4.5 Article

Cross-reactive immunogenicity of group A streptococcal vaccines designed using a recurrent neural network to identify conserved M protein linear epitopes

Journal

VACCINE
Volume 39, Issue 12, Pages 1773-1779

Publisher

ELSEVIER SCI LTD
DOI: 10.1016/j.vaccine.2021.01.075

Keywords

Streptococcus pyogenes (S. pyogenes); M protein; Vaccine development; Neural networks; Linear epitopes; Bioinformatics

Funding

  1. National Institutes of Health [AI-R01AI132117]

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The study successfully designed a vaccine by predicting linear B-cell epitopes of M types of group A streptococci, which induced cross-reactive antibodies in rabbits against different M types of streptococci, demonstrating potential cross-protection. This research contributes to guiding the future design of broadly protective vaccines against streptococci.
The M protein of group A streptococci (Strep A) is a major virulence determinant and protective antigen. The N-terminal sequence of the protein defines the more than 200 M types of Strep A and also contains epitopes that elicit opsonic antibodies, some of which cross-react with heterologous M types. Current efforts to develop broadly protective M protein-based vaccines are directed at identifying potential cross-protective epitopes located in the N-terminal regions of cluster-related M proteins for use as vaccine antigens. In this study, we have used a comprehensive approach using the recurrent neural network ABCpred and IEDB epitope conservancy analysis tools to predict 16 residue linear B-cell epitopes from 117 clinically relevant M types of Strep A (similar to 88% of global Strep A infections). To examine the immunogenicity of these epitope-based vaccines, nine peptides that together shared similar to 60% sequence identity with 37 heterologous M proteins were incorporated into two recombinant hybrid protein vaccines, in which the epitopes were repeated 2 or 3 times, respectively. The combined immune responses of immunized rabbits showed that the vaccines elicited significant levels of antibodies against all nine vaccine epitopes present in homologous N-terminal 1-50 amino acid synthetic M peptides, as well as cross-reactive antibodies against 16 of 37 heterologous M peptides predicted to contain similar epitopes. The epitopespecificity of the cross-reactive antibodies was confirmed by ELISA inhibition assays and functional opsonic activity was assayed in HL-60-based bactericidal assays. The results provide important information for the future design of broadly protective M protein-based Strep A vaccines. (C) 2021 Elsevier Ltd. All rights reserved.

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