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MHC peptide binding and presentation is the most selective event defining the landscape of T cell epitopes. Consequently, understanding the diversity of MHC alleles in a given population and the parameters that define the set of ligands that can be bound and presented by each of these alleles (the immunopeptidome) has an enormous impact on our capacity to predict and manipulate the potential of protein Ags to elicit functional T cell responses. Liquid chromatography-mass spectrometry analysis of MHC-eluted ligand data has proven to be a powerful technique for identifying such peptidomes, and methods integrating such data for prediction of Ag presentation have reached a high level of accuracy for both MHC class I and class II. In this study, we demonstrate how these techniques and prediction methods can be readily extended to the bovine leukocyte Ag class II DR locus (BoLA-DR). BoLA-DR binding motifs were characterized by eluted ligand data derived from bovine cell lines expressing a range of DRB3 alleles prevalent in Holstein-Friesian populations. The model generated (NetBoLAIIpan, available as a Web server at was shown to have unprecedented predictive power to identify known BoLA-DR-restricted CD4 epitopes. In summary, the results demonstrate the power of an integrated approach combining advanced mass spectrometry peptidomics with immunoinformatics for characterization of the BoLA-DR Ag presentation system and provide a prediction tool that can be used to assist in rational evaluation and selection of bovine CD4 T cell epitopes.

Original publication




Journal article


Journal of immunology (Baltimore, Md. : 1950)

Publication Date





2489 - 2497


Ribeirão Preto College of Nursing, University of São Paulo, Av Bandeirantes, Ribeirão Preto, Brazil.


CD4-Positive T-Lymphocytes, Cells, Cultured, Animals, Cattle, Theileria annulata, Theileria parva, Theileriasis, Peptides, Histocompatibility Antigens Class II, Epitopes, T-Lymphocyte, Ligands, Computational Biology, Antigen Presentation, Base Sequence, Protein Binding, Alleles, Computer Simulation, Mass Spectrometry, High-Throughput Nucleotide Sequencing