB.1.5 booster significantly increases titers against most variants but not JN.1, KP.2, or KP.3. These findings demonstrate that variants continue to evade updated mRNA vaccines, highlighting the need for different approaches to control SARS-CoV-2 transmission.
Collapse
Affiliation(s)
- Alex L Roederer
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Yi Cao
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Kerri St Denis
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Maegan L Sheehan
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Chia Jung Li
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Evan C Lam
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - David J Gregory
- Vaccine and Immunotherapy Center, Massachusetts General Hospital, Boston, MA 02129, USA; Pediatric Infectious Disease, Massachusetts General Hospital for Children, Boston, MA 02114, USA
| | - Mark C Poznansky
- Vaccine and Immunotherapy Center, Massachusetts General Hospital, Boston, MA 02129, USA; Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | - A John Iafrate
- Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - David H Canaday
- Case Western Reserve University School of Medicine, Cleveland, OH, USA; Geriatric Research Education and Clinical Center, Louis Stokes Cleveland Department of Veterans Affairs Medical Center, Cleveland, OH, USA
| | - Stefan Gravenstein
- Center of Innovation in Long-Term Services and Supports, Veterans Administration Medical Center, Providence, RI, USA; Division of Geriatrics and Palliative Medicine, Alpert Medical School of Brown University, Providence, RI, USA; Brown University School of Public Health Center for Gerontology and Healthcare Research, Providence, RI, USA
| | - Wilfredo F Garcia-Beltran
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | | |
Collapse
|
12
|
Akerman A, Fichter C, Milogiannakis V, Esneau C, Silva MR, Ison T, Lopez JA, Naing Z, Caguicla J, Amatayakul-Chantler S, Roth N, Manni S, Hauser T, Barnes T, Boss T, Condylios A, Yeang M, Sato K, Bartlett NN, Darley D, Matthews G, Stark DJ, Promsri S, Rawlinson WD, Murrell B, Kelleher AD, Dwyer D, Sintchenko V, Kok J, Ellis S, Marris K, Knight E, Hoad VC, Irving DO, Gosbell I, Brilot F, Wood J, Aggarwal A, Turville SG. Cross-sectional and longitudinal genotype to phenotype surveillance of SARS-CoV-2 variants over the first four years of the COVID-19 pandemic. EBioMedicine 2024; 110:105415. [PMID: 39549677 PMCID: PMC11599457 DOI: 10.1016/j.ebiom.2024.105415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 09/25/2024] [Accepted: 10/08/2024] [Indexed: 11/18/2024] Open
Abstract
BACKGROUND Continued phenotyping and ongoing molecular epidemiology are important in current and future monitoring of emerging SARS-CoV-2 lineages. Herein we developed pragmatic strategies to track the emergence, spread and phenotype of SARS-CoV-2 variants in Australia in an era of decreasing diagnostic PCR testing and focused cohort-based studies. This was aligned to longitudinal studies that span 4 years of the COVID-19 pandemic. METHODS Throughout 2023, we partnered with diagnostic pathology providers and pathogen genomics teams to identify relevant emerging or circulating variants in the New South Wales (NSW) community. We monitored emerging variants through viral culture, growth algorithms, neutralisation responses and changing entry requirements defined by ACE2 and TMPRSS2 receptor use. To frame this in the context of the pandemic stage, we continued to longitudinally track neutralisation responses at the population level using pooled Intravenous Immunoglobulins (IVIG) derived from in excess of 700,000 donations. FINDINGS In antibodies derived from recent individual donations and thousands of donations pooled in IVIGs, we observed continued neutralisation across prior and emerging variants with EG.5.1, HV.1, XCT and JN.1 ranked as the most evasive SARS-CoV-2 variants. Changes in the type I antibody site at Spike positions 452, 455 and 456 were associated with lowered neutralisation responses in XBB lineages. In longitudinal tracking of population immunity spanning three years, we observed continued maturation of neutralisation breadth to all SARS-CoV-2 variants over time. Whilst neutralisation responses initially displayed high levels of imprinting towards Ancestral and early pre-Omicron lineages, this was slowly countered by increased cross reactive breadth to all variants. We predicted JN.1 to have a marked transmission advantage in late 2023 and this eventuated globally at the start of 2024. We could not attribute this advantage to neutralisation resistance but rather propose that this growth advantage arises from the preferential utilisation of ACE2 pools that cannot engage TMPRSS2 at its Collectrin-Like Domain (CLD). INTERPRETATION The emergence of many SARS-CoV-2 lineages documented at the end of 2023 was found to be initially associated with lowered neutralisation responses. This continued to be countered by the gradual maturation of cross-reactive neutralisation responses over time. The later appearance and dominance of the divergent JN.1 lineage cannot be attributed to a lack of neutralisation responses alone, and our data supports that its dominance is a culmination of both lowered neutralisation and changes in ACE2/TMPRSS2 entry preferences. FUNDING This work was primarily supported by Australian Medical Foundation research grants MRF2005760 (ST, GM & WDR), MRF2001684 (ADK and ST) and Medical Research Future Fund Antiviral Development Call grant (WDR), Medical Research Future Fund COVID-19 grant (MRFF2001684, ADK & SGT) and the New South Wales Health COVID-19 Research Grants Round 2 (SGT).
Collapse
Affiliation(s)
- Anouschka Akerman
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia
| | - Christina Fichter
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia
| | - Vanessa Milogiannakis
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia
| | - Camille Esneau
- Hunter Medical Research Institute, University of Newcastle, Callaghan, Australia
| | - Mariana Ruiz Silva
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia
| | - Tim Ison
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia
| | - Joseph A Lopez
- Brain Autoimmunity Group, Kids Neuroscience Centre, Kids Research at the Children's Hospital at Westmead, Sydney, New South Wales, Australia
| | - Zin Naing
- Serology and Virology Division (SAViD), NSW HP SEALS, Randwick, Australia
| | - Joanna Caguicla
- Serology and Virology Division (SAViD), NSW HP SEALS, Randwick, Australia
| | | | - Nathan Roth
- Department of Bioanalytical Sciences, Plasma Product Development, Research & Development, CSL Behring AG, Bern, Switzerland
| | - Sandro Manni
- Department of Bioanalytical Sciences, Plasma Product Development, Research & Development, CSL Behring AG, Bern, Switzerland
| | - Thomas Hauser
- Department of Bioanalytical Sciences, Plasma Product Development, Research & Development, CSL Behring AG, Bern, Switzerland
| | - Thomas Barnes
- Department of Bioanalytical Sciences, Plasma Product Development, Research & Development, CSL Behring AG, Bern, Switzerland
| | - Tino Boss
- Department of Bioanalytical Sciences, Plasma Product Development, Research & Development, CSL Behring AG, Bern, Switzerland
| | - Anna Condylios
- Serology and Virology Division (SAViD), NSW HP SEALS, Randwick, Australia
| | - Malinna Yeang
- Serology and Virology Division (SAViD), NSW HP SEALS, Randwick, Australia
| | - Kenta Sato
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Nathan N Bartlett
- Brain Autoimmunity Group, Kids Neuroscience Centre, Kids Research at the Children's Hospital at Westmead, Sydney, New South Wales, Australia
| | - David Darley
- St Vincent's Hospital, Sydney, New South Wales, Australia
| | - Gail Matthews
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia; St Vincent's Hospital, Sydney, New South Wales, Australia
| | - Damien J Stark
- Molecular Diagnostic Medicine Laboratory, Sydpath, St Vincent's Hospital, Sydney, New South Wales, Australia
| | - Susan Promsri
- Histopath, Pinnacle Office Park, Building B, Level 2/4 Drake Ave, Macquarie Park NSW, 2113, Australia
| | | | - Benjamin Murrell
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Anthony D Kelleher
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia
| | - Dominic Dwyer
- Centre for Infectious Diseases & Microbiology - Public Health and Institute of Clinical Pathology & Medical Research (ICPMR), New South Wales Health Pathology, Westmead, New South Wales, 2145, Australia
| | - Vitali Sintchenko
- Centre for Infectious Diseases & Microbiology - Public Health and Institute of Clinical Pathology & Medical Research (ICPMR), New South Wales Health Pathology, Westmead, New South Wales, 2145, Australia
| | - Jen Kok
- Centre for Infectious Diseases & Microbiology - Public Health and Institute of Clinical Pathology & Medical Research (ICPMR), New South Wales Health Pathology, Westmead, New South Wales, 2145, Australia
| | - Sally Ellis
- New South Wales Ministry of Health, St Leonards, Australia
| | - Kelsi Marris
- New South Wales Ministry of Health, St Leonards, Australia
| | | | - Veronic C Hoad
- Australian Red Cross Lifeblood, Melbourne, Victoria, Australia
| | - David O Irving
- Australian Red Cross Lifeblood, Melbourne, Victoria, Australia
| | - Iain Gosbell
- Australian Red Cross Lifeblood, Melbourne, Victoria, Australia
| | - Fabienne Brilot
- Brain Autoimmunity Group, Kids Neuroscience Centre, Kids Research at the Children's Hospital at Westmead, Sydney, New South Wales, Australia
| | - James Wood
- School of Population Health, UNSW Sydney, Kensington, New South Wales, 2052, Australia
| | - Anupriya Aggarwal
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia
| | - Stuart G Turville
- The Kirby Institute, The University of New South Wales, Sydney, New South Wales, Australia.
| |
Collapse
|
13
|
Huan X, Zhan J, Gao H. Research progress of spike protein mutation of SARS-CoV-2 mutant strain and antibody development. Front Immunol 2024; 15:1407149. [PMID: 39624100 PMCID: PMC11609190 DOI: 10.3389/fimmu.2024.1407149] [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: 03/26/2024] [Accepted: 10/28/2024] [Indexed: 01/03/2025] Open
Abstract
The coronavirus disease 2019 (COVID-19) is a respiratory disease with a very high infectious rate caused by the Severe Acute Respiratory Syndrome Coronavirus-2(SARS-CoV-2). Because SARS-CoV-2 is easy to mutate, the continuous emergence of SARS-CoV-2 variant strains not only enhances the infectivity of the SARS-CoV-2 but also brings great obstacles to the treatment of COVID-19. Neutralizing antibodies have achieved good results in the clinical application of the novel coronavirus pneumonia, which can be used for pre-infection protection and treatment of novel coronavirus patients. This review makes a detailed introduction to the mutation characteristics of SARS-CoV-2, focusing on the molecular mechanism of mutation affecting the infectivity of SARS-CoV-2, and the impact of mutation on monoclonal antibody therapy, providing scientific reference for the prevention of SARS-CoV-2 variant strains and the research and development of antibody drugs.
Collapse
Affiliation(s)
| | | | - Hongwei Gao
- School of Life Science, Ludong University, Yantai, Shandong, China
| |
Collapse
|
14
|
Grisard HBDS, Schörner MA, Barazzetti FH, Wachter JK, Filho VB, Martinez REG, Venturi CM, Fongaro G, Bazzo ML, Wagner G. SARS-CoV-2 Genomic Variants and Their Relationship with the Expressional and Genomic Profile of Angiotensin-Converting Enzyme 2 (ACE2) and Transmembrane Serine Protease 2 (TMPRSS2). Microorganisms 2024; 12:2312. [PMID: 39597701 PMCID: PMC11596641 DOI: 10.3390/microorganisms12112312] [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: 10/16/2024] [Revised: 11/05/2024] [Accepted: 11/12/2024] [Indexed: 11/29/2024] Open
Abstract
Over the past four years, angiotensin-converting enzyme 2 (ACE2) and transmembrane serine protease 2 (TMPRSS2) have been extensively studied, given their important role in SARS-CoV-2 replication; however, most studies have failed to compare their behavior in the face of different SARS-CoV-2 genomic variants. Therefore, this study evaluated the influence of different variants in ACE2/TMPRSS2 expressional and genomic profiles. To achieve this, 160 nasopharyngeal samples, previously detected with SARS-CoV-2 via RT-qPCR (June 2020-July 2022), were quantified for ACE2/TMPRSS2 expression levels, also using RT-qPCR; SARS-CoV-2 genomic variants, along with polymorphisms in the ACE2/TMPRSS2 coding genes, were identified using nanopore sequencing. In order of appearance, the B.1.1.28, Zeta, Gamma, and Omicron variants were identified in this study. The ACE2 levels were higher when B.1.1.28 was present, possibly due to the ACE2/spike binding affinity; the TMPRSS2 levels were also higher in the presence of B.1.1.28, probably attributable to inefficient usage of the TMPRSS2 pathway by the other variants, as well as to the decrease in protease transcription factors when in the presence of Omicron. The rs2285666 (ACE2) polymorphism was less frequent when B.1.1.28 was present, which is befitting, since rs2285666 increases ACE2/spike binding affinity. In conclusion, SARS-CoV-2 genomic variants appear to exhibit varying impacts in regards to ACE2/TMPRSS2 genomic and expressional behavior.
Collapse
Affiliation(s)
- Henrique Borges da Silva Grisard
- Centro de Ciências Biológicas, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (V.B.F.); (G.W.)
| | - Marcos André Schörner
- Centro de Ciências da Saúde, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (M.A.S.); (F.H.B.); (J.K.W.); (R.E.G.M.); (C.M.V.); (M.L.B.)
| | - Fernando Hartmann Barazzetti
- Centro de Ciências da Saúde, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (M.A.S.); (F.H.B.); (J.K.W.); (R.E.G.M.); (C.M.V.); (M.L.B.)
| | - Julia Kinetz Wachter
- Centro de Ciências da Saúde, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (M.A.S.); (F.H.B.); (J.K.W.); (R.E.G.M.); (C.M.V.); (M.L.B.)
| | - Vilmar Benetti Filho
- Centro de Ciências Biológicas, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (V.B.F.); (G.W.)
| | - Rafael Emmanuel Godoy Martinez
- Centro de Ciências da Saúde, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (M.A.S.); (F.H.B.); (J.K.W.); (R.E.G.M.); (C.M.V.); (M.L.B.)
| | - Christinni Machado Venturi
- Centro de Ciências da Saúde, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (M.A.S.); (F.H.B.); (J.K.W.); (R.E.G.M.); (C.M.V.); (M.L.B.)
| | - Gislaine Fongaro
- Centro de Ciências Biológicas, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (V.B.F.); (G.W.)
| | - Maria Luiza Bazzo
- Centro de Ciências da Saúde, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (M.A.S.); (F.H.B.); (J.K.W.); (R.E.G.M.); (C.M.V.); (M.L.B.)
| | - Glauber Wagner
- Centro de Ciências Biológicas, Universidade Federal de Santa Catarina, Campus Florianópolis, Florianópolis 88040-900, Santa Catarina, Brazil; (V.B.F.); (G.W.)
| |
Collapse
|
15
|
Nithya Shree J, Premika T, Sharlin S, Annie Aglin A. Diverse approaches to express recombinant spike protein: A comprehensive review. Protein Expr Purif 2024; 223:106556. [PMID: 39009199 DOI: 10.1016/j.pep.2024.106556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Revised: 07/03/2024] [Accepted: 07/12/2024] [Indexed: 07/17/2024]
Abstract
The spike protein of the Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) is responsible for infecting host cells. It has two segments, S1 and S2. The S1 segment has a receptor-binding domain (RBD) that attaches to the host receptor angiotensin-converting enzyme 2 (ACE2). The S2 segment helps in the fusion of the viral cell membrane by creating a six-helical bundle through the two-heptad repeat domain. To develop effective vaccines and therapeutics against COVID-19, it is critical to express and purify the SARS-CoV-2 Spike protein. Extensive studies have been conducted on expression of a complete recombinant spike protein or its fragments. This review provides an in-depth analysis of the different expression systems employed for spike protein expression, along with their advantages and disadvantages.
Collapse
Affiliation(s)
- Jk Nithya Shree
- Department of Biotechnology, Mepco Schlenk Engineering College, Sivakasi, 626005, Tamilnadu, India
| | - T Premika
- Department of Biotechnology, Mepco Schlenk Engineering College, Sivakasi, 626005, Tamilnadu, India
| | - S Sharlin
- Department of Biotechnology, Mepco Schlenk Engineering College, Sivakasi, 626005, Tamilnadu, India
| | - A Annie Aglin
- Department of Biotechnology, Mepco Schlenk Engineering College, Sivakasi, 626005, Tamilnadu, India.
| |
Collapse
|
16
|
Huang J, Ma Q, Su Z, Cheng X. Advancements in the Development of Anti-SARS-CoV-2 Therapeutics. Int J Mol Sci 2024; 25:10820. [PMID: 39409149 PMCID: PMC11477007 DOI: 10.3390/ijms251910820] [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: 09/20/2024] [Revised: 09/29/2024] [Accepted: 09/29/2024] [Indexed: 10/20/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the virus that causes COVID-19, and so far, it has occurred five noteworthy variants of concern (VOC). SARS-CoV-2 invades cells by contacting its Spike (S) protein to its receptor on the host cell, angiotensin-converting enzyme 2 (ACE2). However, the high frequency of mutations in the S protein has limited the effectiveness of existing drugs against SARS-CoV-2 variants, particularly the Omicron variant. Therefore, it is critical to develop drugs that have highly effective antiviral activity against both SARS-CoV-2 and its variants in the future. This review provides an overview of the mechanism of SARS-CoV-2 infection and the current progress on anti-SARS-CoV-2 drugs.
Collapse
Affiliation(s)
- Junjie Huang
- Institute of Modern Fermentation Engineering and Future Foods, School of Light Industry and Food Engineering, Guangxi University, No. 100, Daxuedong Road, Nanning 530004, China;
| | - Qianqian Ma
- School of Pharmaceutical Sciences and Institute of Materia Medica, Xinjiang University, Urumqi 830017, China;
| | - Zhengding Su
- School of Pharmaceutical Sciences and Institute of Materia Medica, Xinjiang University, Urumqi 830017, China;
| | - Xiyao Cheng
- Institute of Modern Fermentation Engineering and Future Foods, School of Light Industry and Food Engineering, Guangxi University, No. 100, Daxuedong Road, Nanning 530004, China;
| |
Collapse
|
17
|
Asor R, Olerinyova A, Burnap SA, Kushwah MS, Soltermann F, Rudden LS, Hensen M, Vasiljevic S, Brun J, Hill M, Chang L, Dejnirattisai W, Supasa P, Mongkolsapaya J, Zhou D, Stuart DI, Screaton GR, Degiacomi MT, Zitzmann N, Benesch JLP, Struwe WB, Kukura P. Oligomerization-driven avidity correlates with SARS-CoV-2 cellular binding and inhibition. Proc Natl Acad Sci U S A 2024; 121:e2403260121. [PMID: 39298475 PMCID: PMC11459207 DOI: 10.1073/pnas.2403260121] [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: 02/20/2024] [Accepted: 06/28/2024] [Indexed: 09/21/2024] Open
Abstract
Cellular processes are controlled by the thermodynamics of the underlying biomolecular interactions. Frequently, structural investigations use one monomeric binding partner, while ensemble measurements of binding affinities generally yield one affinity representative of a 1:1 interaction, despite the majority of the proteome consisting of oligomeric proteins. For example, viral entry and inhibition in SARS-CoV-2 involve a trimeric spike surface protein, a dimeric angiotensin-converting enzyme 2 (ACE2) cell-surface receptor and dimeric antibodies. Here, we reveal that cooperativity correlates with infectivity and inhibition as opposed to 1:1 binding strength. We show that ACE2 oligomerizes spike more strongly for more infectious variants, while exhibiting weaker 1:1 affinity. Furthermore, we find that antibodies use induced oligomerization both as a primary inhibition mechanism and to enhance the effects of receptor-site blocking. Our results suggest that naive affinity measurements are poor predictors of potency, and introduce an antibody-based inhibition mechanism for oligomeric targets. More generally, they point toward a much broader role of induced oligomerization in controlling biomolecular interactions.
Collapse
Affiliation(s)
- Roi Asor
- Physical and Theoretical Chemistry, Department of Chemistry, University of Oxford, Oxford OX1 3QZ, United Kingdom
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Anna Olerinyova
- Physical and Theoretical Chemistry, Department of Chemistry, University of Oxford, Oxford OX1 3QZ, United Kingdom
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Sean A. Burnap
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
- Department of Biochemistry, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Manish S. Kushwah
- Physical and Theoretical Chemistry, Department of Chemistry, University of Oxford, Oxford OX1 3QZ, United Kingdom
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Fabian Soltermann
- Physical and Theoretical Chemistry, Department of Chemistry, University of Oxford, Oxford OX1 3QZ, United Kingdom
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Lucas S.P. Rudden
- Department of Physics, Durham University, DurhamDH1 3LE, United Kingdom
| | - Mario Hensen
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
- Department of Biochemistry, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Snežana Vasiljevic
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
- Department of Biochemistry, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Juliane Brun
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
- Department of Biochemistry, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Michelle Hill
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
- Department of Biochemistry, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Liu Chang
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, OxfordOX3 7BN, United Kingdom
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, OxfordOX3 7FZ, United Kingdom
| | - Wanwisa Dejnirattisai
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, OxfordOX3 7BN, United Kingdom
- Division of Emerging Infectious Disease, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkoknoi, Bangkok10700, Thailand
| | - Piyada Supasa
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, OxfordOX3 7BN, United Kingdom
| | - Juthathip Mongkolsapaya
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, OxfordOX3 7BN, United Kingdom
- Chinese Academy of Medical Science Oxford Institute, University of Oxford, OxfordOX3 7FZ, United Kingdom
| | - Daming Zhou
- Division of Structural Biology, Wellcome Centre for Human Genetics, University of Oxford, OxfordOX3 7BN, United Kingdom
| | - David I. Stuart
- Division of Structural Biology, Wellcome Centre for Human Genetics, University of Oxford, OxfordOX3 7BN, United Kingdom
- Diamond Light Source (United Kingdom), Harwell Science and Innovation Campus, DidcotOX110DE, United Kingdom
| | - Gavin R. Screaton
- Wellcome Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, OxfordOX3 7BN, United Kingdom
- Oxford University Hospitals National Health Service Foundation Trust, OxfordOX3 7JH, United Kingdom
| | | | - Nicole Zitzmann
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
- Department of Biochemistry, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Justin L. P. Benesch
- Physical and Theoretical Chemistry, Department of Chemistry, University of Oxford, Oxford OX1 3QZ, United Kingdom
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Weston B. Struwe
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
- Department of Biochemistry, University of Oxford, OxfordOX1 3QU, United Kingdom
| | - Philipp Kukura
- Physical and Theoretical Chemistry, Department of Chemistry, University of Oxford, Oxford OX1 3QZ, United Kingdom
- The Kavli Institute for Nanoscience Discovery, Dorothy Crowfoot Hodgkin Building, University of Oxford, OxfordOX1 3QU, United Kingdom
| |
Collapse
|
18
|
Zayou L, Prakash S, Vahed H, Dhanushkodi NR, Quadiri A, Belmouden A, Lemkhente Z, Chentoufi A, Gil D, Ulmer JB, BenMohamed L. Dynamics of Spike-Specific Neutralizing Antibodies Across Five-Year Emerging SARS-CoV-2 Variants of Concern Reveal Conserved Epitopes that Protect Against Severe COVID-19. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.22.614369. [PMID: 39386567 PMCID: PMC11463540 DOI: 10.1101/2024.09.22.614369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]
Abstract
Since early 2020, several SARS-CoV-2 variants of concern (VOCs) continue to emerge, evading waning antibody mediated immunity produced by the current Spike-alone based COVID-19 vaccines. This caused a prolonged and persistent COVID-19 pandemic that is going to enter its fifth year. Thus, the need remains for innovative next generation vaccines that would incorporate protective Spike-derived B-cell epitopes that resist immune evasion. Towards that goal, in this study we (i) Screened the sequences of Spike among many VOCs and identified conserved and non-conserved linear B-cell epitopes; (ii) Compared titers and neutralization antibodies specific to these conserved and non-conserved B-cell epitopes from serum of symptomatic and asymptomatic COVID-19 patients that were exposed to multiple VOCs across the 5-year COVID-19 pandemic, and (iii) Compared protective efficacy of conserved versus non-conserved B-cell epitopes against the most pathogenic Delta variant in a "humanized" ACE-2/HLA transgenic mouse model. We found robust conserved B-cell epitope-specific antibody titers and neutralization in sera from asymptomatic COVID-19 patients. In contrast, sera from symptomatic patients contained weaker antibody responses specific to conserved B-cell epitopes. A multi-epitope COVID-19 vaccine that incorporated the conserved B-cell epitopes, but not the non-conserved B-cell epitopes, significantly protected the ACE2/HLA transgenic mice against infection and COVID-19 like symptoms caused by the Delta variant. These findings underscore the importance of conserved B-cell epitopes in generating robust protective immunity against severe COVID-19 symptoms caused by various VOCs, providing valuable insights for the development of broad-spectrum next generation Coronavirus vaccines capable of conferring cross-variant protective immunity.
Collapse
Affiliation(s)
- Latifa Zayou
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, University of California Irvine, School of Medicine, Irvine, CA 92697
- Laboratory of Cell Biology and Molecular Genetics, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco
| | - Swayam Prakash
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, University of California Irvine, School of Medicine, Irvine, CA 92697
| | - Hawa Vahed
- Department of Vaccines and Immunotherapies, TechImmune, LLC, University Lab Partners, Irvine, CA 92660; USA
| | - Nisha Rajeswari Dhanushkodi
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, University of California Irvine, School of Medicine, Irvine, CA 92697
| | - Afshana Quadiri
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, University of California Irvine, School of Medicine, Irvine, CA 92697
| | - Ahmed Belmouden
- Laboratory of Cell Biology and Molecular Genetics, Faculty of Sciences, Ibn Zohr University, Agadir, Morocco
| | - Zohra Lemkhente
- Laboratory of Medical-Surgical, Biomedicine and infectiology Research, Faculty of Medicine and Pharmacy, Ibnou Zohr University, Agadir, Morocco
| | - Aziz Chentoufi
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, University of California Irvine, School of Medicine, Irvine, CA 92697
| | - Daniel Gil
- Department of Vaccines and Immunotherapies, TechImmune, LLC, University Lab Partners, Irvine, CA 92660; USA
| | - Jeffrey B. Ulmer
- Department of Vaccines and Immunotherapies, TechImmune, LLC, University Lab Partners, Irvine, CA 92660; USA
| | - Lbachir BenMohamed
- Laboratory of Cellular and Molecular Immunology, Gavin Herbert Eye Institute, University of California Irvine, School of Medicine, Irvine, CA 92697
- Department of Molecular Biology and Biochemistry
- Institute for Immunology; the University of California Irvine, School of Medicine, Irvine, CA 92697
- Department of Vaccines and Immunotherapies, TechImmune, LLC, University Lab Partners, Irvine, CA 92660; USA
| |
Collapse
|
19
|
Li P, Liu ZP. MuToN Quantifies Binding Affinity Changes upon Protein Mutations by Geometric Deep Learning. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2402918. [PMID: 38995072 PMCID: PMC11425207 DOI: 10.1002/advs.202402918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Revised: 06/04/2024] [Indexed: 07/13/2024]
Abstract
Assessing changes in protein-protein binding affinity due to mutations helps understanding a wide range of crucial biological processes within cells. Despite significant efforts to create accurate computational models, predicting how mutations affect affinity remains challenging due to the complexity of the biological mechanisms involved. In the present work, a geometric deep learning framework called MuToN is introduced for quantifying protein binding affinity change upon residue mutations. The method, designed with geometric attention networks, is mechanism-aware. It captures changes in the protein binding interfaces of mutated complexes and assesses the allosteric effects of amino acids. Experimental results highlight MuToN's superiority compared to existing methods. Additionally, MuToN's flexibility and effectiveness are illustrated by its precise predictions of binding affinity changes between SARS-CoV-2 variants and the ACE2 complex.
Collapse
Affiliation(s)
- Pengpai Li
- Department of Biomedical Engineering, School of Control Science and Engineering, Shandong University, Jinan, Shandong, 250061, China
| | - Zhi-Ping Liu
- Department of Biomedical Engineering, School of Control Science and Engineering, Shandong University, Jinan, Shandong, 250061, China
| |
Collapse
|
20
|
Kar M, Johnson KEE, Vanderheiden A, Elrod EJ, Floyd K, Geerling E, Stone ET, Salinas E, Banakis S, Wang W, Sathish S, Shrihari S, Davis-Gardner ME, Kohlmeier J, Pinto A, Klein R, Grakoui A, Ghedin E, Suthar MS. CD4 + and CD8 + T cells are required to prevent SARS-CoV-2 persistence in the nasal compartment. SCIENCE ADVANCES 2024; 10:eadp2636. [PMID: 39178263 PMCID: PMC11343035 DOI: 10.1126/sciadv.adp2636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 07/19/2024] [Indexed: 08/25/2024]
Abstract
SARS-CoV-2 infection induces the generation of virus-specific CD4+ and CD8+ effector and memory T cells. However, the contribution of T cells in controlling SARS-CoV-2 during infection is not well understood. Following infection of C57BL/6 mice, SARS-CoV-2-specific CD4+ and CD8+ T cells are recruited to the respiratory tract, and a vast proportion secrete the cytotoxic molecule granzyme B. Using depleting antibodies, we found that T cells within the lungs play a minimal role in viral control, and viral clearance occurs in the absence of both CD4+ and CD8+ T cells through 28 days postinfection. In the nasal compartment, depletion of both CD4+ and CD8+ T cells, but not individually, results in persistent, culturable virus replicating in the nasal epithelial layer through 28 days postinfection. Viral sequencing analysis revealed adapted mutations across the SARS-CoV-2 genome, including a large deletion in ORF6. Overall, our findings highlight the importance of T cells in controlling virus replication within the respiratory tract during SARS-CoV-2 infection.
Collapse
Affiliation(s)
- Meenakshi Kar
- Center for Childhood Infections and Vaccines of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
| | - Katherine E. E. Johnson
- Systems Genomics Section, Laboratory of Parasitic Diseases, DIR, NIAID, NIH, Bethesda, MD, USA
| | - Abigail Vanderheiden
- Center for Neuroimmunology and Neuroinfectious Diseases, Washington University School of Medicine, St. Louis, MO, USA
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Elizabeth J. Elrod
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
- Department of Medicine, Emory University School of Medicine, Emory University, Atlanta, GA, USA
| | - Katharine Floyd
- Center for Childhood Infections and Vaccines of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
| | - Elizabeth Geerling
- Department of Molecular Microbiology and Immunology, Saint Louis University School of Medicine, Saint Louis, MO, USA
| | - E. Taylor Stone
- Department of Molecular Microbiology and Immunology, Saint Louis University School of Medicine, Saint Louis, MO, USA
| | - Eduardo Salinas
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
- Department of Medicine, Emory University School of Medicine, Emory University, Atlanta, GA, USA
| | - Stephanie Banakis
- Systems Genomics Section, Laboratory of Parasitic Diseases, DIR, NIAID, NIH, Bethesda, MD, USA
| | - Wei Wang
- Systems Genomics Section, Laboratory of Parasitic Diseases, DIR, NIAID, NIH, Bethesda, MD, USA
| | - Shruti Sathish
- Systems Genomics Section, Laboratory of Parasitic Diseases, DIR, NIAID, NIH, Bethesda, MD, USA
| | - Swathi Shrihari
- Center for Childhood Infections and Vaccines of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
| | - Meredith E. Davis-Gardner
- Center for Childhood Infections and Vaccines of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
| | - Jacob Kohlmeier
- Department of Microbiology and Immunology, Emory University, Atlanta, GA, USA
| | - Amelia Pinto
- Department of Molecular Microbiology and Immunology, Saint Louis University School of Medicine, Saint Louis, MO, USA
| | - Robyn Klein
- Schulich School of Medicine and Dentistry, Department of Microbiology and Immunology, Western University, London, Ontario, Canada
- Schulich School of Medicine and Dentistry, Western Institute of Neuroscience, Western University, London, Ontario, Canada
| | - Arash Grakoui
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
- Department of Medicine, Emory University School of Medicine, Emory University, Atlanta, GA, USA
| | - Elodie Ghedin
- Systems Genomics Section, Laboratory of Parasitic Diseases, DIR, NIAID, NIH, Bethesda, MD, USA
| | - Mehul S. Suthar
- Center for Childhood Infections and Vaccines of Children’s Healthcare of Atlanta, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
- Department of Microbiology and Immunology, Emory University, Atlanta, GA, USA
| |
Collapse
|
21
|
Gagne M, Flynn BJ, Honeycutt CC, Flebbe DR, Andrew SF, Provost SJ, McCormick L, Van Ry A, McCarthy E, Todd JPM, Bao S, Teng IT, Marciano S, Rudich Y, Li C, Jain S, Wali B, Pessaint L, Dodson A, Cook A, Lewis MG, Andersen H, Zahradník J, Suthar MS, Nason MC, Foulds KE, Kwong PD, Roederer M, Schreiber G, Seder RA, Douek DC. Variant-proof high affinity ACE2 antagonist limits SARS-CoV-2 replication in upper and lower airways. Nat Commun 2024; 15:6894. [PMID: 39134521 PMCID: PMC11319446 DOI: 10.1038/s41467-024-51046-w] [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: 11/21/2023] [Accepted: 07/29/2024] [Indexed: 08/15/2024] Open
Abstract
SARS-CoV-2 has the capacity to evolve mutations that escape vaccine- and infection-acquired immunity and antiviral drugs. A variant-agnostic therapeutic agent that protects against severe disease without putting selective pressure on the virus would thus be a valuable biomedical tool that would maintain its efficacy despite the ongoing emergence of new variants. Here, we challenge male rhesus macaques with SARS-CoV-2 Delta-the most pathogenic variant in a highly susceptible animal model. At the time of challenge, we also treat the macaques with aerosolized RBD-62, a protein developed through multiple rounds of in vitro evolution of SARS-CoV-2 RBD to acquire 1000-fold enhanced ACE2 binding affinity. RBD-62 treatment equivalently suppresses virus replication in both upper and lower airways, a phenomenon not previously observed with clinically approved vaccines. Importantly, RBD-62 does not block the development of virus-specific T- and B-cell responses and does not elicit anti-drug immunity. These data provide proof-of-concept that RBD-62 can prevent severe disease from a highly virulent variant.
Collapse
Affiliation(s)
- Matthew Gagne
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Barbara J Flynn
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Christopher Cole Honeycutt
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Dillon R Flebbe
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Shayne F Andrew
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Samantha J Provost
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Lauren McCormick
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | | | - Elizabeth McCarthy
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
- Fred Hutch Cancer Center, Seattle, WA, USA
| | - John-Paul M Todd
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Saran Bao
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - I-Ting Teng
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Shir Marciano
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Yinon Rudich
- Department of Earth and Planetary Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Chunlin Li
- Department of Earth and Planetary Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Shilpi Jain
- Center for Childhood Infections and Vaccines, Children's Healthcare of Atlanta, Division of Infectious Diseases, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
| | - Bushra Wali
- Center for Childhood Infections and Vaccines, Children's Healthcare of Atlanta, Division of Infectious Diseases, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
| | | | | | | | | | | | - Jiří Zahradník
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Mehul S Suthar
- Center for Childhood Infections and Vaccines, Children's Healthcare of Atlanta, Division of Infectious Diseases, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
- Emory Vaccine Center, Emory University, Atlanta, GA, USA
- Emory National Primate Research Center, Atlanta, GA, USA
- Department of Microbiology and Immunology, Emory University, Atlanta, GA, USA
| | - Martha C Nason
- Biostatistics Research Branch, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Kathryn E Foulds
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Peter D Kwong
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Mario Roederer
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Gideon Schreiber
- Department of Biomolecular Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Robert A Seder
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA.
| | - Daniel C Douek
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA.
| |
Collapse
|
22
|
Waman VP, Ashford P, Lam SD, Sen N, Abbasian M, Woodridge L, Goldtzvik Y, Bordin N, Wu J, Sillitoe I, Orengo CA. Predicting human and viral protein variants affecting COVID-19 susceptibility and repurposing therapeutics. Sci Rep 2024; 14:14208. [PMID: 38902252 PMCID: PMC11190248 DOI: 10.1038/s41598-024-61541-1] [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: 11/07/2023] [Accepted: 05/07/2024] [Indexed: 06/22/2024] Open
Abstract
The COVID-19 disease is an ongoing global health concern. Although vaccination provides some protection, people are still susceptible to re-infection. Ostensibly, certain populations or clinical groups may be more vulnerable. Factors causing these differences are unclear and whilst socioeconomic and cultural differences are likely to be important, human genetic factors could influence susceptibility. Experimental studies indicate SARS-CoV-2 uses innate immune suppression as a strategy to speed-up entry and replication into the host cell. Therefore, it is necessary to understand the impact of variants in immunity-associated human proteins on susceptibility to COVID-19. In this work, we analysed missense coding variants in several SARS-CoV-2 proteins and their human protein interactors that could enhance binding affinity to SARS-CoV-2. We curated a dataset of 19 SARS-CoV-2: human protein 3D-complexes, from the experimentally determined structures in the Protein Data Bank and models built using AlphaFold2-multimer, and analysed the impact of missense variants occurring in the protein-protein interface region. We analysed 468 missense variants from human proteins and 212 variants from SARS-CoV-2 proteins and computationally predicted their impacts on binding affinities for the human viral protein complexes. We predicted a total of 26 affinity-enhancing variants from 13 human proteins implicated in increased binding affinity to SARS-CoV-2. These include key-immunity associated genes (TOMM70, ISG15, IFIH1, IFIT2, RPS3, PALS1, NUP98, AXL, ARF6, TRIMM, TRIM25) as well as important spike receptors (KREMEN1, AXL and ACE2). We report both common (e.g., Y13N in IFIH1) and rare variants in these proteins and discuss their likely structural and functional impact, using information on known and predicted functional sites. Potential mechanisms associated with immune suppression implicated by these variants are discussed. Occurrence of certain predicted affinity-enhancing variants should be monitored as they could lead to increased susceptibility and reduced immune response to SARS-CoV-2 infection in individuals/populations carrying them. Our analyses aid in understanding the potential impact of genetic variation in immunity-associated proteins on COVID-19 susceptibility and help guide drug-repurposing strategies.
Collapse
Affiliation(s)
- Vaishali P Waman
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Paul Ashford
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Su Datt Lam
- Department of Applied Physics, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, Bangi, Malaysia
| | - Neeladri Sen
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Mahnaz Abbasian
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Laurel Woodridge
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Yonathan Goldtzvik
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Nicola Bordin
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Jiaxin Wu
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Ian Sillitoe
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK
| | - Christine A Orengo
- Institute of Structural and Molecular Biology, University College London, London, WC1E 6BT, UK.
| |
Collapse
|
23
|
Ives CM, Nguyen L, Fogarty CA, Harbison AM, Durocher Y, Klassen J, Fadda E. Role of N343 glycosylation on the SARS-CoV-2 S RBD structure and co-receptor binding across variants of concern. eLife 2024; 13:RP95708. [PMID: 38864493 PMCID: PMC11168744 DOI: 10.7554/elife.95708] [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] [Indexed: 06/13/2024] Open
Abstract
Glycosylation of the SARS-CoV-2 spike (S) protein represents a key target for viral evolution because it affects both viral evasion and fitness. Successful variations in the glycan shield are difficult to achieve though, as protein glycosylation is also critical to folding and structural stability. Within this framework, the identification of glycosylation sites that are structurally dispensable can provide insight into the evolutionary mechanisms of the shield and inform immune surveillance. In this work, we show through over 45 μs of cumulative sampling from conventional and enhanced molecular dynamics (MD) simulations, how the structure of the immunodominant S receptor binding domain (RBD) is regulated by N-glycosylation at N343 and how this glycan's structural role changes from WHu-1, alpha (B.1.1.7), and beta (B.1.351), to the delta (B.1.617.2), and omicron (BA.1 and BA.2.86) variants. More specifically, we find that the amphipathic nature of the N-glycan is instrumental to preserve the structural integrity of the RBD hydrophobic core and that loss of glycosylation at N343 triggers a specific and consistent conformational change. We show how this change allosterically regulates the conformation of the receptor binding motif (RBM) in the WHu-1, alpha, and beta RBDs, but not in the delta and omicron variants, due to mutations that reinforce the RBD architecture. In support of these findings, we show that the binding of the RBD to monosialylated ganglioside co-receptors is highly dependent on N343 glycosylation in the WHu-1, but not in the delta RBD, and that affinity changes significantly across VoCs. Ultimately, the molecular and functional insight we provide in this work reinforces our understanding of the role of glycosylation in protein structure and function and it also allows us to identify the structural constraints within which the glycosylation site at N343 can become a hotspot for mutations in the SARS-CoV-2 S glycan shield.
Collapse
Affiliation(s)
- Callum M Ives
- Department of Chemistry, Maynooth UniversityMaynoothIreland
| | - Linh Nguyen
- Department of Chemistry, University of AlbertaEdmontonCanada
| | - Carl A Fogarty
- Department of Chemistry, Maynooth UniversityMaynoothIreland
| | | | - Yves Durocher
- Human Health Therapeutics Research Centre, Life Sciences Division, National Research Council CanadaQuébecCanada
- Département de Biochimie et Médecine Moléculaire, Université de MontréalQuébecCanada
| | - John Klassen
- Department of Chemistry, University of AlbertaEdmontonCanada
| | - Elisa Fadda
- School of Biological Sciences, University of SouthamptonSouthamptonUnited Kingdom
| |
Collapse
|
24
|
Tang X, Liu Y, Wang J, Long T, Yee Mok BW, Huang Y, Peng Z, Jia Q, Liu C, So PK, Pui-Kam Tse S, Hei Ng C, Liu S, Sun F, Tang S, Yao ZP, Chen H, Guo Y. Identifications of novel host cell factors that interact with the receptor-binding domain of the SARS-CoV-2 spike protein. J Biol Chem 2024; 300:107390. [PMID: 38777146 PMCID: PMC11237930 DOI: 10.1016/j.jbc.2024.107390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Revised: 04/08/2024] [Accepted: 04/25/2024] [Indexed: 05/25/2024] Open
Abstract
SARS-CoV-2 entry into host cells is facilitated by the interaction between the receptor-binding domain of its spike protein (CoV2-RBD) and host cell receptor, ACE2, promoting viral membrane fusion. The virus also uses endocytic pathways for entry, but the mediating host factors remain largely unknown. It is also unknown whether mutations in the RBD of SARS-CoV-2 variants promote interactions with additional host factors to promote viral entry. Here, we used the GST pull-down approach to identify novel surface-located host factors that bind to CoV2-RBD. One of these factors, SH3BP4, regulates internalization of CoV2-RBD in an ACE2-independent but integrin- and clathrin-dependent manner and mediates SARS-CoV-2 pseudovirus entry, suggesting that SH3BP4 promotes viral entry via the endocytic route. Many of the identified factors, including SH3BP4, ADAM9, and TMEM2, show stronger affinity to CoV2-RBD than to RBD of the less infective SARS-CoV, suggesting SARS-CoV-2-specific utilization. We also found factors preferentially binding to the RBD of the SARS-CoV-2 Delta variant, potentially enhancing its entry. These data identify the repertoire of host cell surface factors that function in the events leading to the entry of SARS-CoV-2.
Collapse
Affiliation(s)
- Xiao Tang
- Anhui Provincial Key Laboratory of Molecular Enzymology and Mechanism of Major Metabolic Diseases, College of Life Sciences, Anhui Normal University, Wuhu, China; Division of Life Science and State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong SAR, China
| | - Yang Liu
- Division of Life Science and State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong SAR, China
| | - Jinhui Wang
- Division of Life Science and State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong SAR, China
| | - Teng Long
- Department of Microbiology, The University of Hong Kong, Hong Kong SAR, China; Centre for Virology, Vaccinology and Therapeutics Limited, The University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Bobo Wing Yee Mok
- Department of Microbiology, The University of Hong Kong, Hong Kong SAR, China; Centre for Virology, Vaccinology and Therapeutics Limited, The University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Yan Huang
- Division of Life Science and State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong SAR, China
| | - Ziqing Peng
- Division of Life Science and State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong SAR, China
| | - Qinyu Jia
- State Key Laboratory of Chemical Biology and Drug Discovery, Research Institute for Future Food, Research Centre for Chinese Medicine Innovation, and Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
| | - Chengxi Liu
- State Key Laboratory of Chemical Biology and Drug Discovery, Research Institute for Future Food, Research Centre for Chinese Medicine Innovation, and Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
| | - Pui-Kin So
- State Key Laboratory of Chemical Biology and Drug Discovery, Research Institute for Future Food, Research Centre for Chinese Medicine Innovation, and Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
| | - Sirius Pui-Kam Tse
- State Key Laboratory of Chemical Biology and Drug Discovery, Research Institute for Future Food, Research Centre for Chinese Medicine Innovation, and Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
| | - Cheuk Hei Ng
- Division of Life Science and State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong SAR, China
| | - Shiyi Liu
- Thrust of Bioscience and Biomedical Engineering, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China
| | - Fei Sun
- Department of Chemical and Biological Engineering, Hong Kong University of Science and Technology, Hong Kong SAR, China
| | - Shaojun Tang
- Thrust of Bioscience and Biomedical Engineering, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China
| | - Zhong-Ping Yao
- State Key Laboratory of Chemical Biology and Drug Discovery, Research Institute for Future Food, Research Centre for Chinese Medicine Innovation, and Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Kowloon, Hong Kong SAR, China
| | - Honglin Chen
- Department of Microbiology, The University of Hong Kong, Hong Kong SAR, China; Centre for Virology, Vaccinology and Therapeutics Limited, The University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Yusong Guo
- Division of Life Science and State Key Laboratory of Molecular Neuroscience, The Hong Kong University of Science and Technology, Hong Kong SAR, China; Hong Kong University of Science and Technology, Shenzhen Research Institute, Shenzhen, China.
| |
Collapse
|
25
|
Yang Y, Li F, Du L. Therapeutic nanobodies against SARS-CoV-2 and other pathogenic human coronaviruses. J Nanobiotechnology 2024; 22:304. [PMID: 38822339 PMCID: PMC11140877 DOI: 10.1186/s12951-024-02573-7] [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: 02/18/2024] [Accepted: 05/20/2024] [Indexed: 06/02/2024] Open
Abstract
Nanobodies, single-domain antibodies derived from variable domain of camelid or shark heavy-chain antibodies, have unique properties with small size, strong binding affinity, easy construction in versatile formats, high neutralizing activity, protective efficacy, and manufactural capacity on a large-scale. Nanobodies have been arisen as an effective research tool for development of nanobiotechnologies with a variety of applications. Three highly pathogenic coronaviruses (CoVs), SARS-CoV-2, SARS-CoV, and MERS-CoV, have caused serious outbreaks or a global pandemic, and continue to post a threat to public health worldwide. The viral spike (S) protein and its cognate receptor-binding domain (RBD), which initiate viral entry and play a critical role in virus pathogenesis, are important therapeutic targets. This review describes pathogenic human CoVs, including viral structures and proteins, and S protein-mediated viral entry process. It also summarizes recent advances in development of nanobodies targeting these CoVs, focusing on those targeting the S protein and RBD. Finally, we discuss potential strategies to improve the efficacy of nanobodies against emerging SARS-CoV-2 variants and other CoVs with pandemic potential. It will provide important information for rational design and evaluation of therapeutic agents against emerging and reemerging pathogens.
Collapse
MESH Headings
- Single-Domain Antibodies/immunology
- Single-Domain Antibodies/pharmacology
- Single-Domain Antibodies/therapeutic use
- Single-Domain Antibodies/chemistry
- Humans
- SARS-CoV-2/immunology
- Spike Glycoprotein, Coronavirus/immunology
- Spike Glycoprotein, Coronavirus/chemistry
- Spike Glycoprotein, Coronavirus/metabolism
- Animals
- COVID-19/virology
- COVID-19/immunology
- COVID-19/therapy
- Coronavirus Infections/drug therapy
- Coronavirus Infections/immunology
- Coronavirus Infections/virology
- Middle East Respiratory Syndrome Coronavirus/immunology
- Virus Internalization/drug effects
- Pandemics
- Betacoronavirus/immunology
- Antibodies, Viral/immunology
- Antibodies, Viral/therapeutic use
- Pneumonia, Viral/drug therapy
- Pneumonia, Viral/virology
- Pneumonia, Viral/immunology
- Severe acute respiratory syndrome-related coronavirus/immunology
- Antibodies, Neutralizing/immunology
- Antibodies, Neutralizing/therapeutic use
Collapse
Affiliation(s)
- Yang Yang
- Roy J. Carver Department of Biochemistry, Biophysics and Molecular Biology, Iowa State University, Ames, IA, USA
| | - Fang Li
- Department of Pharmacology, University of Minnesota Medical School, Minneapolis, MN, USA.
- Center for Coronavirus Research, University of Minnesota, Minneapolis, MN, USA.
| | - Lanying Du
- Institute for Biomedical Sciences, Georgia State University, Atlanta, GA, USA.
| |
Collapse
|
26
|
Xue S, Han Y, Wu F, Wang Q. Mutations in the SARS-CoV-2 spike receptor binding domain and their delicate balance between ACE2 affinity and antibody evasion. Protein Cell 2024; 15:403-418. [PMID: 38442025 PMCID: PMC11131022 DOI: 10.1093/procel/pwae007] [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: 11/29/2023] [Accepted: 02/05/2024] [Indexed: 03/07/2024] Open
Abstract
Intensive selection pressure constrains the evolutionary trajectory of SARS-CoV-2 genomes and results in various novel variants with distinct mutation profiles. Point mutations, particularly those within the receptor binding domain (RBD) of SARS-CoV-2 spike (S) protein, lead to the functional alteration in both receptor engagement and monoclonal antibody (mAb) recognition. Here, we review the data of the RBD point mutations possessed by major SARS-CoV-2 variants and discuss their individual effects on ACE2 affinity and immune evasion. Many single amino acid substitutions within RBD epitopes crucial for the antibody evasion capacity may conversely weaken ACE2 binding affinity. However, this weakened effect could be largely compensated by specific epistatic mutations, such as N501Y, thus maintaining the overall ACE2 affinity for the spike protein of all major variants. The predominant direction of SARS-CoV-2 evolution lies neither in promoting ACE2 affinity nor evading mAb neutralization but in maintaining a delicate balance between these two dimensions. Together, this review interprets how RBD mutations efficiently resist antibody neutralization and meanwhile how the affinity between ACE2 and spike protein is maintained, emphasizing the significance of comprehensive assessment of spike mutations.
Collapse
Affiliation(s)
- Song Xue
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), Shanghai Institute of Infectious Disease and Biosecurity, Shanghai Frontiers Science Center of Pathogenic Microorganisms and Infection, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Yuru Han
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), Shanghai Institute of Infectious Disease and Biosecurity, Shanghai Frontiers Science Center of Pathogenic Microorganisms and Infection, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Fan Wu
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), Shanghai Institute of Infectious Disease and Biosecurity, Shanghai Frontiers Science Center of Pathogenic Microorganisms and Infection, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Qiao Wang
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), Shanghai Institute of Infectious Disease and Biosecurity, Shanghai Frontiers Science Center of Pathogenic Microorganisms and Infection, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai 200032, China
| |
Collapse
|
27
|
Elemam NM, Bouzid A, Alsafar H, Ahmed SBM, Hafezi S, Venkatachalam T, Eldohaji L, Al Hamidi T, Gerges PH, Halabi N, Hadj-Kacem H, Talaat IM, Taneera J, Sulaiman N, Maghazachi AA, Hamid Q, Hamoudi R, Saber-Ayad M. Association of specific ACE2 and TMPRSS2 variants with circulatory cytokines of COVID-19 Emirati patients. Front Immunol 2024; 15:1348229. [PMID: 38855114 PMCID: PMC11157456 DOI: 10.3389/fimmu.2024.1348229] [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: 12/02/2023] [Accepted: 05/06/2024] [Indexed: 06/11/2024] Open
Abstract
Introduction The COVID-19 pandemic represented one of the most significant challenges to researchers and healthcare providers. Several factors determine the disease severity, whereas none alone can explain the tremendous variability. The Single nucleotide variants (SNVs) in angiotensin-converting enzyme-2 (ACE2) and transmembrane serine protease type-2 (TMPRSS2) genes affect the virus entry and are considered possible risk factors for COVID-19. Methods We compiled a panel of gene variants from both genes and used in-silico analysis to predict their significance. We performed biological validation to assess their capacity to alter the ACE2 interaction with the virus spike protein. Subsequently, we conducted a retrospective comparative genome analysis on those variants in the Emirati patients with different disease severity (total of 96) along with 69 healthy control subjects. Results Our results showed that the Emirati population lacks the variants that were previously reported as associated with disease severity, whereas a new variant in ACE2 "Chr X:g.15584534" was associated with disease severity specifically among female patients. In-silico analysis revealed that the new variant can determine the ACE2 gene transcription. Several cytokines (GM-CSF and IL-6) and chemokines (MCP-1/CCL2, IL-8/CXCL8, and IP-10/CXCL10) were markedly increased in COVID-19 patients with a significant correlation with disease severity. The newly reported genetic variant of ACE2 showed a positive correlation with CD40L, IL-1β, IL-2, IL-15, and IL-17A in COVID-19 patients. Conclusion Whereas COVID-19 represents now a past pandemic, our study underscores the importance of genetic factors specific to a population, which can influence both the susceptibility to viral infections and the level of severity; subsequently expected required preparedness in different areas of the world.
Collapse
Affiliation(s)
- Noha M. Elemam
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Clinical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Amal Bouzid
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
| | - Habiba Alsafar
- Center for Biotechnology, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Department of Biomedical Engineering, College of Engineering, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
- Emirates Bio-Research Centre, Ministry of Interior, Abu Dhabi, United Arab Emirates
| | - Samrein BM Ahmed
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- College of Health, Wellbeing and Life Sciences, Department of Biosciences and Chemistry, Sheffield Hallam University, Sheffield, United Kingdom
| | - Shirin Hafezi
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
| | - Thenmozhi Venkatachalam
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Physiology and Immunology College of Medicine and Health Sciences, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Leen Eldohaji
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
| | - Tasneem Al Hamidi
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
| | - Peter Habib Gerges
- School of Information Technology and Computer Science (ITCS), Nile University, Giza, Egypt
| | - Nour Halabi
- Al Jalila Genomics Center of Excellence, Al Jalila Children’s Specialty Hospital, Dubai, United Arab Emirates
| | - Hassen Hadj-Kacem
- Department of Applied Biology, College of Sciences, University of Sharjah, Sharjah, United Arab Emirates
| | - Iman M. Talaat
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Clinical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Pathology Department, Faculty of Medicine, Alexandria University, Alexandria, Egypt
| | - Jalal Taneera
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Basic Medical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Nabil Sulaiman
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Family Medicine, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Azzam A. Maghazachi
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Clinical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Qutayba Hamid
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Clinical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Meakins-Christie Laboratories, Research Institute of the McGill University Health Center, Montreal, QC, Canada
| | - Rifat Hamoudi
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Clinical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Division of Surgery and Interventional Science, University College London, London, United Kingdom
| | - Maha Saber-Ayad
- Research Institute for Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- Department of Clinical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- College of Medicine, Cairo University, Giza, Egypt
| |
Collapse
|
28
|
Liu C, Zhou D, Dijokaite-Guraliuc A, Supasa P, Duyvesteyn HME, Ginn HM, Selvaraj M, Mentzer AJ, Das R, de Silva TI, Ritter TG, Plowright M, Newman TAH, Stafford L, Kronsteiner B, Temperton N, Lui Y, Fellermeyer M, Goulder P, Klenerman P, Dunachie SJ, Barton MI, Kutuzov MA, Dushek O, Fry EE, Mongkolsapaya J, Ren J, Stuart DI, Screaton GR. A structure-function analysis shows SARS-CoV-2 BA.2.86 balances antibody escape and ACE2 affinity. Cell Rep Med 2024; 5:101553. [PMID: 38723626 PMCID: PMC11148769 DOI: 10.1016/j.xcrm.2024.101553] [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: 10/06/2023] [Revised: 01/10/2024] [Accepted: 04/11/2024] [Indexed: 05/24/2024]
Abstract
BA.2.86, a recently described sublineage of SARS-CoV-2 Omicron, contains many mutations in the spike gene. It appears to have originated from BA.2 and is distinct from the XBB variants responsible for many infections in 2023. The global spread and plethora of mutations in BA.2.86 has caused concern that it may possess greater immune-evasive potential, leading to a new wave of infection. Here, we examine the ability of BA.2.86 to evade the antibody response to infection using a panel of vaccinated or naturally infected sera and find that it shows marginally less immune evasion than XBB.1.5. We locate BA.2.86 in the antigenic landscape of recent variants and look at its ability to escape panels of potent monoclonal antibodies generated against contemporary SARS-CoV-2 infections. We demonstrate, and provide a structural explanation for, increased affinity of BA.2.86 to ACE2, which may increase transmissibility.
Collapse
Affiliation(s)
- Chang Liu
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK; Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Daming Zhou
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK; Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK
| | | | - Piyada Supasa
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK
| | - Helen M E Duyvesteyn
- Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK
| | - Helen M Ginn
- Centre for Free Electron Laser Science, Hamburg, Germany
| | - Muneeswaran Selvaraj
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK
| | - Alexander J Mentzer
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK; NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Raksha Das
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK
| | - Thushan I de Silva
- Division of Clinical Medicine, School of Medicine and Population Health, University of Sheffield, Sheffield, UK; Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK
| | - Thomas G Ritter
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Megan Plowright
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK
| | | | - Lizzie Stafford
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Barbara Kronsteiner
- NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, UK; Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK
| | - Nigel Temperton
- Viral Pseudotype Unit, Medway School of Pharmacy, University of Kent and University of Greenwich Chatham Maritime, Kent ME4 4TB, UK
| | - Yuan Lui
- Radcliffe Department of Medicine, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Martin Fellermeyer
- Radcliffe Department of Medicine, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Philip Goulder
- Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK; Department of Paediatrics, University of Oxford, Oxford, UK
| | - Paul Klenerman
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK; Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK; Translational Gastroenterology Unit, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Susanna J Dunachie
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK; NDM Centre for Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, UK; Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK; Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand
| | - Michael I Barton
- Diamond Light Source Ltd, Harwell Science & Innovation Campus, Didcot, UK
| | - Mikhail A Kutuzov
- Diamond Light Source Ltd, Harwell Science & Innovation Campus, Didcot, UK
| | - Omer Dushek
- Diamond Light Source Ltd, Harwell Science & Innovation Campus, Didcot, UK
| | - Elizabeth E Fry
- Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK.
| | - Juthathip Mongkolsapaya
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK; Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK; Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand.
| | - Jingshan Ren
- Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK.
| | - David I Stuart
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK; Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK; Sir William Dunn School of Pathology, Oxford, UK.
| | - Gavin R Screaton
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK; Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK.
| |
Collapse
|
29
|
Kircheis R. In Silico Analyses Indicate a Lower Potency for Dimerization of TLR4/MD-2 as the Reason for the Lower Pathogenicity of Omicron Compared to Wild-Type Virus and Earlier SARS-CoV-2 Variants. Int J Mol Sci 2024; 25:5451. [PMID: 38791489 PMCID: PMC11121871 DOI: 10.3390/ijms25105451] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 05/08/2024] [Accepted: 05/09/2024] [Indexed: 05/26/2024] Open
Abstract
The SARS-CoV-2 Omicron variants have replaced all earlier variants, due to increased infectivity and effective evasion from infection- and vaccination-induced neutralizing antibodies. Compared to earlier variants of concern (VoCs), the Omicron variants show high TMPRSS2-independent replication in the upper airway organs, but lower replication in the lungs and lower mortality rates. The shift in cellular tropism and towards lower pathogenicity of Omicron was hypothesized to correlate with a lower toll-like receptor (TLR) activation, although the underlying molecular mechanisms remained undefined. In silico analyses presented here indicate that the Omicron spike protein has a lower potency to induce dimerization of TLR4/MD-2 compared to wild type virus despite a comparable binding activity to TLR4. A model illustrating the molecular consequences of the different potencies of the Omicron spike protein vs. wild-type spike protein for TLR4 activation is presented. Further analyses indicate a clear tendency for decreasing TLR4 dimerization potential during SARS-CoV-2 evolution via Alpha to Gamma to Delta to Omicron variants.
Collapse
|
30
|
Faraji N, Zeinali T, Joukar F, Aleali MS, Eslami N, Shenagari M, Mansour-Ghanaei F. Mutational dynamics of SARS-CoV-2: Impact on future COVID-19 vaccine strategies. Heliyon 2024; 10:e30208. [PMID: 38707429 PMCID: PMC11066641 DOI: 10.1016/j.heliyon.2024.e30208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Revised: 04/18/2024] [Accepted: 04/22/2024] [Indexed: 05/07/2024] Open
Abstract
The rapid emergence of multiple strains of Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) has sparked profound concerns regarding the ongoing evolution of the virus and its potential impact on global health. Classified by the World Health Organization (WHO) as variants of concern (VOC), these strains exhibit heightened transmissibility and pathogenicity, posing significant challenges to existing vaccine strategies. Despite widespread vaccination efforts, the continual evolution of SARS-CoV-2 variants presents a formidable obstacle to achieving herd immunity. Of particular concern is the coronavirus spike (S) protein, a pivotal viral surface protein crucial for host cell entry and infectivity. Mutations within the S protein have been shown to enhance transmissibility and confer resistance to antibody-mediated neutralization, undermining the efficacy of traditional vaccine platforms. Moreover, the S protein undergoes rapid molecular evolution under selective immune pressure, leading to the emergence of diverse variants with distinct mutation profiles. This review underscores the urgent need for vigilance and adaptation in vaccine development efforts to combat the evolving landscape of SARS-CoV-2 mutations and ensure the long-term effectiveness of global immunization campaigns.
Collapse
Affiliation(s)
- Niloofar Faraji
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Tahereh Zeinali
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Farahnaz Joukar
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Maryam Sadat Aleali
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Narges Eslami
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| | - Mohammad Shenagari
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
- Department of Microbiology, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Fariborz Mansour-Ghanaei
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, Rasht, Iran
| |
Collapse
|
31
|
Ose NJ, Campitelli P, Modi T, Kazan IC, Kumar S, Ozkan SB. Some mechanistic underpinnings of molecular adaptations of SARS-COV-2 spike protein by integrating candidate adaptive polymorphisms with protein dynamics. eLife 2024; 12:RP92063. [PMID: 38713502 PMCID: PMC11076047 DOI: 10.7554/elife.92063] [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] [Indexed: 05/08/2024] Open
Abstract
We integrate evolutionary predictions based on the neutral theory of molecular evolution with protein dynamics to generate mechanistic insight into the molecular adaptations of the SARS-COV-2 spike (S) protein. With this approach, we first identified candidate adaptive polymorphisms (CAPs) of the SARS-CoV-2 S protein and assessed the impact of these CAPs through dynamics analysis. Not only have we found that CAPs frequently overlap with well-known functional sites, but also, using several different dynamics-based metrics, we reveal the critical allosteric interplay between SARS-CoV-2 CAPs and the S protein binding sites with the human ACE2 (hACE2) protein. CAPs interact far differently with the hACE2 binding site residues in the open conformation of the S protein compared to the closed form. In particular, the CAP sites control the dynamics of binding residues in the open state, suggesting an allosteric control of hACE2 binding. We also explored the characteristic mutations of different SARS-CoV-2 strains to find dynamic hallmarks and potential effects of future mutations. Our analyses reveal that Delta strain-specific variants have non-additive (i.e., epistatic) interactions with CAP sites, whereas the less pathogenic Omicron strains have mostly additive mutations. Finally, our dynamics-based analysis suggests that the novel mutations observed in the Omicron strain epistatically interact with the CAP sites to help escape antibody binding.
Collapse
Affiliation(s)
- Nicholas James Ose
- Department of Physics and Center for Biological Physics, Arizona State UniversityTempeUnited States
| | - Paul Campitelli
- Department of Physics and Center for Biological Physics, Arizona State UniversityTempeUnited States
| | - Tushar Modi
- Department of Physics and Center for Biological Physics, Arizona State UniversityTempeUnited States
| | - I Can Kazan
- Department of Physics and Center for Biological Physics, Arizona State UniversityTempeUnited States
| | - Sudhir Kumar
- Institute for Genomics and Evolutionary Medicine, Temple UniversityPhiladelphiaUnited States
- Department of Biology, Temple UniversityPhiladelphiaUnited States
- Center for Genomic Medicine Research, King Abdulaziz UniversityJeddahSaudi Arabia
| | - Sefika Banu Ozkan
- Department of Physics and Center for Biological Physics, Arizona State UniversityTempeUnited States
| |
Collapse
|
32
|
Yin Q, Liu W, Jiang Y, Feng Q, Wang X, Dou H, Liu Z, He F, Fan Y, Jiao B, Jiao B. Comprehensive genomic analysis of the SARS-CoV-2 Omicron variant BA.2.76 in Jining City, China, 2022. BMC Genomics 2024; 25:378. [PMID: 38632523 PMCID: PMC11022347 DOI: 10.1186/s12864-024-10246-w] [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: 12/03/2023] [Accepted: 03/21/2024] [Indexed: 04/19/2024] Open
Abstract
OBJECTIVE This study aims to analyze the molecular characteristics of the novel coronavirus (SARS-CoV-2) Omicron variant BA.2.76 in Jining City, China. METHODS Whole-genome sequencing was performed on 87 cases of SARS-CoV-2 infection. Evolutionary trees were constructed using bioinformatics software to analyze sequence homology, variant sites, N-glycosylation sites, and phosphorylation sites. RESULTS All 87 SARS-CoV-2 whole-genome sequences were classified under the evolutionary branch of the Omicron variant BA.2.76. Their similarity to the reference strain Wuhan-Hu-1 ranged from 99.72 to 99.74%. In comparison to the reference strain Wuhan-Hu-1, the 87 sequences exhibited 77-84 nucleotide differences and 27 nucleotide deletions. A total of 69 amino acid variant sites, 9 amino acid deletions, and 1 stop codon mutation were identified across 18 proteins. Among them, the spike (S) protein exhibited the highest number of variant sites, and the ORF8 protein showed a Q27 stop mutation. Multiple proteins displayed variations in glycosylation and phosphorylation sites. CONCLUSION SARS-CoV-2 continues to evolve, giving rise to new strains with enhanced transmission, stronger immune evasion capabilities, and reduced pathogenicity. The application of high-throughput sequencing technologies in the epidemic prevention and control of COVID-19 provides crucial insights into the evolutionary and variant characteristics of the virus at the genomic level, thereby holding significant implications for the prevention and control of the COVID-19 pandemic.
Collapse
Affiliation(s)
- Qiang Yin
- Department of Laboratory, Jining Center for Disease Control and Prevention, Jining, China
| | - Wei Liu
- Department of Laboratory, Jining Center for Disease Control and Prevention, Jining, China
| | - Yajuan Jiang
- Department of Laboratory, Jining Center for Disease Control and Prevention, Jining, China
| | - Qiang Feng
- Department of Laboratory, Rencheng Center for Disease Control and Prevention, Jining, China
| | - Xiaoyu Wang
- Department of Laboratory, Jining Center for Disease Control and Prevention, Jining, China
| | - Huixin Dou
- Department of Laboratory, Jining Center for Disease Control and Prevention, Jining, China
| | - Zanzan Liu
- Department of Laboratory, Jining Center for Disease Control and Prevention, Jining, China
| | - Feifei He
- Computer Information Technology, Northern Arizona University, Arizona, USA
| | - Yingying Fan
- Department of Laboratory, Jining Center for Disease Control and Prevention, Jining, China.
| | - Baihai Jiao
- Department of Medicine, School of Medicine, University of Connecticut Health Center, Farmington, CT, USA.
| | - Boyan Jiao
- Department of Laboratory, Jining Center for Disease Control and Prevention, Jining, China.
| |
Collapse
|
33
|
Chen Y, Liu C, Fang Y, Chen W, Qiu J, Zhu M, Wei W, Tu J. Developing CAR-immune cell therapy against SARS-CoV-2: Current status, challenges and prospects. Biochem Pharmacol 2024; 222:116066. [PMID: 38373592 DOI: 10.1016/j.bcp.2024.116066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 02/16/2024] [Indexed: 02/21/2024]
Abstract
Chimeric antigen receptor (CAR)-immune cell therapy has revolutionized the anti-tumor field, achieving efficient and precise tumor clearance by directly guiding immune cell activity to target tumors. In addition, the use of CAR-immune cells to influence the composition and function of the immune system and ultimately achieve virus clearance and immune system homeostasis has attracted the interest of researchers. Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) triggered a global pandemic of coronavirus disease 2019 (COVID-19). To date, the rapidly mutating SARS-CoV-2 continues to challenge existing therapies and has raised public concerns regarding reinfection. In patients with COVID-19, the interaction of SARS-CoV-2 with the immune system influences the course of the disease, and the coexistence of over-activated immune system components, such as macrophages, and severely compromised immune system components, such as natural killer cells, reveals a dysregulated immune system. Dysregulated immune-induced inflammation may impair viral clearance and T-cell responses, causing cytokine storms and ultimately leading to patient death. Here, we summarize the research progress on the use of CAR-immune cells against SARS-CoV-2 infection. Furthermore, we discuss the feasibility, challenges and prospect of CAR-immune cells as a new immune candidate therapy against SARS-CoV-2.
Collapse
Affiliation(s)
- Yizhao Chen
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China
| | - Chong Liu
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China
| | - Yilong Fang
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China
| | - Weile Chen
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China
| | - Jiaqi Qiu
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China
| | - Mengjuan Zhu
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China
| | - Wei Wei
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China.
| | - Jiajie Tu
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China.
| |
Collapse
|
34
|
Zhou D, Supasa P, Liu C, Dijokaite-Guraliuc A, Duyvesteyn HME, Selvaraj M, Mentzer AJ, Das R, Dejnirattisai W, Temperton N, Klenerman P, Dunachie SJ, Fry EE, Mongkolsapaya J, Ren J, Stuart DI, Screaton GR. The SARS-CoV-2 neutralizing antibody response to SD1 and its evasion by BA.2.86. Nat Commun 2024; 15:2734. [PMID: 38548763 PMCID: PMC10978878 DOI: 10.1038/s41467-024-46982-6] [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: 12/22/2023] [Accepted: 03/15/2024] [Indexed: 04/01/2024] Open
Abstract
Under pressure from neutralising antibodies induced by vaccination or infection the SARS-CoV-2 spike gene has become a hotspot for evolutionary change, leading to the failure of all mAbs developed for clinical use. Most potent antibodies bind to the receptor binding domain which has become heavily mutated. Here we study responses to a conserved epitope in sub-domain-1 (SD1) of spike which have become more prominent because of mutational escape from antibodies directed to the receptor binding domain. Some SD1 reactive mAbs show potent and broad neutralization of SARS-CoV-2 variants. We structurally map the dominant SD1 epitope and provide a mechanism of action by blocking interaction with ACE2. Mutations in SD1 have not been sustained to date, but one, E554K, leads to escape from mAbs. This mutation has now emerged in several sublineages including BA.2.86, reflecting selection pressure on the virus exerted by the increasing prominence of the anti-SD1 response.
Collapse
Affiliation(s)
- Daming Zhou
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK
- Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK
- College of Life Sciences, Zhejiang University, Hangzhou, 310058, China
| | - Piyada Supasa
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Chang Liu
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Helen M E Duyvesteyn
- Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK
| | - Muneeswaran Selvaraj
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Alexander J Mentzer
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Raksha Das
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Wanwisa Dejnirattisai
- Division of Emerging Infectious Disease, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok-Noi, Bangkok, 10700, Thailand
| | - Nigel Temperton
- Viral Pseudotype Unit, Medway School of Pharmacy, University of Kent and Greenwich Chatham Maritime, Kent, ME4 4TB, UK
| | - Paul Klenerman
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
- Peter Medawar Building for Pathogen Research, University of Oxford, Oxford, UK
- Translational Gastroenterology Unit, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Susanna J Dunachie
- NIHR Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
- NDM Centre For Global Health Research, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Mahidol-Oxford Tropical Medicine Research Unit, Bangkok, Thailand
| | - Elizabeth E Fry
- Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK.
| | - Juthathip Mongkolsapaya
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK.
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK.
- Mahidol-Oxford Tropical Medicine Research Unit, Bangkok, Thailand.
| | - Jingshan Ren
- Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK.
| | - David I Stuart
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK.
- Division of Structural Biology, Nuffield Department of Medicine, University of Oxford, Centre for Human Genetics, Oxford, UK.
- Diamond Light Source Ltd, Harwell Science & Innovation Campus, Didcot, UK.
| | - Gavin R Screaton
- Chinese Academy of Medical Science (CAMS) Oxford Institute (COI), University of Oxford, Oxford, UK.
- Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, Oxford, UK.
| |
Collapse
|
35
|
Raisinghani N, Alshahrani M, Gupta G, Xiao S, Tao P, Verkhivker G. AlphaFold2-Enabled Atomistic Modeling of Structure, Conformational Ensembles, and Binding Energetics of the SARS-CoV-2 Omicron BA.2.86 Spike Protein with ACE2 Host Receptor and Antibodies: Compensatory Functional Effects of Binding Hotspots in Modulating Mechanisms of Receptor Binding and Immune Escape. J Chem Inf Model 2024; 64:1657-1681. [PMID: 38373700 DOI: 10.1021/acs.jcim.3c01857] [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: 02/21/2024]
Abstract
The latest wave of SARS-CoV-2 Omicron variants displayed a growth advantage and increased viral fitness through convergent evolution of functional hotspots that work synchronously to balance fitness requirements for productive receptor binding and efficient immune evasion. In this study, we combined AlphaFold2-based structural modeling approaches with atomistic simulations and mutational profiling of binding energetics and stability for prediction and comprehensive analysis of the structure, dynamics, and binding of the SARS-CoV-2 Omicron BA.2.86 spike variant with ACE2 host receptor and distinct classes of antibodies. We adapted several AlphaFold2 approaches to predict both the structure and conformational ensembles of the Omicron BA.2.86 spike protein in the complex with the host receptor. The results showed that the AlphaFold2-predicted structural ensemble of the BA.2.86 spike protein complex with ACE2 can accurately capture the main conformational states of the Omicron variant. Complementary to AlphaFold2 structural predictions, microsecond molecular dynamics simulations reveal the details of the conformational landscape and produced equilibrium ensembles of the BA.2.86 structures that are used to perform mutational scanning of spike residues and characterize structural stability and binding energy hotspots. The ensemble-based mutational profiling of the receptor binding domain residues in the BA.2 and BA.2.86 spike complexes with ACE2 revealed a group of conserved hydrophobic hotspots and critical variant-specific contributions of the BA.2.86 convergent mutational hotspots R403K, F486P, and R493Q. To examine the immune evasion properties of BA.2.86 in atomistic detail, we performed structure-based mutational profiling of the spike protein binding interfaces with distinct classes of antibodies that displayed significantly reduced neutralization against the BA.2.86 variant. The results revealed the molecular basis of compensatory functional effects of the binding hotspots, showing that BA.2.86 lineage may have evolved to outcompete other Omicron subvariants by improving immune evasion while preserving binding affinity with ACE2 via through a compensatory effect of R493Q and F486P convergent mutational hotspots. This study demonstrated that an integrative approach combining AlphaFold2 predictions with complementary atomistic molecular dynamics simulations and robust ensemble-based mutational profiling of spike residues can enable accurate and comprehensive characterization of structure, dynamics, and binding mechanisms of newly emerging Omicron variants.
Collapse
Affiliation(s)
- Nishank Raisinghani
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, California 92866, United States of America
| | - Mohammed Alshahrani
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, California 92866, United States of America
| | - Grace Gupta
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, California 92866, United States of America
| | - Sian Xiao
- Department of Chemistry, Center for Research Computing, Center for Drug Discovery, Design, and Delivery (CD4), Southern Methodist University, Dallas, Texas 75275, United States of America
| | - Peng Tao
- Department of Chemistry, Center for Research Computing, Center for Drug Discovery, Design, and Delivery (CD4), Southern Methodist University, Dallas, Texas 75275, United States of America
| | - Gennady Verkhivker
- Keck Center for Science and Engineering, Graduate Program in Computational and Data Sciences, Schmid College of Science and Technology, Chapman University, Orange, California 92866, United States of America
- Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, California 92618, United States of America
| |
Collapse
|
36
|
Bauer MS, Gruber S, Hausch A, Melo MCR, Gomes PSFC, Nicolaus T, Milles LF, Gaub HE, Bernardi RC, Lipfert J. Single-molecule force stability of the SARS-CoV-2-ACE2 interface in variants-of-concern. NATURE NANOTECHNOLOGY 2024; 19:399-405. [PMID: 38012274 DOI: 10.1038/s41565-023-01536-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Accepted: 09/26/2023] [Indexed: 11/29/2023]
Abstract
Mutations in SARS-CoV-2 have shown effective evasion of population immunity and increased affinity to the cellular receptor angiotensin-converting enzyme 2 (ACE2). However, in the dynamic environment of the respiratory tract, forces act on the binding partners, which raises the question of whether not only affinity but also force stability of the SARS-CoV-2-ACE2 interaction might be a selection factor for mutations. Using magnetic tweezers, we investigate the impact of amino acid substitutions in variants of concern (Alpha, Beta, Gamma and Delta) and on force-stability and bond kinetic of the receptor-binding domain-ACE2 interface at a single-molecule resolution. We find a higher affinity for all of the variants of concern (>fivefold) compared with the wild type. In contrast, Alpha is the only variant of concern that shows higher force stability (by 17%) compared with the wild type. Using molecular dynamics simulations, we rationalize the mechanistic molecular origins of this increase in force stability. Our study emphasizes the diversity of contributions to the transmissibility of variants and establishes force stability as one of the several factors for fitness. Understanding fitness advantages opens the possibility for the prediction of probable mutations, allowing a rapid adjustment of therapeutics, vaccines and intervention measures.
Collapse
Affiliation(s)
- Magnus S Bauer
- Department of Physics and Center for NanoScience (CeNS), LMU Munich, Munich, Germany
- Department of Chemical Engineering, Stanford University, Stanford, CA, USA
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | - Sophia Gruber
- Department of Physics and Center for NanoScience (CeNS), LMU Munich, Munich, Germany
| | - Adina Hausch
- Department of Physics and Center for NanoScience (CeNS), LMU Munich, Munich, Germany
- Center for Protein Assemblies, TUM School of Natural Sciences, Technical University of Munich, Munich, Germany
| | | | | | - Thomas Nicolaus
- Department of Physics and Center for NanoScience (CeNS), LMU Munich, Munich, Germany
| | - Lukas F Milles
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | - Hermann E Gaub
- Department of Physics and Center for NanoScience (CeNS), LMU Munich, Munich, Germany
| | | | - Jan Lipfert
- Department of Physics and Center for NanoScience (CeNS), LMU Munich, Munich, Germany.
- Department of Physics and Debye Institute for Nanomaterials Science, Utrecht University, Utrecht, The Netherlands.
| |
Collapse
|
37
|
Behboudi E, Nooreddin Faraji S, Daryabor G, Mohammad Ali Hashemi S, Asadi M, Edalat F, Javad Raee M, Hatam G. SARS-CoV-2 mechanisms of cell tropism in various organs considering host factors. Heliyon 2024; 10:e26577. [PMID: 38420467 PMCID: PMC10901034 DOI: 10.1016/j.heliyon.2024.e26577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 01/30/2024] [Accepted: 02/15/2024] [Indexed: 03/02/2024] Open
Abstract
A critical step in the drug design for SARS-CoV-2 is to discover its molecular targets. This study comprehensively reviewed the molecular mechanisms of SARS-CoV-2, exploring host cell tropism and interaction targets crucial for cell entry. The findings revealed that beyond ACE2 as the primary entry receptor, alternative receptors, co-receptors, and several proteases such as TMPRSS2, Furin, Cathepsin L, and ADAM play critical roles in virus entry and subsequent pathogenesis. Additionally, SARS-CoV-2 displays tropism in various human organs due to its diverse receptors. This review delves into the intricate details of receptors, host proteases, and the involvement of each organ. Polymorphisms in the ACE2 receptor and mutations in the spike or its RBD region contribute to the emergence of variants like Alpha, Beta, Gamma, Delta, and Omicron, impacting the pathogenicity of SARS-CoV-2. The challenge posed by mutations raises questions about the effectiveness of existing vaccines and drugs, necessitating consideration for updates in their formulations. In the urgency of these critical situations, repurposed drugs such as Camostat Mesylate and Nafamostat Mesylate emerge as viable pharmaceutical options. Numerous drugs are involved in inhibiting receptors and host factors crucial for SARS-CoV-2 entry, with most discussed in this review. In conclusion, this study may provide valuable insights to inform decisions in therapeutic approaches.
Collapse
Affiliation(s)
- Emad Behboudi
- Department of Basic Medical Sciences, Khoy University of Medical Sciences, Khoy, Iran
| | - Seyed Nooreddin Faraji
- Department of Pathology, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Gholamreza Daryabor
- Autoimmune Diseases Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Seyed Mohammad Ali Hashemi
- Department of Bacteriology & Virology, Shiraz University of Medical Sciences, Shiraz, Iran
- Department of Microbiology, Golestan University of Medical Sciences, Gorgan, Iran
| | - Maryam Asadi
- Department of Molecular Medicine, School of Advanced Medical Sciences and Technologies, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Fahime Edalat
- Department of Bacteriology & Virology, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mohammad Javad Raee
- Center for Nanotechnology in Drug Delivery, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Gholamreza Hatam
- Basic Sciences in Infectious Diseases Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| |
Collapse
|
38
|
Fournelle D, Mostefai F, Brunet-Ratnasingham E, Poujol R, Grenier JC, Gálvez JH, Pagliuzza A, Levade I, Moreira S, Benlarbi M, Beaudoin-Bussières G, Gendron-Lepage G, Bourassa C, Tauzin A, Grandjean Lapierre S, Chomont N, Finzi A, Kaufmann DE, Craig M, Hussin JG. Intra-Host Evolution Analyses in an Immunosuppressed Patient Supports SARS-CoV-2 Viral Reservoir Hypothesis. Viruses 2024; 16:342. [PMID: 38543708 PMCID: PMC10974702 DOI: 10.3390/v16030342] [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: 01/26/2024] [Revised: 02/17/2024] [Accepted: 02/20/2024] [Indexed: 05/23/2024] Open
Abstract
Throughout the SARS-CoV-2 pandemic, several variants of concern (VOCs) have been identified, many of which share recurrent mutations in the spike glycoprotein's receptor-binding domain (RBD). This region coincides with known epitopes and can therefore have an impact on immune escape. Protracted infections in immunosuppressed patients have been hypothesized to lead to an enrichment of such mutations and therefore drive evolution towards VOCs. Here, we present the case of an immunosuppressed patient that developed distinct populations with immune escape mutations throughout the course of their infection. Notably, by investigating the co-occurrence of substitutions on individual sequencing reads in the RBD, we found quasispecies harboring mutations that confer resistance to known monoclonal antibodies (mAbs) such as S:E484K and S:E484A. These mutations were acquired without the patient being treated with mAbs nor convalescent sera and without them developing a detectable immune response to the virus. We also provide additional evidence for a viral reservoir based on intra-host phylogenetics, which led to a viral substrain that evolved elsewhere in the patient's body, colonizing their upper respiratory tract (URT). The presence of SARS-CoV-2 viral reservoirs can shed light on protracted infections interspersed with periods where the virus is undetectable, and potential explanations for long-COVID cases.
Collapse
Affiliation(s)
- Dominique Fournelle
- Research Centre Montreal Heart Institute, Montréal, QC H1T 1C8, Canada; (D.F.); (F.M.); (R.P.); (J.-C.G.)
- Département de Biochimie et Médecine Moléculaire, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Fatima Mostefai
- Research Centre Montreal Heart Institute, Montréal, QC H1T 1C8, Canada; (D.F.); (F.M.); (R.P.); (J.-C.G.)
- Département de Biochimie et Médecine Moléculaire, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Elsa Brunet-Ratnasingham
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Raphaël Poujol
- Research Centre Montreal Heart Institute, Montréal, QC H1T 1C8, Canada; (D.F.); (F.M.); (R.P.); (J.-C.G.)
| | - Jean-Christophe Grenier
- Research Centre Montreal Heart Institute, Montréal, QC H1T 1C8, Canada; (D.F.); (F.M.); (R.P.); (J.-C.G.)
| | - José Héctor Gálvez
- Canadian Centre for Computational Genomics, Montréal, QC H3A 0G1, Canada;
| | - Amélie Pagliuzza
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
| | - Inès Levade
- Laboratoire de Santé Publique du Québec, Institut National de Santé Publique du Québec, Sainte-Anne-de-Bellevue, QC H9X 3R5, Canada; (I.L.)
| | - Sandrine Moreira
- Laboratoire de Santé Publique du Québec, Institut National de Santé Publique du Québec, Sainte-Anne-de-Bellevue, QC H9X 3R5, Canada; (I.L.)
| | - Mehdi Benlarbi
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Guillaume Beaudoin-Bussières
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Gabrielle Gendron-Lepage
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
| | - Catherine Bourassa
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
| | - Alexandra Tauzin
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Simon Grandjean Lapierre
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Nicolas Chomont
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Andrés Finzi
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montréal, QC H3C 3J7, Canada
| | - Daniel E. Kaufmann
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal (CRCHUM), Montréal, QC H2X 0A9, Canada; (E.B.-R.); (A.P.); (M.B.); (G.B.-B.); (G.G.-L.); (C.B.); (A.T.); (S.G.L.); (N.C.); (D.E.K.)
- Département de Microbiologie, Infectiologie et Immunologie, Université de Montréal, Montréal, QC H3C 3J7, Canada
- Centre Hospitalier de l’Université de Montréal (CHUM), Montréal, QC H2X 0C1, Canada
- Division of Infectious Diseases, Department of Medicine, University Hospital and University of Lausanne, CH-1015 Lausanne, Switzerland
| | - Morgan Craig
- Research Centre, Centre Hospitalier UniversitaireSainte-Justine, Montréal, QC H3T 1C5, Canada;
- Département de Mathématiques et de Statistique, Université de Montréal, Montréal, QC H3T 1J4, Canada
| | - Julie G. Hussin
- Research Centre Montreal Heart Institute, Montréal, QC H1T 1C8, Canada; (D.F.); (F.M.); (R.P.); (J.-C.G.)
- Département de Médecine, Université de Montréal, Montréal, QC H3C 3J7, Canada
- Mila-Quebec AI Institute, Montréal, QC H2S 3H1, Canada
| |
Collapse
|
39
|
Nurrohman DT, Chiu NF. Unraveling the Dynamics of SARS-CoV-2 Mutations: Insights from Surface Plasmon Resonance Biosensor Kinetics. BIOSENSORS 2024; 14:99. [PMID: 38392018 PMCID: PMC10887047 DOI: 10.3390/bios14020099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2023] [Revised: 02/08/2024] [Accepted: 02/11/2024] [Indexed: 02/24/2024]
Abstract
Surface Plasmon Resonance (SPR) technology is known to be a powerful tool for studying biomolecular interactions because it offers real-time and label-free multiparameter analysis with high sensitivity. This article summarizes the results that have been obtained from the use of SPR technology in studying the dynamics of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) mutations. This paper will begin by introducing the working principle of SPR and the kinetic parameters of the sensorgram, which include the association rate constant (ka), dissociation rate constant (kd), equilibrium association constant (KA), and equilibrium dissociation constant (KD). At the end of the paper, we will summarize the kinetic data on the interaction between angiotensin-converting enzyme 2 (ACE2) and SARS-CoV-2 obtained from the results of SPR signal analysis. ACE2 is a material that mediates virus entry. Therefore, understanding the kinetic changes between ACE2 and SARS-CoV-2 caused by the mutation will provide beneficial information for drug discovery, vaccine development, and other therapeutic purposes.
Collapse
Affiliation(s)
- Devi Taufiq Nurrohman
- Laboratory of Nano-Photonics and Biosensors, Institute of Electro-Optical Engineering, National Taiwan Normal University, Taipei 11677, Taiwan;
| | - Nan-Fu Chiu
- Laboratory of Nano-Photonics and Biosensors, Institute of Electro-Optical Engineering, National Taiwan Normal University, Taipei 11677, Taiwan;
- Department of Life Science, National Taiwan Normal University, Taipei 11677, Taiwan
| |
Collapse
|
40
|
Hristova SH, Zhivkov AM. Three-Dimensional Structural Stability and Local Electrostatic Potential at Point Mutations in Spike Protein of SARS-CoV-2 Coronavirus. Int J Mol Sci 2024; 25:2174. [PMID: 38396850 PMCID: PMC10889838 DOI: 10.3390/ijms25042174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 01/30/2024] [Accepted: 02/01/2024] [Indexed: 02/25/2024] Open
Abstract
The contagiousness of SARS-CoV-2 β-coronavirus is determined by the virus-receptor electrostatic association of its positively charged spike (S) protein with the negatively charged angiotensin converting enzyme-2 (ACE2 receptor) of the epithelial cells. If some mutations occur, the electrostatic potential on the surface of the receptor-binding domain (RBD) could be altered, and the S-ACE2 association could become stronger or weaker. The aim of the current research is to investigate whether point mutations can noticeably alter the electrostatic potential on the RBD and the 3D stability of the S1-subunit of the S-protein. For this purpose, 15 mutants with different hydrophilicity and electric charge (positive, negative, or uncharged) of the substituted and substituting amino acid residues, located on the RBD at the S1-ACE2 interface, are selected, and the 3D structure of the S1-subunit is reconstructed on the base of the crystallographic structure of the S-protein of the wild-type strain and the amino acid sequence of the unfolded polypeptide chain of the mutants. Then, the Gibbs free energy of folding, isoelectric point, and pH-dependent surface electrostatic potential of the S1-subunit are computed using programs for protein electrostatics. The results show alterations in the local electrostatic potential in the vicinity of the mutant amino acid residue, which can influence the S-ACE2 association. This approach allows prediction of the relative infectivity, transmissibility, and contagiousness (at equal social immune status) of new SARS-CoV-2 mutants by reconstruction of the 3D structure of the S1-subunit and calculation of the surface electrostatic potential.
Collapse
Affiliation(s)
- Svetlana H. Hristova
- Department of Medical Physics and Biophysics, Medical Faculty, Medical University—Sofia, Zdrave Street 2, 1431 Sofia, Bulgaria;
| | - Alexandar M. Zhivkov
- Scientific Research Center, “St. Kliment Ohridski” Sofia University, 8 Dragan Tsankov Blvd., 1164 Sofia, Bulgaria
| |
Collapse
|
41
|
Gaur NK, Khakerwala Z, Makde RD. Design of human ACE2 mimic miniprotein binders that interact with RBD of SARS-CoV-2 variants of concerns. J Biomol Struct Dyn 2024:1-13. [PMID: 38315516 DOI: 10.1080/07391102.2024.2310789] [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: 09/12/2023] [Accepted: 01/20/2024] [Indexed: 02/07/2024]
Abstract
The world of medicine demands from the research community solutions to the emerging problem of SARS-CoV-2 variants and other such potential global pandemics. With advantages of specificity over small molecule drugs and designability over antibodies, miniprotein therapeutics offers a unique solution to the threats of rapidly emerging SARS-CoV-2 variants. Unfortunately, most of the promising miniprotein binders are de novo designed and it is not viable to generate molecules for each new variant. Therefore in this study, we demonstrate a method for design of miniprotein mimics from the interaction interphase of human angiotensin converting enzyme 2 (ACE2). ACE2 is the natural interacting partner for the SARS-CoV-2 spike receptor binding domain (RBD) and acts as a recognition molecule for viral entry into the host cells. Starting with ACE2 N-terminal triple helix interaction interphase, we generated more than 70 miniprotein sequences. Employing Rosetta folding and docking scores we selected 10 promising miniprotein candidates amongst which 3 were found to be soluble in lab studies. Further, using molecular mechanics (MM) calculations on molecular dynamics (MD) trajectories we test interaction of miniproteins with RBD from various variants of concern (VOC). Presently, we report two key findings; miniproteins in this study are generated using less than 10 lab testing experiments, yet when tested through in-vitro experiments, they show submicro to nanomolar affinities towards SARS-CoV-2 RBD. Also in simulation studies, when compared with previously developed therapeutics, our miniproteins display remarkable ability to mimic ACE2 interphase; making them an ideal solution to the ever evolving problem of VOCs.
Collapse
Affiliation(s)
- Neeraj K Gaur
- Division of Biochemical Sciences, CSIR-National Chemical Laboratory, Pune, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Zeenat Khakerwala
- Beamline Development and Application Section, Bhabha Atomic Research Centre, Mumbai, India
- Homi Bhabha National Institute, Anushaktinagar, Maharashtra, Mumbai, India
| | - Ravindra D Makde
- Beamline Development and Application Section, Bhabha Atomic Research Centre, Mumbai, India
| |
Collapse
|
42
|
Ose NJ, Campitelli P, Modi T, Can Kazan I, Kumar S, Banu Ozkan S. Some mechanistic underpinnings of molecular adaptations of SARS-COV-2 spike protein by integrating candidate adaptive polymorphisms with protein dynamics. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.09.14.557827. [PMID: 37745560 PMCID: PMC10515954 DOI: 10.1101/2023.09.14.557827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/26/2023]
Abstract
We integrate evolutionary predictions based on the neutral theory of molecular evolution with protein dynamics to generate mechanistic insight into the molecular adaptations of the SARS-COV-2 Spike (S) protein. With this approach, we first identified Candidate Adaptive Polymorphisms (CAPs) of the SARS-CoV-2 Spike protein and assessed the impact of these CAPs through dynamics analysis. Not only have we found that CAPs frequently overlap with well-known functional sites, but also, using several different dynamics-based metrics, we reveal the critical allosteric interplay between SARS-CoV-2 CAPs and the S protein binding sites with the human ACE2 (hACE2) protein. CAPs interact far differently with the hACE2 binding site residues in the open conformation of the S protein compared to the closed form. In particular, the CAP sites control the dynamics of binding residues in the open state, suggesting an allosteric control of hACE2 binding. We also explored the characteristic mutations of different SARS-CoV-2 strains to find dynamic hallmarks and potential effects of future mutations. Our analyses reveal that Delta strain-specific variants have non-additive (i.e., epistatic) interactions with CAP sites, whereas the less pathogenic Omicron strains have mostly additive mutations. Finally, our dynamics-based analysis suggests that the novel mutations observed in the Omicron strain epistatically interact with the CAP sites to help escape antibody binding.
Collapse
Affiliation(s)
- Nicholas J. Ose
- Department of Physics and Center for Biological Physics, Arizona State University, Tempe, Arizona, United States of America
| | - Paul Campitelli
- Department of Physics and Center for Biological Physics, Arizona State University, Tempe, Arizona, United States of America
| | - Tushar Modi
- Department of Physics and Center for Biological Physics, Arizona State University, Tempe, Arizona, United States of America
| | - I. Can Kazan
- Department of Physics and Center for Biological Physics, Arizona State University, Tempe, Arizona, United States of America
| | - Sudhir Kumar
- Institute for Genomics and Evolutionary Medicine, Temple University, Philadelphia, Pennsylvania, United States of America
- Department of Biology, Temple University, Philadelphia, Pennsylvania, United States of America
- Center for Genomic Medicine Research, King Abdulaziz University, Jeddah, Saudi Arabia
| | - S. Banu Ozkan
- Department of Physics and Center for Biological Physics, Arizona State University, Tempe, Arizona, United States of America
| |
Collapse
|
43
|
de Araujo WR, Lukas H, Torres MDT, Gao W, de la Fuente-Nunez C. Low-Cost Biosensor Technologies for Rapid Detection of COVID-19 and Future Pandemics. ACS NANO 2024; 18:1757-1777. [PMID: 38189684 PMCID: PMC11537281 DOI: 10.1021/acsnano.3c01629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2024]
Abstract
Many systems have been designed for the detection of SARS-CoV-2, which is the virus that causes COVID-19. SARS-CoV-2 is readily transmitted, resulting in the rapid spread of disease in human populations. Frequent testing at the point of care (POC) is a key aspect for controlling outbreaks caused by SARS-CoV-2 and other emerging pathogens, as the early identification of infected individuals can then be followed by appropriate measures of isolation or treatment, maximizing the chances of recovery and preventing infectious spread. Diagnostic tools used for high-frequency testing should be inexpensive, provide a rapid diagnostic response without sophisticated equipment, and be amenable to manufacturing on a large scale. The application of these devices should enable large-scale data collection, help control viral transmission, and prevent disease propagation. Here we review functional nanomaterial-based optical and electrochemical biosensors for accessible POC testing for COVID-19. These biosensors incorporate nanomaterials coupled with paper-based analytical devices and other inexpensive substrates, traditional lateral flow technology (antigen and antibody immunoassays), and innovative biosensing methods. We critically discuss the advantages and disadvantages of nanobiosensor-based approaches compared to widely used technologies such as PCR, ELISA, and LAMP. Moreover, we delineate the main technological, (bio)chemical, translational, and regulatory challenges associated with developing functional and reliable biosensors, which have prevented their translation into the clinic. Finally, we highlight how nanobiosensors, given their unique advantages over existing diagnostic tests, may help in future pandemics.
Collapse
Affiliation(s)
- William Reis de Araujo
- Portable Chemical Sensors Lab, Department of Analytical Chemistry, Institute of Chemistry, State University of Campinas - UNICAMP, Campinas, SP 13083-970, Brazil
| | - Heather Lukas
- Andrew and Peggy Cherng Department of Medical Engineering, Division of Engineering and Applied Science, California Institute of Technology, Pasadena, California 91125, United States
| | - Marcelo D T Torres
- Machine Biology Group, Departments of Psychiatry and Microbiology, Institute for Biomedical Informatics, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
- Departments of Bioengineering and Chemical and Biomolecular Engineering, School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
- Penn Institute for Computational Science, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Wei Gao
- Andrew and Peggy Cherng Department of Medical Engineering, Division of Engineering and Applied Science, California Institute of Technology, Pasadena, California 91125, United States
| | - Cesar de la Fuente-Nunez
- Machine Biology Group, Departments of Psychiatry and Microbiology, Institute for Biomedical Informatics, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
- Departments of Bioengineering and Chemical and Biomolecular Engineering, School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
- Penn Institute for Computational Science, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| |
Collapse
|
44
|
Lebatteux D, Soudeyns H, Boucoiran I, Gantt S, Diallo AB. Machine learning-based approach KEVOLVE efficiently identifies SARS-CoV-2 variant-specific genomic signatures. PLoS One 2024; 19:e0296627. [PMID: 38241279 PMCID: PMC10798494 DOI: 10.1371/journal.pone.0296627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 12/07/2023] [Indexed: 01/21/2024] Open
Abstract
Machine learning was shown to be effective at identifying distinctive genomic signatures among viral sequences. These signatures are defined as pervasive motifs in the viral genome that allow discrimination between species or variants. In the context of SARS-CoV-2, the identification of these signatures can assist in taxonomic and phylogenetic studies, improve in the recognition and definition of emerging variants, and aid in the characterization of functional properties of polymorphic gene products. In this paper, we assess KEVOLVE, an approach based on a genetic algorithm with a machine-learning kernel, to identify multiple genomic signatures based on minimal sets of k-mers. In a comparative study, in which we analyzed large SARS-CoV-2 genome dataset, KEVOLVE was more effective at identifying variant-discriminative signatures than several gold-standard statistical tools. Subsequently, these signatures were characterized using a new extension of KEVOLVE (KANALYZER) to highlight variations of the discriminative signatures among different classes of variants, their genomic location, and the mutations involved. The majority of identified signatures were associated with known mutations among the different variants, in terms of functional and pathological impact based on available literature. Here we showed that KEVOLVE is a robust machine learning approach to identify discriminative signatures among SARS-CoV-2 variants, which are frequently also biologically relevant, while bypassing multiple sequence alignments. The source code of the method and additional resources are available at: https://github.com/bioinfoUQAM/KEVOLVE.
Collapse
Affiliation(s)
- Dylan Lebatteux
- Department of Computer Science, Université du Québec à Montréal, Montréal, Québec, Canada
| | - Hugo Soudeyns
- CHU Sainte-Justine Research Centre, Montréal, Québec, Canada
- Department of Microbiology, Infectious Diseases and Immunology, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada
- Department of Pediatrics, Faculty of Medicine, Université du Québec à Montréal, Montréal, Québec, Canada
| | - Isabelle Boucoiran
- Department of Obstetrics and Gynecology, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Soren Gantt
- CHU Sainte-Justine Research Centre, Montréal, Québec, Canada
- Department of Microbiology, Infectious Diseases and Immunology, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada
| | | |
Collapse
|
45
|
Parisi G, Piacentini R, Incocciati A, Bonamore A, Macone A, Rupert J, Zacco E, Miotto M, Milanetti E, Tartaglia GG, Ruocco G, Boffi A, Di Rienzo L. Design of protein-binding peptides with controlled binding affinity: the case of SARS-CoV-2 receptor binding domain and angiotensin-converting enzyme 2 derived peptides. Front Mol Biosci 2024; 10:1332359. [PMID: 38250735 PMCID: PMC10797010 DOI: 10.3389/fmolb.2023.1332359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 12/14/2023] [Indexed: 01/23/2024] Open
Abstract
The development of methods able to modulate the binding affinity between proteins and peptides is of paramount biotechnological interest in view of a vast range of applications that imply designed polypeptides capable to impair or favour Protein-Protein Interactions. Here, we applied a peptide design algorithm based on shape complementarity optimization and electrostatic compatibility and provided the first experimental in vitro proof of the efficacy of the design algorithm. Focusing on the interaction between the SARS-CoV-2 Spike Receptor-Binding Domain (RBD) and the human angiotensin-converting enzyme 2 (ACE2) receptor, we extracted a 23-residues long peptide that structurally mimics the major interacting portion of the ACE2 receptor and designed in silico five mutants of such a peptide with a modulated affinity. Remarkably, experimental KD measurements, conducted using biolayer interferometry, matched the in silico predictions. Moreover, we investigated the molecular determinants that govern the variation in binding affinity through molecular dynamics simulation, by identifying the mechanisms driving the different values of binding affinity at a single residue level. Finally, the peptide sequence with the highest affinity, in comparison with the wild type peptide, was expressed as a fusion protein with human H ferritin (HFt) 24-mer. Solution measurements performed on the latter constructs confirmed that peptides still exhibited the expected trend, thereby enhancing their efficacy in RBD binding. Altogether, these results indicate the high potentiality of this general method in developing potent high-affinity vectors for hindering/enhancing protein-protein associations.
Collapse
Affiliation(s)
- Giacomo Parisi
- Department of Basic and Applied Sciences for Engineering (SBAI), Università“Sapienza”, Roma, Italy
| | - Roberta Piacentini
- Department of Biochemical Sciences “Alessandro Rossi Fanelli”, Università“Sapienza”, Roma, Italy
| | - Alessio Incocciati
- Department of Biochemical Sciences “Alessandro Rossi Fanelli”, Università“Sapienza”, Roma, Italy
| | - Alessandra Bonamore
- Department of Biochemical Sciences “Alessandro Rossi Fanelli”, Università“Sapienza”, Roma, Italy
| | - Alberto Macone
- Department of Biochemical Sciences “Alessandro Rossi Fanelli”, Università“Sapienza”, Roma, Italy
| | - Jakob Rupert
- Department of Biology and Biotechnologies “Charles Darwin”, Università“Sapienza”, Roma, Italy
- Centre for Human Technologies (CHT), Istituto Italiano di Tecnologia (IIT), Genova, Italy
| | - Elsa Zacco
- Centre for Human Technologies (CHT), Istituto Italiano di Tecnologia (IIT), Genova, Italy
| | - Mattia Miotto
- Center for Life Nano and Neuro Science, Istituto Italiano di Tecnologia (IIT), Roma, Italy
| | - Edoardo Milanetti
- Center for Life Nano and Neuro Science, Istituto Italiano di Tecnologia (IIT), Roma, Italy
- Department of Physics, Università“Sapienza”, Roma, Italy
| | - Gian Gaetano Tartaglia
- Department of Biology and Biotechnologies “Charles Darwin”, Università“Sapienza”, Roma, Italy
- Centre for Human Technologies (CHT), Istituto Italiano di Tecnologia (IIT), Genova, Italy
| | - Giancarlo Ruocco
- Center for Life Nano and Neuro Science, Istituto Italiano di Tecnologia (IIT), Roma, Italy
- Department of Physics, Università“Sapienza”, Roma, Italy
| | - Alberto Boffi
- Department of Biochemical Sciences “Alessandro Rossi Fanelli”, Università“Sapienza”, Roma, Italy
| | - Lorenzo Di Rienzo
- Center for Life Nano and Neuro Science, Istituto Italiano di Tecnologia (IIT), Roma, Italy
| |
Collapse
|
46
|
Forest-Nault C, Koyuturk I, Gaudreault J, Pelletier A, L'Abbé D, Cass B, Bisson L, Burlacu A, Delafosse L, Stuible M, Henry O, De Crescenzo G, Durocher Y. A Biosensor Assay Based on Coiled-Coil-Mediated Human ACE2 Receptor Capture for the Analysis of Its Interactions with the SARS-CoV-2 Receptor Binding Domain. Methods Mol Biol 2024; 2762:89-105. [PMID: 38315361 DOI: 10.1007/978-1-0716-3666-4_6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2024]
Abstract
Surface plasmon resonance (SPR)-based biosensing enables the characterization of protein-protein interactions. Several SPR-based approaches have been designed to evaluate the binding mechanism between the angiotensin-converting enzyme 2 (ACE2) receptor and the receptor-binding domain (RBD) of the SARS-CoV-2 spike protein leading to a large range of kinetic and thermodynamic constants. This chapter describes a robust SPR assay based on the K5/E5 coiled-coil capture strategy that reduces artifacts. In this method, ACE2 receptors were produced with an E5-tag and immobilized as ligands in the SPR assay. This chapter details methods for high-yield production and purification of the studied proteins, functionalization of the sensor chip, conduction of the SPR assay, and data analysis.
Collapse
Affiliation(s)
| | - Izel Koyuturk
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada
| | - Jimmy Gaudreault
- Department of Chemical Engineering, Polytechnique Montreal, Montreal, QC, Canada
| | - Alex Pelletier
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada
| | - Denis L'Abbé
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada
| | - Brian Cass
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada
| | - Louis Bisson
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada
| | - Alina Burlacu
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada
| | - Laurence Delafosse
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada
| | - Matthew Stuible
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada
| | - Olivier Henry
- Department of Chemical Engineering, Polytechnique Montreal, Montreal, QC, Canada
| | - Gregory De Crescenzo
- Department of Chemical Engineering, Polytechnique Montreal, Montreal, QC, Canada.
| | - Yves Durocher
- Human Health Therapeutics Research Centre, National Research Council of Canada, Montreal, QC, Canada.
- Department of Biochemistry and Molecular Medicine, University of Montreal, Montreal, QC, Canada.
| |
Collapse
|
47
|
Vieira DFB, Bandeira DM, da Silva MAN, de Almeida ALT, Araújo M, Machado AB, Tort LFL, Nacife VP, Siqueira MM, Motta FC, Pauvolid-Corrêa A, Barth OM. Comparative analysis of SARS-CoV-2 variants Alpha (B.1.1.7), Gamma (P.1), Zeta (P.2) and Delta (B.1.617.2) in Vero-E6 cells: ultrastructural characterization of cytopathology and replication kinetics. Braz J Infect Dis 2024; 28:103706. [PMID: 38081327 PMCID: PMC10776915 DOI: 10.1016/j.bjid.2023.103706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 11/17/2023] [Accepted: 11/27/2023] [Indexed: 12/23/2023] Open
Abstract
This study compares the effects of virus-cell interactions among SARS-CoV-2 variants of concern (VOCs) isolated in Brazil in 2021, hypothesizing a correlation between cellular alterations and mortality and between viral load and transmissibility. For this purpose, reference isolates of Alpha, Gamma, Zeta, and Delta variants were inoculated into monolayers of Vero-E6 cells. Viral RNA was quantified in cell supernatants by RT‒PCR, and infected cells were analyzed by Transmission Electron Microscopy (TEM) for qualitative and quantitative evaluation of cellular changes 24, 48, and 72 hours postinfection (hpi). Ultrastructural analyses showed that all variants of SARS-CoV-2 altered the structure and function of mitochondria, nucleus, and rough endoplasmic reticulum of cells. Monolayers infected with the Delta variant showed the highest number of modified cells and the greatest statistically significant differences compared to those of other variants. Viral particles were observed in the cytosol and the cell membrane in 100 % of the cells at 48 hpi. Alpha showed the highest mean particle diameter (79 nm), and Gamma and Delta were the smallest (75 nm). Alpha and Gamma had the highest particle frequency per field at 48 hpi, while the same was observed for Zeta and Delta at 72 hpi and 24 hpi, respectively. The cycle threshold of viral RNA varied among the target protein, VOC, and time of infection. The findings presented here demonstrate that all four VOCs evaluated caused ultrastructural changes in Vero-E6 cells, which were more prominent when infection occured with the Delta variant.
Collapse
Affiliation(s)
- Debora Ferreira Barreto Vieira
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Morfologia e Morfogênese Viral, Rio de Janeiro, RJ, Brazil.
| | - Derick Mendes Bandeira
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Morfologia e Morfogênese Viral, Rio de Janeiro, RJ, Brazil
| | - Marcos Alexandre Nunes da Silva
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Morfologia e Morfogênese Viral, Rio de Janeiro, RJ, Brazil
| | - Ana Luisa Teixeira de Almeida
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Morfologia e Morfogênese Viral, Rio de Janeiro, RJ, Brazil
| | - Mia Araújo
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Rio de Janeiro, RJ, Brazil
| | - Ana Beatriz Machado
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Rio de Janeiro, RJ, Brazil
| | - Luis Fernando Lopez Tort
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Rio de Janeiro, RJ, Brazil; Universidad de la República, Centro Universitario Regional - Litoral Norte, Laboratório de Virologia Molecular, Departamento de Ciências Biológicas, Salto, Uruguai
| | - Valéria Pereira Nacife
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Rio de Janeiro, RJ, Brazil
| | - Marilda M Siqueira
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Rio de Janeiro, RJ, Brazil
| | - Fernando Couto Motta
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Rio de Janeiro, RJ, Brazil
| | - Alex Pauvolid-Corrêa
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Vírus Respiratórios, Exantemáticos, Enterovírus e Emergências Virais, Rio de Janeiro, RJ, Brazil; Universidade Federal de Viçosa, Departamento de Veterinária, Laboratório de Virologia Veterinária de Viçosa, Viçosa, MG, Brazil
| | - Ortrud Monika Barth
- Fundação Oswaldo Cruz (Fiocruz), Instituto Oswaldo Cruz, Laboratório de Morfologia e Morfogênese Viral, Rio de Janeiro, RJ, Brazil
| |
Collapse
|
48
|
Shi Y, Simpson S, Chen Y, Aull H, Benjamin J, Serra-Moreno R. Mutations accumulated in the Spike of SARS-CoV-2 Omicron allow for more efficient counteraction of the restriction factor BST2/Tetherin. PLoS Pathog 2024; 20:e1011912. [PMID: 38190411 PMCID: PMC10798645 DOI: 10.1371/journal.ppat.1011912] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 01/19/2024] [Accepted: 12/19/2023] [Indexed: 01/10/2024] Open
Abstract
BST2/Tetherin is a restriction factor with broad antiviral activity against enveloped viruses, including coronaviruses. Specifically, BST2 traps nascent particles to membrane compartments, preventing their release and spread. In turn, viruses have evolved multiple mechanisms to counteract BST2. Here, we examined the interactions between BST2 and SARS-CoV-2. Our study shows that BST2 reduces SARS-CoV-2 virion release. However, the virus uses the Spike (S) protein to downregulate BST2. This requires a physical interaction between S and BST2, which routes BST2 for lysosomal degradation in a Clathtin- and ubiquitination-dependent manner. By surveying different SARS-CoV-2 variants of concern (Alpha-Omicron), we found that Omicron is more efficient at counteracting BST2, and that mutations in S account for its enhanced anti-BST2 activity. Mapping analyses revealed that several surfaces in the extracellular region of BST2 are required for an interaction with the Spike, and that the Omicron variant has changed its patterns of association with BST2 to improve its counteraction. Therefore, our study suggests that, besides enhancing receptor binding and evasion of neutralizing antibodies, mutations accumulated in the Spike afford more efficient counteraction of BST2, which highlights that BST2 antagonism is important for SARS-CoV-2 infectivity and spread.
Collapse
Affiliation(s)
- Yuhang Shi
- Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York, United States of America
| | - Sydney Simpson
- Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York, United States of America
| | - Yuexuan Chen
- Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York, United States of America
| | - Haley Aull
- Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York, United States of America
| | - Jared Benjamin
- Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York, United States of America
| | - Ruth Serra-Moreno
- Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York, United States of America
| |
Collapse
|
49
|
Zhang H, Liu Y, Liu Z. Nanomedicine approaches against SARS-CoV-2 and variants. J Control Release 2024; 365:101-111. [PMID: 37951476 DOI: 10.1016/j.jconrel.2023.11.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 10/27/2023] [Accepted: 11/03/2023] [Indexed: 11/14/2023]
Abstract
The world is grappling with the ongoing crisis of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), a global pandemic that continues to have a detrimental impact on public health and economies worldwide. The virus's relentless mutation has led to more transmissible, immune-evasive strains, thereby escalating the incidence of reinfection. This underscores the urgent need for highly effective and safe countermeasures against SARS-CoV-2 and its evolving variants. In the current context, nanomedicine presents an innovative and promising alternative to mitigate the impacts of this pandemic wave. It does so by harnessing the structural and functional properties at a nanoscale in a straightforward and adaptable manner. This review emphasizes the most recent progress in the development of nanovaccines, nanodecoys, and nanodisinfectants to tackle SARS-CoV-2 and its variants. Notably, the insights gained and strategies implemented in managing the ongoing pandemic may also offer invaluable guidance for the development of potent nanomedicines to combat future pandemics.
Collapse
Affiliation(s)
- Han Zhang
- College of Pharmaceutical Sciences, Soochow University, Suzhou 215123, China.
| | - Yanbin Liu
- Institute of Functional Nano & Soft Materials (FUNSOM), Jiangsu Key Laboratory for Carbon-Based Functional Materials & Devices, Soochow University, Suzhou 215123, China
| | - Zhuang Liu
- Institute of Functional Nano & Soft Materials (FUNSOM), Jiangsu Key Laboratory for Carbon-Based Functional Materials & Devices, Soochow University, Suzhou 215123, China.
| |
Collapse
|
50
|
Diego JGB, Singh G, Jangra S, Handrejk K, Laporte M, Chang LA, El Zahed SS, Pache L, Chang MW, Warang P, Aslam S, Mena I, Webb BT, Benner C, García-Sastre A, Schotsaert M. Breakthrough infections by SARS-CoV-2 variants boost cross-reactive hybrid immune responses in mRNA-vaccinated Golden Syrian hamsters. PLoS Pathog 2024; 20:e1011805. [PMID: 38198521 PMCID: PMC10805310 DOI: 10.1371/journal.ppat.1011805] [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: 06/03/2023] [Revised: 01/23/2024] [Accepted: 11/06/2023] [Indexed: 01/12/2024] Open
Abstract
Hybrid immunity (vaccination + natural infection) to SARS-CoV-2 provides superior protection to re-infection. We performed immune profiling studies during breakthrough infections in mRNA-vaccinated hamsters to evaluate hybrid immunity induction. The mRNA vaccine, BNT162b2, was dosed to induce binding antibody titers against ancestral spike, but inefficient serum virus neutralization of ancestral SARS-CoV-2 or variants of concern (VoCs). Vaccination reduced morbidity and controlled lung virus titers for ancestral virus and Alpha but allowed breakthrough infections in Beta, Delta and Mu-challenged hamsters. Vaccination primed for T cell responses that were boosted by infection. Infection back-boosted neutralizing antibody responses against ancestral virus and VoCs. Hybrid immunity resulted in more cross-reactive sera, reflected by smaller antigenic cartography distances. Transcriptomics post-infection reflects both vaccination status and disease course and suggests a role for interstitial macrophages in vaccine-mediated protection. Therefore, protection by vaccination, even in the absence of high titers of neutralizing antibodies in the serum, correlates with recall of broadly reactive B- and T-cell responses.
Collapse
Affiliation(s)
- Juan García-Bernalt Diego
- Infectious and Tropical Diseases Research Group (e-INTRO), Biomedical Research Institute of Salamanca-Research Centre for Tropical Diseases at the University of Salamanca (IBSAL-CIETUS), Faculty of Pharmacy, University of Salamanca, Salamanca, Spain
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Gagandeep Singh
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Sonia Jangra
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Kim Handrejk
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Manon Laporte
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Lauren A. Chang
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Sara S. El Zahed
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Lars Pache
- NCI Designated Cancer Center, Sanford-Burnham Prebys Medical Discovery Institute, La Jolla, California, United States of America
| | - Max W. Chang
- Department of Medicine, University of California San Diego, La Jolla, California, United States of America
| | - Prajakta Warang
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Sadaf Aslam
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Ignacio Mena
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Brett T. Webb
- Department of Veterinary Sciences, University of Wyoming, Laramie, Wyoming, United States of America
| | - Christopher Benner
- Department of Medicine, University of California San Diego, La Jolla, California, United States of America
| | - Adolfo García-Sastre
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Department of Medicine, Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Michael Schotsaert
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- Marc and Jennifer Lipschultz Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| |
Collapse
|