Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Article
  • Published:

Selection of antigenically advanced variants of seasonal influenza viruses

Abstract

Influenza viruses mutate frequently, necessitating constant updates of vaccine viruses. To establish experimental approaches that may complement the current vaccine strain selection process, we selected antigenic variants from human H1N1 and H3N2 influenza virus libraries possessing random mutations in the globular head of the haemagglutinin protein (which includes the antigenic sites) by incubating them with human and/or ferret convalescent sera to human H1N1 and H3N2 viruses. We also selected antigenic escape variants from human viruses treated with convalescent sera and from mice that had been previously immunized against human influenza viruses. Our pilot studies with past influenza viruses identified escape mutants that were antigenically similar to variants that emerged in nature, establishing the feasibility of our approach. Our studies with contemporary human influenza viruses identified escape mutants before they caused an epidemic in 2014–2015. This approach may aid in the prediction of potential antigenic escape variants and the selection of future vaccine candidates before they become widespread in nature.

This is a preview of subscription content, access via your institution

Access options

Buy this article

USD 39.95

Prices may be subject to local taxes which are calculated during checkout

Figure 1: Schematic overview of our experimental approach to predict the antigenic evolution of human influenza A viruses.
Figure 2: HA antigenic cartography.
Figure 3: Structural basis of antigenic changes.
Figure 4: Immune evasion in ferrets by HA mutations identified in this study or found in a field strain.
Figure 5: Antigenic map of CUHK5250 and Kwangju/219 H3N2 escape mutants.
Figure 6: Antigenic map of TX/50 H3N2 escape mutants.

Similar content being viewed by others

References

  1. Wright, P. F., Neumann, G. & Kawaoka, Y. in Fields Virology Vol. 2 (eds Knipe, D. M. et al.) Ch. 48, 1691–1740 (Wolters Kluwer, Lippincott Williams & Wilkins, 2007).

    Google Scholar 

  2. Hay, A. J., Gregory, V., Douglas, A. R. & Lin, Y. P. The evolution of human influenza viruses. Phil. Trans. R. Soc. Lond. B 356, 1861–1870 (2001).

    Article  CAS  Google Scholar 

  3. Carrat, F. & Flahault, A. Influenza vaccine: the challenge of antigenic drift. Vaccine 25, 6852–6862 (2007).

    Article  CAS  Google Scholar 

  4. Wang, T. T. et al. Broadly protective monoclonal antibodies against H3 influenza viruses following sequential immunization with different hemagglutinins. PLoS Pathogens 6, e1000796 (2010).

    Article  Google Scholar 

  5. Russell, C. A. et al. Influenza vaccine strain selection and recent studies on the global migration of seasonal influenza viruses. Vaccine 26(Suppl 4), D31–D34 (2008).

    Article  CAS  Google Scholar 

  6. Belongia, E. A. et al. Effectiveness of inactivated influenza vaccines varied substantially with antigenic match from the 2004–2005 season to the 2006–2007 season. J. Infect. Dis. 199, 159–167 (2009).

    Article  Google Scholar 

  7. De Jong, J. C., Beyer, W. E., Palache, A. M., Rimmelzwaan, G. F. & Osterhaus, A. D. Mismatch between the 1997/1998 influenza vaccine and the major epidemic A(H3N2) virus strain as the cause of an inadequate vaccine-induced antibody response to this strain in the elderly. J. Med. Virol. 61, 94–99 (2000).

    Article  CAS  Google Scholar 

  8. Smith, D. J. et al. Mapping the antigenic and genetic evolution of influenza virus. Science 305, 371–376 (2004).

    Article  CAS  Google Scholar 

  9. Gerhard, W., Yewdell, J., Frankel, M. E. & Webster, R. Antigenic structure of influenza virus haemagglutinin defined by hybridoma antibodies. Nature 290, 713–717 (1981).

    Article  CAS  Google Scholar 

  10. Caton, A. J., Brownlee, G. G., Yewdell, J. W. & Gerhard, W. The antigenic structure of the influenza virus A/PR/8/34 hemagglutinin (H1 subtype). Cell 31, 417–427 (1982).

    Article  CAS  Google Scholar 

  11. Xu, R. et al. Structural basis of preexisting immunity to the 2009 H1N1 pandemic influenza virus. Science 328, 357–360 (2010).

    Article  CAS  Google Scholar 

  12. Wei, C. J. et al. Cross-neutralization of 1918 and 2009 influenza viruses: role of glycans in viral evolution and vaccine design. Sci. Transl. Med. 2, 24ra21 (2010).

    PubMed  PubMed Central  Google Scholar 

  13. Koel, B. F. et al. Substitutions near the receptor binding site determine major antigenic change during influenza virus evolution. Science 342, 976–979 (2013).

    Article  CAS  Google Scholar 

  14. Webster, R. G. & Laver, W. G. Determination of the number of nonoverlapping antigenic areas on Hong Kong (H3N2) influenza virus hemagglutinin with monoclonal antibodies and the selection of variants with potential epidemiological significance. Virology 104, 139–148 (1980).

    Article  CAS  Google Scholar 

  15. Fouchier, R. A. & Smith, D. J. Use of antigenic cartography in vaccine seed strain selection. Avian Dis. 54, 220–223 (2010).

    Article  Google Scholar 

  16. Sandbulte, M. R. et al. Discordant antigenic drift of neuraminidase and hemagglutinin in H1N1 and H3N2 influenza viruses. Proc. Natl Acad. Sci. USA 108, 20748–20753 (2011).

    Article  CAS  Google Scholar 

  17. Klimov, A. I. et al. WHO recommendations for the viruses to be used in the 2012 southern hemisphere influenza vaccine: epidemiology, antigenic and genetic characteristics of influenza A(H1N1)pdm09, A(H3N2) and B influenza viruses collected from February to September 2011. Vaccine 30, 6461–6471 (2012).

    Article  Google Scholar 

  18. Strengell, M., Ikonen, N., Ziegler, T. & Julkunen, I. Minor changes in the hemagglutinin of influenza A(H1N1)2009 virus alter its antigenic properties. PLoS ONE 6, e25848 (2011).

    Article  CAS  Google Scholar 

  19. Weekly Epidemiological Record, Vol. 86, 457–468 (World Health Organization, 2011).

  20. Guarnaccia, T. et al. Antigenic drift of the pandemic 2009 A(H1N1) influenza virus in A ferret model. PLoS Pathogens 9, e1003354 (2013).

    Article  CAS  Google Scholar 

  21. O'Donnell, C. D. et al. Antibody pressure by a human monoclonal antibody targeting the 2009 pandemic H1N1 virus hemagglutinin drives the emergence of a virus with increased virulence in mice. MBio 3, e00120 (2012).

    CAS  PubMed  PubMed Central  Google Scholar 

  22. Rudneva, I. et al. Escape mutants of pandemic influenza A/H1N1 2009 virus: variations in antigenic specificity and receptor affinity of the hemagglutinin. Virus Res. 166, 61–67 (2012).

    Article  CAS  Google Scholar 

  23. Hensley, S. E. et al. Hemagglutinin receptor binding avidity drives influenza A virus antigenic drift. Science 326, 734–736 (2009).

    Article  CAS  Google Scholar 

  24. Sun, H. et al. Using sequence data to infer the antigenicity of influenza virus. MBio 4, e00230 (2013).

    Article  Google Scholar 

  25. Bedford, T. et al. Integrating influenza antigenic dynamics with molecular evolution. eLife 3, e01914 (2014).

    Article  Google Scholar 

  26. Weekly Epidemiological Record, Vol. 89, 441–456 (World Health Organization, 2014).

  27. Chambers, B. S., Parkhouse, K., Ross, T. M., Alby, K. & Hensley, S. E. Identification of hemagglutinin residues responsible for H3N2 antigenic drift during the 2014–2015 influenza season. Cell Rep. 12, 1–6 (2015).

    Article  CAS  Google Scholar 

  28. Weekly Epidemiological Record, Vol. 90, 97–108 (World Health Organization, 2015).

  29. Weekly Epidemiological Record, Vol. 90, 545–559 (World Health Organization, 2015).

  30. Lin, Y. P. et al. Evolution of the receptor binding properties of the influenza A(H3N2) hemagglutinin. Proc. Natl Acad. Sci. USA 109, 21474–21479 (2012).

    Article  CAS  Google Scholar 

  31. Martin, J. et al. Studies of the binding properties of influenza hemagglutinin receptor-site mutants. Virology 241, 101–111 (1998).

    Article  CAS  Google Scholar 

  32. Steinbruck, L., Klingen, T. R. & McHardy, A. C. Computational prediction of vaccine strains for human influenza A (H3N2) viruses. J. Virol. 88, 12123–12132 (2014).

    Article  CAS  Google Scholar 

  33. Steinbruck, L. & McHardy, A. C. Allele dynamics plots for the study of evolutionary dynamics in viral populations. Nucleic Acids Res. 39, e4 (2011).

    Article  Google Scholar 

  34. Luksza, M. & Lassig, M. A predictive fitness model for influenza. Nature 507, 57–61 (2014).

    Article  CAS  Google Scholar 

  35. Neher, R. A. & Bedford, T. nextflu: real-time tracking of seasonal influenza virus evolution in humans. Bioinformatics 31, 3546–3548 (2015).

    Article  CAS  Google Scholar 

  36. Neumann, G. et al. Generation of influenza A viruses entirely from cloned cDNAs. Proc. Natl Acad. Sci. USA 96, 9345–9350 (1999).

    Article  CAS  Google Scholar 

  37. Hoffmann, E., Stech, J., Guan, Y., Webster, R. G. & Perez, D. R. Universal primer set for the full-length amplification of all influenza A viruses. Arch. Virol. 146, 2275–2289 (2001).

    Article  CAS  Google Scholar 

  38. Xu, R., McBride, R., Nycholat, C. M., Paulson, J. C. & Wilson, I. A. Structural characterization of the hemagglutinin receptor specificity from the 2009 H1N1 influenza pandemic. J. Virol. 86, 982–990 (2012).

    Article  CAS  Google Scholar 

Download references

Acknowledgements

The authors thank S. Watson for scientific editing and P. Jester for technical support. This work was supported by the Bill & Melinda Gates Foundation Global Health Grant OPPGH5383; National Institute of Allergy and Infectious Diseases (NIAID) Public Health Service research grants (USA); ERATO (Japan Science and Technology Agency); the Center for Research on Influenza Pathogenesis (CRIP) funded by the NIAID contracts HHSN266200700010C and HHSN272201400008C; the Japan Initiative for Global Research Network on Infectious Diseases; Grants-in-Aid for Specially Promoted Research from the Ministry of Education, Culture, Sports, Science, and Technology, Japan; Grants-in-Aid from the Ministry of Health, Labour and Welfare, Japan; grants from the Strategic Basic Research Program of the Japan Science and Technology Agency and by the Advanced Research & Development Programs for Medical Innovation from the Japan Agency for Medical Research and Development (AMED). C.A.R. was supported by a University Research Fellowship from the Royal Society. The authors acknowledge a Netherlands Organisation for Scientific Research (NWO) VICI grant, European Union (EU) FP7 programmes EMPERIE (223498) and ANTIGONE (278976); Human Frontier Science Program (HFSP) programme grant P0050/2008; Wellcome 087982AIA and NIH Director's Pioneer Award DP1-OD000490-01. D.F.B. and D.J.S. acknowledge support from CamGrid, the University of Cambridge distributed computer system. The Melbourne WHO Collaborating Centre for Reference and Research on Influenza is supported by the Australian Government Department of Health. The origins of the HA and NA gene sequences used in this study are recognized in Supplementary Table 25. The content of this report is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. Note: The methods used in this manuscript could potentially select for variants of A(H1N1)pdm09 viruses that could escape vaccine-based immunity; therefore, our manuscript was reviewed by the CDC's Institutional Biosecurity Board, which concluded this study does not constitute Dual Use Research of Concern (DURC). The selection of antigenic escape variants was completed before the US Government issued a Research Funding Pause on 17 October 2014, on selected gain-of-function research on influenza, MERS and SARS viruses.

Author information

Authors and Affiliations

Authors

Contributions

C.L., M.H., D.F.B., J.P., Y.Z., M.O., A.S.T., S.C.D., A.P.H., J.S., M.I., P.R.W., T.W., S.W., M.I., K.I.-H., C.A.R., S.L.J., E.S., E.A.M., G.N., A.I.K., A.K., J.M., D.W., Y.S., M.T., J.K., D.E.W., N.J.C., D.J.S. and Y.K. designed the experiments. C.L., M.H., D.F.B., J.P., Y.Z., M.O., A.S.T., S.C.D., A.P.H., J.S., M.I., P.R.W., T.W., S.W., M.I., K.I.-H., C.A.R., S.L.J., T.O., X.X. and E.S. performed the experiments. C.L., M.H., D.F.B., J.P., Y.Z., M.O., A.S.T., S.C.D., A.P.H., J.S., M.I., P.R.W., T.W., S.W., M.I., K.I.-H., C.A.R., S.L.J., E.S., E.A.M., G.N., A.I.K., A.K., J.M., D.W., Y.S., M.T., N.J.C., D.J.S. and Y.K. analysed the data. C.L., M.H., D.F.B., M.O., A.S.T., S.C.D., E.A.M., G.N., J.M.K., N.J.C., D.J.S. and Y.K. wrote the manuscript. C.L., M.H., D.F.B., J.P. and Y.Z. contributed equally to this work.

Corresponding authors

Correspondence to Derek J. Smith or Yoshihiro Kawaoka.

Ethics declarations

Competing interests

Y. Kawaoka has received speaker's honoraria from Toyama Chemical and Astellas, has received grant support from Chugai Pharmaceuticals, Daiichi Sankyo Pharmaceutical, Toyama Chemical, Tauns Laboratories, Otsuka Pharmaceutical Co., Tsumura and Co. and Denka Seiken Co. and is a founder of FluGen. G. Neumann is a founder of FluGen.

Supplementary information

Supplementary information

Supplementary Figures 1-11, Tables 1-4, 6, 7, 12–14, 16–19 and 22; and References. (PDF 1753 kb)

Supplementary Table 5

HA mutations in antigenic escape mutants selected with human convalescent sera from a randomly mutagenized HA library of A/Norway/3858/2009. (XLSX 14 kb)

Supplementary Table 8

HA mutations identified in antigenic escape mutants selected from A/Norway/3858/2009 HA libraries randomly mutagenized at a single amino acid position. (XLSX 19 kb)

Supplementary Table 9

HA mutations in antigenic escape mutants selected from an A/Norway/3858/2009 HA library possessing random mutations at two amino acid positions. (XLSX 30 kb)

Supplementary Table 10

HA mutations in antigenic escape mutants selected from an A/Norway/3858/2009 HA library with random mutations at four amino acid positions. (XLSX 27 kb)

Supplementary Table 11

HA mutations in antigenic escape mutants selected from an A/Norway/3858/2009 HA library with the D127E mutation and random mutations at positions 153–156. (XLSX 15 kb)

Supplementary Table 15

HA mutations and HI titres of viruses selected from immunized mice that were subsequently infected with an A/Norway/3858/2009 HA library possessing the D127E mutation and random mutations at amino acid positions 153–156. (XLSX 15 kb)

Supplementary Table 20

HA mutations in antigenic escape mutants selected with human convalescent sera from a randomly mutagenized HA library of A/Hong Kong/CUHK5250/2002 (H3N2). (XLSX 12 kb)

Supplementary Table 21

HA mutations in antigenic escape mutants selected from a randomly mutagenized HA library of A/Kwangju/219/2002 (H3N2). (XLSX 12 kb)

Supplementary Table 23

HA mutations (ordered by frequency) in antigenic escape mutants selected with human sera from a randomly mutagenized HA library of A/Texas/50/2012. (XLSX 16 kb)

Supplementary Table 24

HA mutations (ordered by serum) in antigenic escape mutants selected with human sera from a randomly mutagenized HA library of A/Texas/50/2012. (XLSX 18 kb)

Supplementary Table 25

Database information and acknowledgments for the pandemic H1N1 and H3N2 virus HA and NA sequences used in this study. (XLSX 15 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Li, C., Hatta, M., Burke, D. et al. Selection of antigenically advanced variants of seasonal influenza viruses. Nat Microbiol 1, 16058 (2016). https://doi.org/10.1038/nmicrobiol.2016.58

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1038/nmicrobiol.2016.58

This article is cited by

Search

Quick links

Nature Briefing Microbiology

Sign up for the Nature Briefing: Microbiology newsletter — what matters in microbiology research, free to your inbox weekly.

Get the most important science stories of the day, free in your inbox. Sign up for Nature Briefing: Microbiology