PopCover-2.0. Improved Selection of Peptide Sets With Optimal HLA and Pathogen Diversity Coverage

Front Immunol. 2021 Aug 17:12:728936. doi: 10.3389/fimmu.2021.728936. eCollection 2021.

Abstract

The use of minimal peptide sets offers an appealing alternative for design of vaccines and T cell diagnostics compared to conventional whole protein approaches. T cell immunogenicity towards peptides is contingent on binding to human leukocyte antigen (HLA) molecules of the given individual. HLA is highly polymorphic, and each variant typically presents a different repertoire of peptides. This polymorphism combined with pathogen diversity challenges the rational selection of peptide sets with broad immunogenic potential and population coverage. Here we propose PopCover-2.0, a simple yet highly effective method, for resolving this challenge. The method takes as input a set of (predicted) CD8 and/or CD4 T cell epitopes with associated HLA restriction and pathogen strain annotation together with information on HLA allele frequencies, and identifies peptide sets with optimal pathogen and HLA (class I and II) coverage. PopCover-2.0 was benchmarked on historic data in the context of HIV and SARS-CoV-2. Further, the immunogenicity of the selected SARS-CoV-2 peptides was confirmed by experimentally validating the peptide pools for T cell responses in a panel of SARS-CoV-2 infected individuals. In summary, PopCover-2.0 is an effective method for rational selection of peptide subsets with broad HLA and pathogen coverage. The tool is available at https://services.healthtech.dtu.dk/service.php?PopCover-2.0.

Keywords: HLA; HLA class I; HLA class II; allelic coverage; epitope selection; pathogen coverage; rational epitope selection; vaccine design.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Alleles
  • Allergy and Immunology
  • CD4-Positive T-Lymphocytes / immunology
  • CD8-Positive T-Lymphocytes / immunology
  • COVID-19 / immunology
  • COVID-19 / prevention & control
  • Epitopes, T-Lymphocyte / immunology*
  • Genotype
  • HLA Antigens / classification
  • HLA Antigens / genetics*
  • HLA Antigens / immunology*
  • Humans
  • Immunogenicity, Vaccine
  • Immunologic Techniques
  • Peptides / classification
  • Peptides / immunology*
  • SARS-CoV-2 / immunology

Substances

  • Epitopes, T-Lymphocyte
  • HLA Antigens
  • Peptides