and cell-based analyses reveal strong divergence between prediction and observation of T-cell-recognized tumor antigen T-cell epitopes.
Journal:
The Journal of biological chemistry
PMID:
28536262
Abstract
Tumor exomes provide comprehensive information on mutated, overexpressed genes and aberrant splicing, which can be exploited for personalized cancer immunotherapy. Of particular interest are mutated tumor antigen T-cell epitopes, because neoepitope-specific T cells often are tumoricidal. However, identifying tumor-specific T-cell epitopes is a major challenge. A widely used strategy relies on initial prediction of human leukocyte antigen-binding peptides by algorithms, but the predictive power of this approach is unclear. Here, we used the human tumor antigen NY-ESO-1 (ESO) and the human leukocyte antigen variant HLA-A*0201 (A2) as a model and predicted the 41 highest-affinity, A2-binding 8-11-mer peptides and assessed their binding, kinetic complex stability, and immunogenicity in A2-transgenic mice and on peripheral blood mononuclear cells from ESO-vaccinated melanoma patients. We found that 19 of the peptides strongly bound to A2, 10 of which formed stable A2-peptide complexes and induced CD8 T cells in A2-transgenic mice. However, only 5 of the peptides induced cognate T cells in humans; these peptides exhibited strong binding and complex stability and contained multiple large hydrophobic and aromatic amino acids. These results were not predicted by algorithms and provide new clues to improving T-cell epitope identification. In conclusion, our findings indicate that only a small fraction of -predicted A2-binding ESO peptides are immunogenic in humans, namely those that have high peptide-binding strength and complex stability. This observation highlights the need for improving predictions of peptide immunogenicity.
Authors
Keywords
Animals
Antigens, Neoplasm
Artificial Intelligence
Cancer Vaccines
Cells, Cultured
Computational Biology
Epitopes
Expert Systems
HLA-A2 Antigen
Humans
Immunogenicity, Vaccine
Melanoma
Membrane Proteins
Mice, Knockout
Mice, Transgenic
Models, Immunological
Neoplasm Proteins
Oligopeptides
Peptide Fragments
Protein Refolding
Protein Stability
Reproducibility of Results
T-Lymphocytes, Cytotoxic
Vaccines, Synthetic