Research article Topical Sections

A systematic study on the binding affinity of SARS-CoV-2 spike protein to antibodies

  • Received: 29 September 2022 Revised: 18 December 2022 Accepted: 21 December 2022 Published: 26 December 2022
  • The COVID-19 pandemic has caused a worldwide health crisis and economic recession. Effective prevention and treatment methods are urgently required to control the pandemic. However, the emergence of novel SARS-CoV-2 variants challenges the effectiveness of currently available vaccines and therapeutic antibodies. In this study, through the assessment of binding free energies, we analyzed the mutational effects on the binding affinity of the coronavirus spike protein to neutralizing antibodies, patient-derived antibodies, and artificially designed antibody mimics. We designed a scoring method to assess the immune evasion ability of viral variants. We also evaluated the differences between several targeting sites on the spike protein of antibodies. The results presented herein might prove helpful in the development of more effective therapies in the future.

    Citation: Ke An, Xiaohong Zhu, Junfang Yan, Peiyi Xu, Linfeng Hu, Chen Bai. A systematic study on the binding affinity of SARS-CoV-2 spike protein to antibodies[J]. AIMS Microbiology, 2022, 8(4): 595-611. doi: 10.3934/microbiol.2022038

    Related Papers:

  • The COVID-19 pandemic has caused a worldwide health crisis and economic recession. Effective prevention and treatment methods are urgently required to control the pandemic. However, the emergence of novel SARS-CoV-2 variants challenges the effectiveness of currently available vaccines and therapeutic antibodies. In this study, through the assessment of binding free energies, we analyzed the mutational effects on the binding affinity of the coronavirus spike protein to neutralizing antibodies, patient-derived antibodies, and artificially designed antibody mimics. We designed a scoring method to assess the immune evasion ability of viral variants. We also evaluated the differences between several targeting sites on the spike protein of antibodies. The results presented herein might prove helpful in the development of more effective therapies in the future.



    加载中

    Acknowledgments



    This research was funded by the Warshel Institute for Computational Biology at the Chinese University of Hong Kong, Shenzhen (grant no. C10120180043).

    Conflict of interest



    The authors declare no conflict of interest.

    Author contributions



    CB supervised the project. XZ and KA designed the research study. XZ, KA, JY, PX, and LH, performed the research. XZ and KA analyzed the data and drafted the manuscript. All authors contributed to editorial changes in the manuscript. All authors read and approved the final manuscript.

    [1] WHO Coronavirus (COVID-19) Dashboard. Available from: https://covid19.who.int.
    [2] Campbell C, Park A (2020) Inside the global quest to trace the origins of COVID-19 and predict where it will go next. TIME Magazine 23. https://doi.org/https://time.com/5870481/coronavirus-origins.
    [3] Almagro JC, Mellado-Sanchez G, Pedraza-Escalona M, et al. (2022) Evolution of Anti-SARS-CoV-2 therapeutic antibodies. Int J Mol Sci 23: 9763. https://doi.org/10.3390/ijms23179763
    [4] Aydogdu MO, Rohn JL, Jafari NV, et al. (2022) Severe Acute Respiratory Syndrome Type 2-Causing Coronavirus: Variants and Preventive Strategies. Adv Sci 9: e2104495. https://doi.org/10.1002/advs.202104495
    [5] WHO: SARS-CoV-2-variants. Available from: https://www.who.int/en/activities/tracking-SARS-CoV-2-variants.
    [6] Chuenkitmongkol S, Solante R, Burhan E, et al. (2022) Expert review on global real-world vaccine effectiveness against SARS-CoV-2. Expert Rev Vaccines 21: 1255-1268. https://doi.org/10.1080/14760584.2022.2092472
    [7] Qu P, Faraone J, Evans JP, et al. (2022) Neutralization of the SARS-CoV-2 Omicron BA.4/5 and BA.2.12.1 Subvariants. N Engl J Med 386: 2526-2528. https://doi.org/10.1056/NEJMc2206725
    [8] Yu J, Collier AY, Rowe M, et al. (2022) Neutralization of the SARS-CoV-2 Omicron BA.1 and BA.2 Variants. N Engl J Med 386: 1579-1580. https://doi.org/10.1056/NEJMc2201849
    [9] Cao Y, Wang J, Jian F, et al. (2021) Omicron escapes the majority of existing SARS-CoV-2 neutralizing antibodies. Nat 602: 657-663. https://doi.org/10.1038/s41586-021-04385-3
    [10] Liu L, Iketani S, Guo Y, et al. (2021) Striking antibody evasion manifested by the Omicron variant of SARS-CoV-2. Nat 602: 676-681. https://doi.org/10.1038/s41586-021-04388-0
    [11] Planas D, Saunders N, Maes P, et al. (2021) Considerable escape of SARS-CoV-2 Omicron to antibody neutralization. Nat 602: 671-675. https://doi.org/10.1038/s41586-021-04389-z
    [12] Flemming A (2022) Omicron, the great escape artist. Nat Rev Immunol 22: 75. https://doi.org/10.1038/s41577-022-00676-6
    [13] Tuekprakhon A, Nutalai R, Dijokaite-Guraliuc A, et al. (2022) Antibody escape of SARS-CoV-2 Omicron BA.4 and BA.5 from vaccine and BA.1 serum. Cell 185: 2422-2433. https://doi.org/10.1016/j.cell.2022.06.005
    [14] Takashita E, Kinoshita N, Yamayoshi S, et al. (2022) Efficacy of Antiviral Agents against the SARS-CoV-2 Omicron Subvariant BA.2. N Engl J Med 386: 1475-1477. https://doi.org/10.1056/NEJMc2201933
    [15] Wang Q, Guo Y, Iketani S, et al. (2022) Antibody evasion by SARS-CoV-2 Omicron subvariants BA.2.12.1, BA.4 and BA.5. Nature 608: 603-608. https://doi.org/10.1038/s41586-022-05053-w
    [16] Corti D, Purcell LA, Snell G, et al. (2021) Tackling COVID-19 with neutralizing monoclonal antibodies. Cell 184: 3086-3108. https://doi.org/10.1016/j.cell.2021.05.005
    [17] Zhang H, Penninger JM, Li Y, et al. (2020) Angiotensin-converting enzyme 2 (ACE2) as a SARS-CoV-2 receptor: molecular mechanisms and potential therapeutic target. Intensive Care Med 46: 586-590. https://doi.org/10.1007/s00134-020-05985-9
    [18] Xu C, Wang Y, Liu C, et al. (2021) Conformational dynamics of SARS-CoV-2 trimeric spike glycoprotein in complex with receptor ACE2 revealed by cryo-EM. Sci Adv 7: eabe5575. https://doi.org/10.1126/sciadv.abe5575
    [19] Bai C, Warshel A (2020) Critical Differences between the Binding Features of the Spike Proteins of SARS-CoV-2 and SARS-CoV. J Phys Chem B 124: 5907-5912. https://doi.org/10.1021/acs.jpcb.0c04317
    [20] Bai C, Wang J, Chen G, et al. (2021) Predicting Mutational Effects on Receptor Binding of the Spike Protein of SARS-CoV-2 Variants. J Am Chem Soc 143: 17646-17654. https://doi.org/10.1021/jacs.1c07965
    [21] Sali A, Blundell TL (1993) Comparative protein modelling by satisfaction of spatial restraints. J Mol Biol 234: 779-815. https://doi.org/10.1006/jmbi.1993.1626
    [22] Yin W, Xu Y, Xu P, et al. (2022) Structures of the Omicron spike trimer with ACE2 and an anti-Omicron antibody: mechanisms for the high infectivity, immune evasion and antibody drug discovery. Science 375: 1048-1053. https://doi.org/10.1126/science.abn8863
    [23] Zost SJ, Gilchuk P, Case JB, et al. (2020) Potently neutralizing and protective human antibodies against SARS-CoV-2. Nature 584: 443-449. https://doi.org/https://doi.org/10.1038/s41586-020-2548-6
    [24] Loo Y-M, McTamney PM, Arends RH, et al. (2022) The SARS-CoV-2 monoclonal antibody combination, AZD7442, is protective in nonhuman primates and has an extended half-life in humans. Sci Transl Med 14: eabl8124. https://doi.org/10.1126/scitranslmed.abl8124
    [25] Kim C, Ryu D-K, Lee J, et al. (2021) A therapeutic neutralizing antibody targeting receptor binding domain of SARS-CoV-2 spike protein. Nat Commun 12: 1-10. https://doi.org/https://doi.org/10.1038/s41467-020-20602-5
    [26] Kim JY, Jang YR, Hong JH, et al. (2021) Safety, virologic efficacy, and pharmacokinetics of CT-P59, a neutralizing monoclonal antibody against SARS-CoV-2 spike receptor-binding protein: two randomized, placebo-controlled, phase i studies in healthy individuals and patients with mild SARS-CoV-2 infection. Clin Ther 43: 1706-1727. https://doi.org/10.1016/j.clinthera.2021.08.009
    [27] Gottlieb RL, Nirula A, Chen P, et al. (2021) Effect of bamlanivimab as monotherapy or in combination with etesevimab on viral load in patients with mild to moderate COVID-19: a randomized clinical trial. Jama 325: 632-644. https://doi.org/10.1001/jama.2021.0202
    [28] Jones BE, Brown-Augsburger PL, Corbett KS, et al. (2021) The neutralizing antibody, LY-CoV555, protects against SARS-CoV-2 infection in nonhuman primates. Sci Transl Med 13: eabf1906. https://doi.org/10.1126/scitranslmed.abf1906
    [29] Hansen J, Baum A, Pascal KE, et al. (2020) Studies in humanized mice and convalescent humans yield a SARS-CoV-2 antibody cocktail. Science 369: 1010-1014. https://doi.org/10.1126/science.abd0827
    [30] Pinto D, Park Y-J, Beltramello M, et al. (2020) Cross-neutralization of SARS-CoV-2 by a human monoclonal SARS-CoV antibody. Nature 583: 290-295. https://doi.org/https://doi.org/10.1038/s41586-020-2349-y
    [31] McCallum M, Czudnochowski N, Rosen LE, et al. (2022) Structural basis of SARS-CoV-2 Omicron immune evasion and receptor engagement. Science 375: 864-868. https://doi.org/10.1126/science.abn8652
    [32] Ju B, Zhang Q, Ge J, et al. (2020) Human neutralizing antibodies elicited by SARS-CoV-2 infection. Nature 584: 115-119. https://doi.org/https://doi.org/10.1038/s41586-020-2380-z
    [33] Wang R, Zhang Q, Ge J, et al. (2021) Analysis of SARS-CoV-2 variant mutations reveals neutralization escape mechanisms and the ability to use ACE2 receptors from additional species. Immun 54: 1611-1621. https://doi.org/10.1016/j.immuni.2021.06.003
    [34] Zhang Q, Ju B, Ge J, et al. (2021) Potent and protective IGHV3-53/3-66 public antibodies and their shared escape mutant on the spike of SARS-CoV-2. Nat Commun 12: 1-12. https://doi.org/https://doi.org/10.1038/s41467-021-24514-w
    [35] Li T, Han X, Gu C, et al. (2021) Potent SARS-CoV-2 neutralizing antibodies with protective efficacy against newly emerged mutational variants. Nat Commun 12: 1-11. https://doi.org/https://doi.org/10.1038/s41467-021-26539-7
    [36] Guo H, Gao Y, Li T, et al. (2022) Structures of Omicron spike complexes and implications for neutralizing antibody development. Cell Rep 39: 110770. https://doi.org/https://doi.org/10.1016/j.celrep.2022.110770
    [37] Vicatos S, Rychkova A, Mukherjee S, et al. (2014) An effective coarse-grained model for biological simulations: recent refinements and validations. Proteins 82: 1168-1185. https://doi.org/10.1002/prot.24482
    [38] Vorobyov I, Kim I, Chu ZT, et al. (2016) Refining the treatment of membrane proteins by coarse-grained models. Proteins 84: 92-117. https://doi.org/10.1002/prot.24958
    [39] Lee M, Kolev V, Warshel A (2017) Validating a Coarse-Grained Voltage Activation Model by Comparing Its Performance to the Results of Monte Carlo Simulations. J Phys Chem B 121: 11284-11291. https://doi.org/10.1021/acs.jpcb.7b09530
    [40] Lee FS, Chu ZT, Warshel A (1993) Microscopic and semimicroscopic calculations of electrostatic energies in proteins by the POLARIS and ENZYMIX programs. J Comput Chem 14: 161-185. https://doi.org/https://doi.org/10.1002/jcc.540140205
    [41] Kamerlin SC, Vicatos S, Dryga A, et al. (2011) Coarse-grained (multiscale) simulations in studies of biophysical and chemical systems. Annu Rev Phys Chem 62: 41-64. https://doi.org/10.1146/annurev-physchem-032210-103335
    [42] Krissinel E, Henrick K (2007) Inference of macromolecular assemblies from crystalline state. J Mol Biol 372: 774-797. https://doi.org/10.1016/j.jmb.2007.05.022
    [43] Cameroni E, Bowen JE, Rosen LE, et al. (2022) Broadly neutralizing antibodies overcome SARS-CoV-2 Omicron antigenic shift. Nat 602: 664-670. https://doi.org/10.1038/s41586-021-04386-2
    [44] Li L, Liao H, Meng Y, et al. (2022) Structural basis of human ACE2 higher binding affinity to currently circulating Omicron SARS-CoV-2 sub-variants BA.2 and BA.1.1. Cell 185: 2952-2960 e2910. https://doi.org/10.1016/j.cell.2022.06.023
    [45] Cai Y, Zhang J, Xiao T, et al. (2021) Structural basis for enhanced infectivity and immune evasion of SARS-CoV-2 variants. Science 373: 642-648. https://doi.org/10.1126/science.abi9745
    [46] McCallum M, Walls AC, Sprouse KR, et al. (2021) Molecular basis of immune evasion by the Delta and Kappa SARS-CoV-2 variants. Science 374: 1621-1626. https://doi.org/10.1126/science.abl8506
    [47] Starr TN, Czudnochowski N, Liu Z, et al. (2021) SARS-CoV-2 RBD antibodies that maximize breadth and resistance to escape. Nature 597: 97-102. https://doi.org/10.1038/s41586-021-03807-6
    [48] Ghimire D, Han Y, Lu M (2022) Structural Plasticity and Immune Evasion of SARS-CoV-2 Spike Variants. Viruses 14: 1255. https://doi.org/10.3390/v14061255
    [49] Ju B, Zhang Q, Ge J, et al. (2020) Human neutralizing antibodies elicited by SARS-CoV-2 infection. Nature 584: 115-119. https://doi.org/10.1038/s41586-020-2380-z
    [50] Zhang Q, Ju B, Ge J, et al. (2021) Potent and protective IGHV3-53/3-66 public antibodies and their shared escape mutant on the spike of SARS-CoV-2. Nat Commun 12: 4210. https://doi.org/10.1038/s41467-021-24514-w
    [51] Guo H, Gao Y, Li T, et al. (2022) Structures of Omicron spike complexes and implications for neutralizing antibody development. Cell Rep 39: 110770. https://doi.org/10.1016/j.celrep.2022.110770
    [52] Glasgow A, Glasgow J, Limonta D, et al. (2020) Engineered ACE2 receptor traps potently neutralize SARS-CoV-2. Proc Natl Acad Sci USA 117: 28046-28055. https://doi.org/10.1073/pnas.2016093117
    [53] Higuchi Y, Suzuki T, Arimori T, et al. (2021) Engineered ACE2 receptor therapy overcomes mutational escape of SARS-CoV-2. Nat Commun 12: 1-13. https://doi.org/https://doi.org/10.1038/s41467-021-24013-y
    [54] Cao L, Goreshnik I, Coventry B, et al. (2020) De novo design of picomolar SARS-CoV-2 miniprotein inhibitors. Science 370: 426-431. https://doi.org/10.1126/science.abd9909
    [55] Hunt AC, Case JB, Park YJ, et al. (2022) Multivalent designed proteins neutralize SARS-CoV-2 variants of concern and confer protection against infection in mice. Sci Transl Med 14: eabn1252. https://doi.org/10.1126/scitranslmed.abn1252
    [56] Callaway E, Ledford H (2021) How bad is Omicron? What scientists know so far. Nature 600: 197-199. https://doi.org/10.1038/d41586-021-03614-z
    [57] Kumar S, Thambiraja TS, Karuppanan K, et al. (2021) Omicron and Delta variant of SARS-CoV-2: A comparative computational study of spike protein. J Med Virol 94: 1641-1649. https://doi.org/10.1002/jmv.27526
    [58] Zhang J, Cai Y, Lavine C, et al. (2022) Structural and functional impact by SARS-CoV-2 Omicron spike mutations. Cell Rep 39: 110729. https://doi.org/10.1016/j.celrep.2022.110729
    [59] Dacon C, Tucker C, Peng L, et al. (2022) Broadly neutralizing antibodies target the coronavirus fusion peptide. Science 377: 728-735. https://doi.org/10.1126/science.abq3773
    [60] Low JS, Jerak J, Tortorici MA, et al. (2022) ACE2-binding exposes the SARS-CoV-2 fusion peptide to broadly neutralizing coronavirus antibodies. Science 377: 735-742. https://doi.org/10.1126/science.abq2679
    [61] Jackson CB, Farzan M, Chen B, et al. (2022) Mechanisms of SARS-CoV-2 entry into cells. Nat Rev Mol Cell Biol 23: 3-20. https://doi.org/10.1038/s41580-021-00418-x
    [62] Lamers MM, Haagmans BL (2022) SARS-CoV-2 pathogenesis. Nat Rev Microbiol 20: 270-284. https://doi.org/10.1038/s41579-022-00713-0
  • microbiol-08-04-038-s001.pdf
  • Reader Comments
  • © 2022 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(1479) PDF downloads(105) Cited by(0)

Article outline

Figures and Tables

Figures(3)  /  Tables(2)

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog