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Gressett TE, Hossen ML, Talkington G, Volic M, Perez H, Tiwari PB, Chapagain P, Bix G. Molecular interactions between perlecan LG3 and the SARS-CoV-2 spike protein receptor binding domain. Protein Sci 2024; 33:e4843. [PMID: 37996967 PMCID: PMC10731540 DOI: 10.1002/pro.4843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Revised: 10/14/2023] [Accepted: 11/17/2023] [Indexed: 11/25/2023]
Abstract
Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) has caused a global health crisis with significant clinical morbidity and mortality. While angiotensin-converting enzyme 2 (ACE2) is the primary receptor for viral entry, other cell surface and extracellular matrix proteins may also bind to the viral receptor binding domain (RBD) within the SARS-CoV-2 spike protein. Recent studies have implicated heparan sulfate proteoglycans, specifically perlecan LG3, in facilitating SARS-CoV-2 binding to ACE2. However, the role of perlecan LG3 in SARS-CoV-2 pathophysiology is not well understood. In this study, we investigated the binding interactions between the SARS-CoV-2 spike protein RBD and perlecan LG3 through molecular modeling simulations and surface plasmon resonance (SPR) experiments. Our results indicate stable binding between LG3 and SARS-CoV-2 spike protein RBD, which may potentially enhance RBD-ACE2 interactions. These findings shed light on the role of perlecan LG3 in SARS-CoV-2 infection and provide insight into SARS-CoV-2 pathophysiology and potential therapeutic strategy for COVID-19.
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Affiliation(s)
- Timothy E. Gressett
- Department of Neurosurgery, Clinical Neuroscience Research CenterTulane University School of MedicineNew OrleansLouisianaUSA
- Tulane Brain InstituteTulane UniversityNew OrleansLouisianaUSA
| | - Md Lokman Hossen
- Department of PhysicsFlorida International UniversityMiamiFloridaUSA
- Department of PhysicsUniversity of BarishalKornokathiBangladesh
| | - Grant Talkington
- Department of Neurosurgery, Clinical Neuroscience Research CenterTulane University School of MedicineNew OrleansLouisianaUSA
- Tulane Brain InstituteTulane UniversityNew OrleansLouisianaUSA
| | - Milla Volic
- Department of Neurosurgery, Clinical Neuroscience Research CenterTulane University School of MedicineNew OrleansLouisianaUSA
| | - Hugo Perez
- Department of PhysicsFlorida International UniversityMiamiFloridaUSA
| | | | - Prem Chapagain
- Department of PhysicsFlorida International UniversityMiamiFloridaUSA
- Biomolecular Sciences InstituteFlorida International UniversityMiamiFloridaUSA
| | - Gregory Bix
- Department of Neurosurgery, Clinical Neuroscience Research CenterTulane University School of MedicineNew OrleansLouisianaUSA
- Tulane Brain InstituteTulane UniversityNew OrleansLouisianaUSA
- Department of NeurologyTulane University School of MedicineNew OrleansLouisianaUSA
- Department of Microbiology and ImmunologyTulane University School of MedicineNew OrleansLouisianaUSA
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2
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Jawad B, Adhikari P, Podgornik R, Ching WY. Impact of BA.1, BA.2, and BA.4/BA.5 Omicron mutations on therapeutic monoclonal antibodies. Comput Biol Med 2023; 167:107576. [PMID: 37871435 DOI: 10.1016/j.compbiomed.2023.107576] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 10/01/2023] [Accepted: 10/11/2023] [Indexed: 10/25/2023]
Abstract
The emergence of Omicron SARS-CoV-2 subvariants (BA.1, BA.2, BA.4, and BA.5), with an unprecedented number of mutations in their receptor-binding domain (RBD) of the spike-protein, has fueled a resurgence of COVID-19 infections, posing a major challenge to the efficacy of existing vaccines and monoclonal antibody (mAb) therapeutics. We conducted a systematic molecular dynamics (MD) simulation to investigate how the RBD mutations of these subvariants affect the interactions with broad mAbs including AstraZeneca (COV2-2196 and COV2-2130), Brii Biosciences (BRII-196), Celltrion (CT-P59), Eli Lilly (LY-CoV555 and LY-CoV016), Regeneron (REGN10933 and REGN10987), Vir Biotechnology (S309), and S2X259. Our results show a complete loss of binding for COV2-2196, BRII-196, CT-P59, and LY-CoV555 with all Omicron RBDs. Additionally, REGN10987 totally loses its binding with BA.1, but retains a partial binding with BA.2 and BA.4/5. The binding reduction is significant for LY-CoV016 and REGN10933 but moderate for COV2-2130. S309 and S2X259 retain their binding with BA.1 but exhibit decreased binding with other subvariants. We introduce a mutational escape map for each mAb to identify the key RBD sites and the corresponding critical mutations. Overall, our findings suggest that the majority of therapeutic mAbs have diminished or missing activity against Omicron subvariants, indicating the urgent need for a new therapeutic mAb with a better design.
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Affiliation(s)
- Bahaa Jawad
- Department of Physics and Astronomy, University of Missouri-Kansas City, Kansas City, MO, 64110, United States; Department of Applied Sciences, University of Technology, Baghdad, 10066, Iraq.
| | - Puja Adhikari
- Department of Physics and Astronomy, University of Missouri-Kansas City, Kansas City, MO, 64110, United States
| | - Rudolf Podgornik
- Wenzhou Institute of the University of Chinese Academy of Sciences, Wenzhou, Zhejiang, 325000, China; School of Physical Sciences and Kavli Institute of Theoretical Science, University of Chinese Academy of Sciences, Beijing, 100049, China; CAS Key Laboratory of Soft Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing, 100090, China; Department of Physics, Faculty of Mathematics and Physics, University of Ljubljana, SI-1000, Ljubljana, Slovenia
| | - Wai-Yim Ching
- Department of Physics and Astronomy, University of Missouri-Kansas City, Kansas City, MO, 64110, United States
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3
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Verkhivker G, Alshahrani M, Gupta G, Xiao S, Tao P. Probing conformational landscapes of binding and allostery in the SARS-CoV-2 omicron variant complexes using microsecond atomistic simulations and perturbation-based profiling approaches: hidden role of omicron mutations as modulators of allosteric signaling and epistatic relationships. Phys Chem Chem Phys 2023; 25:21245-21266. [PMID: 37548589 PMCID: PMC10536792 DOI: 10.1039/d3cp02042h] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
In this study, we systematically examine the conformational dynamics, binding and allosteric communications in the Omicron BA.1, BA.2, BA.3 and BA.4/BA.5 spike protein complexes with the ACE2 host receptor using molecular dynamics simulations and perturbation-based network profiling approaches. Microsecond atomistic simulations provided a detailed characterization of the conformational landscapes and revealed the increased thermodynamic stabilization of the BA.2 variant which can be contrasted with the BA.4/BA.5 variants inducing a significant mobility of the complexes. Using the dynamics-based mutational scanning of spike residues, we identified structural stability and binding affinity hotspots in the Omicron complexes. Perturbation response scanning and network-based mutational profiling approaches probed the effect of the Omicron mutations on allosteric interactions and communications in the complexes. The results of this analysis revealed specific roles of Omicron mutations as conformationally plastic and evolutionary adaptable modulators of binding and allostery which are coupled to the major regulatory positions through interaction networks. Through perturbation network scanning of allosteric residue potentials in the Omicron variant complexes performed in the background of the original strain, we characterized regions of epistatic couplings that are centered around the binding affinity hotspots N501Y and Q498R. Our results dissected the vital role of these epistatic centers in regulating protein stability, efficient ACE2 binding and allostery which allows for accumulation of multiple Omicron immune escape mutations at other sites. Through integrative computational approaches, this study provides a systematic analysis of the effects of Omicron mutations on thermodynamics, binding and allosteric signaling in the complexes with ACE2 receptor.
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Affiliation(s)
- Gennady Verkhivker
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA.
- Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, CA 92618, USA.
- Department of Pharmacology, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA
| | - Mohammed Alshahrani
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA.
| | - Grace Gupta
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA.
| | - Sian Xiao
- Department of Chemistry, Center for Research Computing, Center for Drug Discovery, Design, and Delivery (CD4), Southern Methodist University, Dallas, Texas, 75275, USA.
| | - Peng Tao
- Department of Chemistry, Center for Research Computing, Center for Drug Discovery, Design, and Delivery (CD4), Southern Methodist University, Dallas, Texas, 75275, USA.
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4
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Sharma T, Gerstman B, Chapagain P. Distinctive Features of the XBB.1.5 and XBB.1.16 Spike Protein Receptor-Binding Domains and Their Roles in Conformational Changes and Angiotensin-Converting Enzyme 2 Binding. Int J Mol Sci 2023; 24:12586. [PMID: 37628766 PMCID: PMC10454900 DOI: 10.3390/ijms241612586] [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: 07/10/2023] [Revised: 08/03/2023] [Accepted: 08/07/2023] [Indexed: 08/27/2023] Open
Abstract
The emergence and the high transmissibility of the XBB.1.5 and XBB.1.16 subvariants of the SARS-CoV-2 omicron has reignited concerns over the potential impact on vaccine efficacy for these and future variants. We investigated the roles of the XBB.1.5 and XBB.1.16 mutations on the structure of the spike protein's receptor-binding domain (RBD) and its interactions with the host cell receptor ACE2. To bind to ACE2, the RBD must transition from the closed-form to the open-form configuration. We found that the XBB variants have less stable closed-form structures that may make the transition to the open-form easier. We found that the mutations enhance the RBD-ACE2 interactions in XBB.1.16 compared to XBB.1.5. We observed significant structural changes in the loop and motif regions of the RBD, altering well-known antibody-binding sites and potentially rendering primary RBD-specific antibodies ineffective. Our findings elucidate how subtle structural changes and interactions contribute to the subvariants' fitness over their predecessors.
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Affiliation(s)
- Tej Sharma
- Department of Physics, Florida International University, Miami, FL 33199, USA
| | - Bernard Gerstman
- Department of Physics, Florida International University, Miami, FL 33199, USA
- Biomolecular Sciences Institute, Florida International University, Miami, FL 33199, USA
| | - Prem Chapagain
- Department of Physics, Florida International University, Miami, FL 33199, USA
- Biomolecular Sciences Institute, Florida International University, Miami, FL 33199, USA
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5
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Fang L, Xu J, Zhao Y, Fan J, Shen J, Liu W, Cao G. The effects of amino acid substitution of spike protein and genomic recombination on the evolution of SARS-CoV-2. Front Microbiol 2023; 14:1228128. [PMID: 37560529 PMCID: PMC10409611 DOI: 10.3389/fmicb.2023.1228128] [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: 05/24/2023] [Accepted: 07/03/2023] [Indexed: 08/11/2023] Open
Abstract
Over three years' pandemic of 2019 novel coronavirus disease (COVID-19), multiple variants and novel subvariants have emerged successively, outcompeted earlier variants and become predominant. The sequential emergence of variants reflects the evolutionary process of mutation-selection-adaption of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Amino acid substitution/insertion/deletion in the spike protein causes altered viral antigenicity, transmissibility, and pathogenicity of SARS-CoV-2. Early in the pandemic, D614G mutation conferred virus with advantages over previous variants and increased transmissibility, and it also laid a conservative background for subsequent substantial mutations. The role of genomic recombination in the evolution of SARS-CoV-2 raised increasing concern with the occurrence of novel recombinants such as Deltacron, XBB.1.5, XBB.1.9.1, and XBB.1.16 in the late phase of pandemic. Co-circulation of different variants and co-infection in immunocompromised patients accelerate the emergence of recombinants. Surveillance for SARS-CoV-2 genomic variations, particularly spike protein mutation and recombination, is essential to identify ongoing changes in the viral genome and antigenic epitopes and thus leads to the development of new vaccine strategies and interventions.
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Affiliation(s)
- Letian Fang
- Key Laboratory of Biological Defense, Ministry of Education, Shanghai, China
- Shanghai Key Laboratory of Medical Bioprotection, Shanghai, China
- Department of Epidemiology, Second Military Medical University, Shanghai, China
| | - Jie Xu
- Department of Foreign Languages, International Exchange Center for Military Medicine, Second Military Medical University, Shanghai, China
| | - Yue Zhao
- Key Laboratory of Biological Defense, Ministry of Education, Shanghai, China
- Shanghai Key Laboratory of Medical Bioprotection, Shanghai, China
- Department of Epidemiology, Second Military Medical University, Shanghai, China
| | - Junyan Fan
- Key Laboratory of Biological Defense, Ministry of Education, Shanghai, China
- Shanghai Key Laboratory of Medical Bioprotection, Shanghai, China
- Department of Epidemiology, Second Military Medical University, Shanghai, China
| | - Jiaying Shen
- School of Medicine, Tongji University, Shanghai, China
| | - Wenbin Liu
- Key Laboratory of Biological Defense, Ministry of Education, Shanghai, China
- Shanghai Key Laboratory of Medical Bioprotection, Shanghai, China
- Department of Epidemiology, Second Military Medical University, Shanghai, China
| | - Guangwen Cao
- Key Laboratory of Biological Defense, Ministry of Education, Shanghai, China
- Shanghai Key Laboratory of Medical Bioprotection, Shanghai, China
- Department of Epidemiology, Second Military Medical University, Shanghai, China
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6
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Mahalingam G, Arjunan P, Periyasami Y, Dhyani AK, Devaraju N, Rajendiran V, Christopher AC, Kt RD, Dhanasingh I, Thangavel S, Murugesan M, Moorthy M, Srivastava A, Marepally S. Correlating the differences in the receptor binding domain of SARS-CoV-2 spike variants on their interactions with human ACE2 receptor. Sci Rep 2023; 13:8743. [PMID: 37253762 DOI: 10.1038/s41598-023-35070-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 05/12/2023] [Indexed: 06/01/2023] Open
Abstract
Spike glycoprotein of SARS-CoV-2 variants plays a critical role in infection and transmission through its interaction with human angiotensin converting enzyme 2 (hACE2) receptors. Prior findings using molecular docking and biomolecular studies reported varied findings on the difference in the interactions among the spike variants with the hACE2 receptors. Hence, it is a prerequisite to understand these interactions in a more precise manner. To this end, firstly, we performed ELISA with trimeric spike glycoproteins of SARS-CoV-2 variants including Wuhan Hu-1(Wild), Delta, C.1.2 and Omicron. Further, to study the interactions in a more specific manner by mimicking the natural infection, we developed hACE2 receptors expressing HEK-293T cell line, evaluated their binding efficiencies and competitive binding of spike variants with D614G spike pseudotyped virus. In line with the existing findings, we observed that Omicron had higher binding efficiency compared to Delta in both ELISA and Cellular models. Intriguingly, we found that cellular models could differentiate the subtle differences between the closely related C.1.2 and Delta in their binding to hACE2 receptors. Our study using the cellular model provides a precise method to evaluate the binding interactions between spike sub-lineages to hACE2 receptors.
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Affiliation(s)
- Gokulnath Mahalingam
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Porkizhi Arjunan
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Yogapriya Periyasami
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Ajay Kumar Dhyani
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Nivedita Devaraju
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Vignesh Rajendiran
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Abisha Crystal Christopher
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Ramya Devi Kt
- Department of Biotechnology, SRM Institute of Science and Technology, Chennai, Tamil Nadu, India
| | - Immanuel Dhanasingh
- Centre for Bio-Separation Technology, Vellore Institute of Technology, Vellore, Tamil Nadu, 632014, India
| | - Saravanabhavan Thangavel
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Mohankumar Murugesan
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Mahesh Moorthy
- Department of Clinical Virology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Alok Srivastava
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India
| | - Srujan Marepally
- Centre for Stem Cell Research (CSCR) (a Unit of inStem, Bengaluru), CMC Campus, Vellore, Tamil Nadu, 632002, India.
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7
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Verkhivker G, Alshahrani M, Gupta G, Xiao S, Tao P. Probing Conformational Landscapes of Binding and Allostery in the SARS-CoV-2 Omicron Variant Complexes Using Microsecond Atomistic Simulations and Perturbation-Based Profiling Approaches: Hidden Role of Omicron Mutations as Modulators of Allosteric Signaling and Epistatic Relationships. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.03.539337. [PMID: 37205479 PMCID: PMC10187228 DOI: 10.1101/2023.05.03.539337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
In this study, we systematically examine the conformational dynamics, binding and allosteric communications in the Omicron BA.1, BA.2, BA.3 and BA.4/BA.5 complexes with the ACE2 host receptor using molecular dynamics simulations and perturbation-based network profiling approaches. Microsecond atomistic simulations provided a detailed characterization of the conformational landscapes and revealed the increased thermodynamic stabilization of the BA.2 variant which is contrasted with the BA.4/BA.5 variants inducing a significant mobility of the complexes. Using ensemble-based mutational scanning of binding interactions, we identified binding affinity and structural stability hotspots in the Omicron complexes. Perturbation response scanning and network-based mutational profiling approaches probed the effect of the Omicron variants on allosteric communications. The results of this analysis revealed specific roles of Omicron mutations as "plastic and evolutionary adaptable" modulators of binding and allostery which are coupled to the major regulatory positions through interaction networks. Through perturbation network scanning of allosteric residue potentials in the Omicron variant complexes, which is performed in the background of the original strain, we identified that the key Omicron binding affinity hotspots N501Y and Q498R could mediate allosteric interactions and epistatic couplings. Our results suggested that the synergistic role of these hotspots in controlling stability, binding and allostery can enable for compensatory balance of fitness tradeoffs with conformationally and evolutionary adaptable immune-escape Omicron mutations. Through integrative computational approaches, this study provides a systematic analysis of the effects of Omicron mutations on thermodynamics, binding and allosteric signaling in the complexes with ACE2 receptor. The findings support a mechanism in which Omicron mutations can evolve to balance thermodynamic stability and conformational adaptability in order to ensure proper tradeoff between stability, binding and immune escape.
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8
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Verkhivker G, Alshahrani M, Gupta G. Coarse-Grained Molecular Simulations and Ensemble-Based Mutational Profiling of Protein Stability in the Different Functional Forms of the SARS-CoV-2 Spike Trimers: Balancing Stability and Adaptability in BA.1, BA.2 and BA.2.75 Variants. Int J Mol Sci 2023; 24:ijms24076642. [PMID: 37047615 PMCID: PMC10094791 DOI: 10.3390/ijms24076642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 03/29/2023] [Accepted: 03/31/2023] [Indexed: 04/05/2023] Open
Abstract
Evolutionary and functional studies have suggested that the emergence of Omicron variants can be determined by multiple fitness tradeoffs including immune escape, binding affinity, conformational plasticity, protein stability, and allosteric modulation. In this study, we embarked on a systematic comparative analysis of the conformational dynamics, electrostatics, protein stability, and allostery in the different functional states of spike trimers for BA.1, BA.2, and BA.2.75 variants. Using efficient and accurate coarse-grained simulations and atomistic reconstruction of the ensembles, we examined the conformational dynamics of the spike trimers that agree with the recent functional studies, suggesting that BA.2.75 trimers are the most stable among these variants. A systematic mutational scanning of the inter-protomer interfaces in the spike trimers revealed a group of conserved structural stability hotspots that play a key role in the modulation of functional dynamics and are also involved in the inter-protomer couplings through local contacts and interaction networks with the Omicron mutational sites. The results of mutational scanning provided evidence that BA.2.75 trimers are more stable than BA.2 and comparable in stability to the BA.1 variant. Using dynamic network modeling of the S Omicron BA.1, BA.2, and BA.2.75 trimers, we showed that the key network mediators of allosteric interactions are associated with the major stability hotspots that are interconnected along potential communication pathways. The network analysis of the BA.1, BA.2, and BA.2.75 trimers suggested that the increased thermodynamic stability of the BA.2.75 variant may be linked with the organization and modularity of the residue interaction network that allows for allosteric communications between structural stability hotspots and Omicron mutational sites. This study provided a plausible rationale for a mechanism in which Omicron mutations may evolve by targeting vulnerable sites of conformational adaptability to elicit immune escape while maintaining their control on balancing protein stability and functional fitness through robust allosteric communications with the stability hotspots.
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Affiliation(s)
- 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
- Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, CA 92618, USA
| | - 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
| | - Grace Gupta
- 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
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9
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Silva RP, Huang Y, Nguyen AW, Hsieh CL, Olaluwoye OS, Kaoud TS, Wilen RE, Qerqez AN, Park JG, Khalil AM, Azouz LR, Le KC, Bohanon AL, DiVenere AM, Liu Y, Lee AG, Amengor DA, Shoemaker SR, Costello SM, Padlan EA, Marqusee S, Martinez-Sobrido L, Dalby KN, D'Arcy S, McLellan JS, Maynard JA. Identification of a conserved S2 epitope present on spike proteins from all highly pathogenic coronaviruses. eLife 2023; 12:e83710. [PMID: 36942851 PMCID: PMC10030117 DOI: 10.7554/elife.83710] [Citation(s) in RCA: 20] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 03/04/2023] [Indexed: 03/23/2023] Open
Abstract
To address the ongoing SARS-CoV-2 pandemic and prepare for future coronavirus outbreaks, understanding the protective potential of epitopes conserved across SARS-CoV-2 variants and coronavirus lineages is essential. We describe a highly conserved, conformational S2 domain epitope present only in the prefusion core of β-coronaviruses: SARS-CoV-2 S2 apex residues 980-1006 in the flexible hinge. Antibody RAY53 binds the native hinge in MERS-CoV and SARS-CoV-2 spikes on the surface of mammalian cells and mediates antibody-dependent cellular phagocytosis and cytotoxicity against SARS-CoV-2 spike in vitro. Hinge epitope mutations that ablate antibody binding compromise pseudovirus infectivity, but changes elsewhere that affect spike opening dynamics, including those found in Omicron BA.1, occlude the epitope and may evade pre-existing serum antibodies targeting the S2 core. This work defines a third class of S2 antibody while providing insights into the potency and limitations of S2 core epitope targeting.
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Affiliation(s)
- Rui P Silva
- Department of Molecular Biosciences, The University of Texas at AustinAustinUnited States
| | - Yimin Huang
- Department of Molecular Biosciences, The University of Texas at AustinAustinUnited States
| | - Annalee W Nguyen
- Department of Chemical Engineering, The University of Texas at AustinAustinUnited States
| | - Ching-Lin Hsieh
- Department of Molecular Biosciences, The University of Texas at AustinAustinUnited States
| | - Oladimeji S Olaluwoye
- Department of Chemistry and Biochemistry, The University of Texas at DallasDallasUnited States
| | - Tamer S Kaoud
- Division of Chemical Biology and Medicinal Chemistry, The University of Texas at AustinAustinUnited States
| | - Rebecca E Wilen
- Department of Chemical Engineering, The University of Texas at AustinAustinUnited States
| | - Ahlam N Qerqez
- Department of Chemical Engineering, The University of Texas at AustinAustinUnited States
| | - Jun-Gyu Park
- Texas Biomedical Research InstituteSan AntonioUnited States
- Laboratory of Veterinary Zoonosis, College of Veterinary Medicine, Chonnam National UniversityGwangjuRepublic of Korea
| | - Ahmed M Khalil
- Texas Biomedical Research InstituteSan AntonioUnited States
| | - Laura R Azouz
- Department of Chemical Engineering, The University of Texas at AustinAustinUnited States
| | - Kevin C Le
- Department of Chemical Engineering, The University of Texas at AustinAustinUnited States
| | - Amanda L Bohanon
- Department of Molecular Biosciences, The University of Texas at AustinAustinUnited States
| | - Andrea M DiVenere
- Department of Chemical Engineering, The University of Texas at AustinAustinUnited States
| | - Yutong Liu
- Department of Chemical Engineering, The University of Texas at AustinAustinUnited States
| | - Alison G Lee
- Department of Molecular Biosciences, The University of Texas at AustinAustinUnited States
| | - Dzifa A Amengor
- Department of Molecular Biosciences, The University of Texas at AustinAustinUnited States
| | - Sophie R Shoemaker
- Department of Molecular and Cell Biology, University of California, BerkeleyBerkeleyUnited States
| | - Shawn M Costello
- Biophysics Graduate Program, University of California, BerkeleyBerkeleyUnited States
| | | | - Susan Marqusee
- Department of Molecular and Cell Biology, University of California, BerkeleyBerkeleyUnited States
- Department of Chemistry, University of California, BerkeleyBerkeleyUnited States
| | | | - Kevin N Dalby
- Division of Chemical Biology and Medicinal Chemistry, The University of Texas at AustinAustinUnited States
| | - Sheena D'Arcy
- Department of Chemistry and Biochemistry, The University of Texas at DallasDallasUnited States
| | - Jason S McLellan
- Department of Molecular Biosciences, The University of Texas at AustinAustinUnited States
- LaMontagne Center for Infectious Diseases, The University of Texas at AustinAustinUnited States
| | - Jennifer A Maynard
- Department of Chemical Engineering, The University of Texas at AustinAustinUnited States
- LaMontagne Center for Infectious Diseases, The University of Texas at AustinAustinUnited States
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10
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Wang Q, Meng F, Xie Y, Wang W, Meng Y, Li L, Liu T, Qi J, Ni X, Zheng S, Huang J, Huang N. In Silico Discovery of Small Molecule Modulators Targeting the Achilles' Heel of SARS-CoV-2 Spike Protein. ACS CENTRAL SCIENCE 2023; 9:252-265. [PMID: 36844485 PMCID: PMC9924089 DOI: 10.1021/acscentsci.2c01190] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Indexed: 05/27/2023]
Abstract
The spike protein of SARS-CoV-2 has been a promising target for developing vaccines and therapeutics due to its crucial role in the viral entry process. Previously reported cryogenic electron microscopy (cryo-EM) structures have revealed that free fatty acids (FFA) bind with SARS-CoV-2 spike protein, stabilizing its closed conformation and reducing its interaction with the host cell target in vitro. Inspired by these, we utilized a structure-based virtual screening approach against the conserved FFA-binding pocket to identify small molecule modulators of SARS-CoV-2 spike protein, which helped us identify six hits with micromolar binding affinities. Further evaluation of their commercially available and synthesized analogs enabled us to discover a series of compounds with better binding affinities and solubilities. Notably, our identified compounds exhibited similar binding affinities against the spike proteins of the prototypic SARS-CoV-2 and a currently circulating Omicron BA.4 variant. Furthermore, the cryo-EM structure of the compound SPC-14 bound spike revealed that SPC-14 could shift the conformational equilibrium of the spike protein toward the closed conformation, which is human ACE2 (hACE2) inaccessible. Our identified small molecule modulators targeting the conserved FFA-binding pocket could serve as the starting point for the future development of broad-spectrum COVID-19 intervention treatments.
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Affiliation(s)
- Qing Wang
- School
of Pharmaceutical Science and Technology, Tianjin University, Tianjin 300072, China
- National
Institute of Biological Sciences, Beijing, Zhongguancun Life Science Park, No. 7 Science Park Road, Beijing 102206, China
| | - Fanhao Meng
- Shuimu
Biosciences, Zhongguancun Life Science Park, No. 7 Science Park Road, Beijing 102206, China
| | - Yuting Xie
- National
Institute of Biological Sciences, Beijing, Zhongguancun Life Science Park, No. 7 Science Park Road, Beijing 102206, China
| | - Wei Wang
- National
Institute of Biological Sciences, Beijing, Zhongguancun Life Science Park, No. 7 Science Park Road, Beijing 102206, China
| | - Yumin Meng
- CAS
Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Linjie Li
- CAS
Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Tao Liu
- Tsinghua
Institute of Multidisciplinary Biomedical Research, Tsinghua University, Beijing 102206, China
| | - Jianxun Qi
- CAS
Key Laboratory of Pathogen Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Xiaodan Ni
- Shuimu
Biosciences, Zhongguancun Life Science Park, No. 7 Science Park Road, Beijing 102206, China
| | - Sanduo Zheng
- National
Institute of Biological Sciences, Beijing, Zhongguancun Life Science Park, No. 7 Science Park Road, Beijing 102206, China
- Tsinghua
Institute of Multidisciplinary Biomedical Research, Tsinghua University, Beijing 102206, China
| | - Jianhui Huang
- School
of Pharmaceutical Science and Technology, Tianjin University, Tianjin 300072, China
| | - Niu Huang
- National
Institute of Biological Sciences, Beijing, Zhongguancun Life Science Park, No. 7 Science Park Road, Beijing 102206, China
- Tsinghua
Institute of Multidisciplinary Biomedical Research, Tsinghua University, Beijing 102206, China
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11
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Bhadane R, Salo-Ahen OMH. High-Throughput Molecular Dynamics-Based Alchemical Free Energy Calculations for Predicting the Binding Free Energy Change Associated with the Selected Omicron Mutations in the Spike Receptor-Binding Domain of SARS-CoV-2. Biomedicines 2022; 10:2779. [PMID: 36359299 PMCID: PMC9687918 DOI: 10.3390/biomedicines10112779] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 10/17/2022] [Accepted: 10/25/2022] [Indexed: 11/10/2023] Open
Abstract
The ongoing pandemic caused by SARS-CoV-2 has gone through various phases. Since the initial outbreak, the virus has mutated several times, with some lineages showing even stronger infectivity and faster spread than the original virus. Among all the variants, omicron is currently classified as a variant of concern (VOC) by the World Health Organization, as the previously circulating variants have been replaced by it. In this work, we have focused on the mutations observed in omicron sub lineages BA.1, BA.2, BA.4 and BA.5, particularly at the receptor-binding domain (RBD) of the spike protein that is responsible for the interactions with the host ACE2 receptor and binding of antibodies. Studying such mutations is particularly important for understanding the viral infectivity, spread of the disease and for tracking the escape routes of this virus from antibodies. Molecular dynamics (MD) based alchemical free energy calculations have been shown to be very accurate in predicting the free energy change, due to a mutation that could have a deleterious or a stabilizing effect on either the protein itself or its binding affinity to another protein. Here, we investigated the significance of five spike RBD mutations on the stability of the spike protein binding to ACE2 by free energy calculations using high throughput MD simulations. For comparison, we also used conventional MD simulations combined with a Molecular Mechanics-Generalized Born Surface Area (MM-GBSA) based approach, and compared our results with the available experimental data. Overall, the alchemical free energy calculations performed far better than the MM-GBSA approach in predicting the individual impact of the mutations. When considering the experimental variation, the alchemical free energy method was able to produce a relatively accurate prediction for N501Y, the mutant that has previously been reported to increase the binding affinity to hACE2. On the other hand, the other individual mutations seem not to have a significant effect on the spike RBD binding affinity towards hACE2.
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Affiliation(s)
- Rajendra Bhadane
- Structural Bioinformatics Laboratory, Faculty of Science and Engineering, Biochemistry, Åbo Akademi University, FI-20520 Turku, Finland
- Pharmaceutical Sciences Laboratory, Faculty of Science and Engineering, Pharmacy, Åbo Akademi University, FI-20520 Turku, Finland
| | - Outi M. H. Salo-Ahen
- Structural Bioinformatics Laboratory, Faculty of Science and Engineering, Biochemistry, Åbo Akademi University, FI-20520 Turku, Finland
- Pharmaceutical Sciences Laboratory, Faculty of Science and Engineering, Pharmacy, Åbo Akademi University, FI-20520 Turku, Finland
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12
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Baral P, Pavadai E, Zhou Z, Xu Y, Tison CK, Pokhrel R, Gerstman BS, Chapagain PP. Immunoinformatic screening of Marburgvirus epitopes and computational investigations of epitope-allele complexes. Int Immunopharmacol 2022; 111:109109. [PMID: 35926269 DOI: 10.1016/j.intimp.2022.109109] [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: 03/22/2022] [Revised: 06/14/2022] [Accepted: 07/27/2022] [Indexed: 11/17/2022]
Abstract
Marburgvirus (MARV), a member of the Filovirus family, causes severe hemorrhagic fever in humans. Currently, there are no approved vaccines or post exposure treatment methods available against MARV. With the aim of identifying vaccine candidates against MARV, we employ different sequence-based computational methods to predict the MHC-I and MHC-II T-cell epitopes as well as B-cell epitopes for the complete MARV genome. We analyzed the variations in the predicted epitopes among four MARV variants, the Lake Victoria, Angola, Musoke, and Ravn. We used a consensus approach to identify several epitopes, including novel epitopes, and narrowed down the selection based on different parameters such as antigenicity and IC50 values. The selected epitopes can be used in various vaccine constructs that give effective antibody responses. The MHC-I epitope-allele complexes for GP and NP with favorably low IC50 values were investigated using molecular dynamics computations to determine the molecular details of the epitope-allele complexes. This study provides information for further experimental validation of the potential epitopes and the design and development of MARV vaccines.
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Affiliation(s)
- Prabin Baral
- Department of Physics, Florida International University, Miami, FL 33199, USA
| | - Elumalai Pavadai
- Department of Physics, Florida International University, Miami, FL 33199, USA
| | - Ziyou Zhou
- Biotech Group, Luna Labs USA, Charlottesville, VA 22903, USA
| | - Yang Xu
- Biotech Group, Luna Labs USA, Charlottesville, VA 22903, USA
| | | | - Rudramani Pokhrel
- Department of Physics, Florida International University, Miami, FL 33199, USA
| | - Bernard S Gerstman
- Department of Physics, Florida International University, Miami, FL 33199, USA; Biomolecular Sciences Institute, Florida International University, Miami, FL 33199, USA
| | - Prem P Chapagain
- Department of Physics, Florida International University, Miami, FL 33199, USA; Biomolecular Sciences Institute, Florida International University, Miami, FL 33199, USA.
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13
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Verkhivker GM, Agajanian S, Kassab R, Krishnan K. Frustration-driven allosteric regulation and signal transmission in the SARS-CoV-2 spike omicron trimer structures: a crosstalk of the omicron mutation sites allosterically regulates tradeoffs of protein stability and conformational adaptability. Phys Chem Chem Phys 2022; 24:17723-17743. [PMID: 35839100 DOI: 10.1039/d2cp01893d] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Dissecting the regulatory principles underlying function and activity of the SARS-CoV-2 spike protein at the atomic level is of paramount importance for understanding the mechanisms of virus transmissibility and immune escape. In this work, we introduce a hierarchical computational approach for atomistic modeling of allosteric mechanisms in the SARS-CoV-2 Omicron spike proteins and present evidence of a frustration-based allostery as an important energetic driver of the conformational changes and spike activation. By examining conformational landscapes and the residue interaction networks in the SARS-CoV-2 Omicron spike protein structures, we have shown that the Omicron mutational sites are dynamically coupled and form a central engine of the allosterically regulated spike machinery that regulates the balance and tradeoffs between conformational plasticity, protein stability, and functional adaptability. We have found that the Omicron mutational sites at the inter-protomer regions form regulatory hotspot clusters that control functional transitions between the closed and open states. Through perturbation-based modeling of allosteric interaction networks and diffusion analysis of communications in the closed and open spike states, we have quantified the allosterically regulated activation mechanism and uncover specific regulatory roles of the Omicron mutations. Atomistic reconstruction of allosteric communication pathways and kinetic modeling using Markov transient analysis reveal that the Omicron mutations form the inter-protomer electrostatic bridges that operate as a network of coupled regulatory switches that could control global conformational changes and signal transmission in the spike protein. The results of this study have revealed distinct and yet complementary roles of the Omicron mutation sites as a network of hotspots that enable allosteric modulation of structural stability and conformational changes which are central for spike activation and virus transmissibility.
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Affiliation(s)
- Gennady M Verkhivker
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA.,Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, CA 92618, USA.,Department of Pharmacology, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA.
| | - Steve Agajanian
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA
| | - Ryan Kassab
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA
| | - Keerthi Krishnan
- Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, Orange, CA 92866, USA
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14
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Integrating Conformational Dynamics and Perturbation-Based Network Modeling for Mutational Profiling of Binding and Allostery in the SARS-CoV-2 Spike Variant Complexes with Antibodies: Balancing Local and Global Determinants of Mutational Escape Mechanisms. Biomolecules 2022; 12:biom12070964. [PMID: 35883520 PMCID: PMC9313167 DOI: 10.3390/biom12070964] [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: 06/18/2022] [Revised: 07/06/2022] [Accepted: 07/08/2022] [Indexed: 02/05/2023] Open
Abstract
In this study, we combined all-atom MD simulations, the ensemble-based mutational scanning of protein stability and binding, and perturbation-based network profiling of allosteric interactions in the SARS-CoV-2 spike complexes with a panel of cross-reactive and ultra-potent single antibodies (B1-182.1 and A23-58.1) as well as antibody combinations (A19-61.1/B1-182.1 and A19-46.1/B1-182.1). Using this approach, we quantify the local and global effects of mutations in the complexes, identify protein stability centers, characterize binding energy hotspots, and predict the allosteric control points of long-range interactions and communications. Conformational dynamics and distance fluctuation analysis revealed the antibody-specific signatures of protein stability and flexibility of the spike complexes that can affect the pattern of mutational escape. A network-based perturbation approach for mutational profiling of allosteric residue potentials revealed how antibody binding can modulate allosteric interactions and identified allosteric control points that can form vulnerable sites for mutational escape. The results show that the protein stability and binding energetics of the SARS-CoV-2 spike complexes with the panel of ultrapotent antibodies are tolerant to the effect of Omicron mutations, which may be related to their neutralization efficiency. By employing an integrated analysis of conformational dynamics, binding energetics, and allosteric interactions, we found that the antibodies that neutralize the Omicron spike variant mediate the dominant binding energy hotpots in the conserved stability centers and allosteric control points in which mutations may be restricted by the requirements of the protein folding stability and binding to the host receptor. This study suggested a mechanism in which the patterns of escape mutants for the ultrapotent antibodies may not be solely determined by the binding interaction changes but are associated with the balance and tradeoffs of multiple local and global factors, including protein stability, binding affinity, and long-range interactions.
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15
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Nader D, Kerrigan SW. Molecular Cross-Talk between Integrins and Cadherins Leads to a Loss of Vascular Barrier Integrity during SARS-CoV-2 Infection. Viruses 2022; 14:891. [PMID: 35632633 PMCID: PMC9143673 DOI: 10.3390/v14050891] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 04/20/2022] [Accepted: 04/22/2022] [Indexed: 12/12/2022] Open
Abstract
The vascular barrier is heavily injured following SARS-CoV-2 infection and contributes enormously to life-threatening complications in COVID-19. This endothelial dysfunction is associated with the phlogistic phenomenon of cytokine storms, thrombotic complications, abnormal coagulation, hypoxemia, and multiple organ failure. The mechanisms surrounding COVID-19 associated endotheliitis have been widely attributed to ACE2-mediated pathways. However, integrins are emerging as possible receptor candidates for SARS-CoV-2, and their complex intracellular signaling events are essential for maintaining endothelial homeostasis. Here, we showed that the spike protein of SARS-CoV-2 depends on its RGD motif to drive barrier dysregulation by hijacking integrin αVβ3, expressed on human endothelial cells. This triggers the redistribution and internalization of major junction protein VE-Cadherin which leads to the barrier disruption phenotype. Both extracellular and intracellular inhibitors of integrin αVβ3 prevented these effects, similarly to the RGD-cyclic peptide compound Cilengitide, which suggests that the spike protein-through its RGD motif-binds to αVβ3 and elicits vascular leakage events. These findings support integrins as an additional receptor for SARS-CoV-2, particularly as integrin engagement can elucidate many of the adverse endothelial dysfunction events that stem from COVID-19.
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Affiliation(s)
| | - Steve W. Kerrigan
- Cardiovascular Infection Research Group, School of Pharmacy and Biomolecular Sciences (PBS), RCSI University of Medicine and Health Sciences, 123 St. Stephen’s Green, D02 YN77 Dublin, Ireland;
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16
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Verkhivker G, Agajanian S, Kassab R, Krishnan K. Computer Simulations and Network-Based Profiling of Binding and Allosteric Interactions of SARS-CoV-2 Spike Variant Complexes and the Host Receptor: Dissecting the Mechanistic Effects of the Delta and Omicron Mutations. Int J Mol Sci 2022; 23:4376. [PMID: 35457196 PMCID: PMC9032413 DOI: 10.3390/ijms23084376] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 04/12/2022] [Accepted: 04/14/2022] [Indexed: 02/01/2023] Open
Abstract
In this study, we combine all-atom MD simulations and comprehensive mutational scanning of S-RBD complexes with the angiotensin-converting enzyme 2 (ACE2) host receptor in the native form as well as the S-RBD Delta and Omicron variants to (a) examine the differences in the dynamic signatures of the S-RBD complexes and (b) identify the critical binding hotspots and sensitivity of the mutational positions. We also examined the differences in allosteric interactions and communications in the S-RBD complexes for the Delta and Omicron variants. Through the perturbation-based scanning of the allosteric propensities of the SARS-CoV-2 S-RBD residues and dynamics-based network centrality and community analyses, we characterize the global mediating centers in the complexes and the nature of local stabilizing communities. We show that a constellation of mutational sites (G496S, Q498R, N501Y and Y505H) correspond to key binding energy hotspots and also contribute decisively to the key interfacial communities that mediate allosteric communications between S-RBD and ACE2. These Omicron mutations are responsible for both favorable local binding interactions and long-range allosteric interactions, providing key functional centers that mediate the high transmissibility of the virus. At the same time, our results show that other mutational sites could provide a "flexible shield" surrounding the stable community network, thereby allowing the Omicron virus to modulate immune evasion at different epitopes, while protecting the integrity of binding and allosteric interactions in the RBD-ACE2 complexes. This study suggests that the SARS-CoV-2 S protein may exploit the plasticity of the RBD to generate escape mutants, while engaging a small group of functional hotspots to mediate efficient local binding interactions and long-range allosteric communications with ACE2.
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Affiliation(s)
- 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; (S.A.); (R.K.); (K.K.)
- Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, CA 92618, USA
| | - Steve Agajanian
- 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; (S.A.); (R.K.); (K.K.)
| | - Ryan Kassab
- 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; (S.A.); (R.K.); (K.K.)
| | - Keerthi Krishnan
- 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; (S.A.); (R.K.); (K.K.)
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17
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Lin H, Zhang J, Dong S, Liu Y, Liu P, Gao GF, Liu WJ, Wu G. An adjusted ELISpot-based immunoassay for evaluation of SARS-CoV-2-specific T-cell responses. BIOSAFETY AND HEALTH 2022; 4:179-185. [PMID: 35505811 PMCID: PMC9047432 DOI: 10.1016/j.bsheal.2022.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 04/25/2022] [Accepted: 04/26/2022] [Indexed: 11/30/2022] Open
Abstract
Like antibody evaluation, using an effective antigen-specific T-cell immunity assessment method in coronavirus disease 2019 (COVID-19) patients, survivors and vaccinees is crucial for understanding the immune persistence, prognosis assessment, and vaccine development for COVID-19. This study evaluated an empirically adjusted enzyme-linked immunospot assay for detecting severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)-specific T-cell immunity in 175 peripheral blood samples from COVID-19 convalescents and healthy individuals. Results of viral nucleic acid were used as the gold standard of infection confirmation. The SARS-CoV-2M peptide pool had higher sensitivity of 85% and specificity of 71% for the single peptide pool. For combined peptide pools, the parallel evaluation (at least one of the peptide pools is positive) of total peptide pools (S1&S2&M&N) had higher sensitivity (up to 93%), and the serial evaluation (all peptide pools are positive) of total peptide pools had higher specificity (up to 100%). The result of the serial evaluation was better than that of the parallel evaluation as a whole. The detection efficiency of M and N peptide pool serial evaluation appeared the highest, with a sensitivity of 80% and specificity of 93%. This T-cell immunity detection assay introduced in this report can achieve high operability and applicability. Therefore, it can be an effective SARS-CoV-2-specific cellular immune function evaluation method.
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