Cross-reactive immunogenicity of group A streptococcal vaccines designed using a recurrent neural network to identify

Jay A Spencer1, Tom Penfound2, Sanaz Salehi2

  • 1Department of Biological Sciences, The University of Alabama in Huntsville, Huntsville, AL 35899, United States.

Vaccine
|March 1, 2021
PubMed

Insights

Developing a broadly protective Group A Streptococcus (Strep A) vaccine is crucial. This study identified cross-protective epitopes in M protein N-terminal regions, leading to vaccines that elicited significant antibody responses and opsonic activity in rabbits.

Area of Science:

  • Microbiology
  • Immunology
  • Vaccine Development

Background:

  • Group A Streptococcus (Strep A) M protein is a key virulence factor and vaccine target.
  • Over 200 Strep A M types exist, complicating vaccine design due to N-terminal sequence variations.
  • Cross-protective epitopes in M protein N-terminal regions are sought for broad vaccine efficacy.

Purpose of the Study:

  • To predict linear B-cell epitopes from 117 clinically relevant Strep A M types using computational tools.
  • To design and evaluate recombinant hybrid protein vaccines incorporating these predicted epitopes.
  • To assess the immunogenicity and cross-reactivity of antibodies elicited by these novel vaccine candidates.

Main Methods:

  • Utilized ABCpred (recurrent neural network) and IEDB epitope conservancy analysis for epitope prediction.
  • Synthesized nine peptides sharing ≥60% identity with 37 heterologous M proteins.
  • Constructed two recombinant hybrid protein vaccines with repeated epitopes (2x or 3x).
  • Assessed antibody responses, epitope-specificity (ELISA inhibition), and opsonic activity (HL-60 bactericidal assays) in immunized rabbits.

Main Results:

  • Vaccines elicited significant antibody levels against homologous M protein synthetic peptides.
  • Cross-reactive antibodies were generated against 16 of 37 heterologous M peptides.
  • Antibody cross-reactivity was confirmed by ELISA inhibition and functional opsonic activity was demonstrated.

Conclusions:

  • The study provides crucial data for designing broadly protective M protein-based Strep A vaccines.
  • Identified cross-protective epitopes offer a promising strategy for next-generation Strep A vaccines.
  • The developed epitope-based vaccines demonstrate potential for eliciting broad immunity against diverse Strep A M types.

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