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Allele-Specific Thresholds of Eluted Ligands for T-Cell Epitope Prediction

A common strategy for predicting candidate human leukocyte antigen class I T-cell epitopes is to use an affinity-based threshold of 500 nM. Although a 500 nM threshold across alleles effectively identifies most epitopes across alleles, findings showing that major histocompatibility complex repertoir...

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Autores principales: Reardon, Brian, Koşaloğlu-Yalçın, Zeynep, Paul, Sinu, Peters, Bjoern, Sette, Alessandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Society for Biochemistry and Molecular Biology 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8724920/
https://www.ncbi.nlm.nih.gov/pubmed/34303001
http://dx.doi.org/10.1016/j.mcpro.2021.100122
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author Reardon, Brian
Koşaloğlu-Yalçın, Zeynep
Paul, Sinu
Peters, Bjoern
Sette, Alessandro
author_facet Reardon, Brian
Koşaloğlu-Yalçın, Zeynep
Paul, Sinu
Peters, Bjoern
Sette, Alessandro
author_sort Reardon, Brian
collection PubMed
description A common strategy for predicting candidate human leukocyte antigen class I T-cell epitopes is to use an affinity-based threshold of 500 nM. Although a 500 nM threshold across alleles effectively identifies most epitopes across alleles, findings showing that major histocompatibility complex repertoire sizes vary by allele indicate that using thresholds specific to individual alleles may improve epitope identification. In this work, we compare different strategies utilizing common and allele-specific thresholds to identify an optimal approach for T-cell epitope prediction. First, we confirmed previous observations that different human leukocyte antigen class I alleles correspond with varying repertoire sizes. Here, we define general and allele-specific thresholds that capture 80% of eluted ligands and a different set of thresholds associated with capturing 9-mer T-cell epitopes at 80% sensitivity. Our analysis revealed that allele-specific threshold performance was roughly equivalent to that of a common threshold when considering a relatively large number of alleles. However, when predicting epitopes for only a few alleles, the use of allele-specific thresholds would be preferable. Finally, we present here for public use a set of allele-specific thresholds that may be used to identify T-cell epitopes at 80% sensitivity.
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spelling pubmed-87249202022-01-11 Allele-Specific Thresholds of Eluted Ligands for T-Cell Epitope Prediction Reardon, Brian Koşaloğlu-Yalçın, Zeynep Paul, Sinu Peters, Bjoern Sette, Alessandro Mol Cell Proteomics Research A common strategy for predicting candidate human leukocyte antigen class I T-cell epitopes is to use an affinity-based threshold of 500 nM. Although a 500 nM threshold across alleles effectively identifies most epitopes across alleles, findings showing that major histocompatibility complex repertoire sizes vary by allele indicate that using thresholds specific to individual alleles may improve epitope identification. In this work, we compare different strategies utilizing common and allele-specific thresholds to identify an optimal approach for T-cell epitope prediction. First, we confirmed previous observations that different human leukocyte antigen class I alleles correspond with varying repertoire sizes. Here, we define general and allele-specific thresholds that capture 80% of eluted ligands and a different set of thresholds associated with capturing 9-mer T-cell epitopes at 80% sensitivity. Our analysis revealed that allele-specific threshold performance was roughly equivalent to that of a common threshold when considering a relatively large number of alleles. However, when predicting epitopes for only a few alleles, the use of allele-specific thresholds would be preferable. Finally, we present here for public use a set of allele-specific thresholds that may be used to identify T-cell epitopes at 80% sensitivity. American Society for Biochemistry and Molecular Biology 2021-07-22 /pmc/articles/PMC8724920/ /pubmed/34303001 http://dx.doi.org/10.1016/j.mcpro.2021.100122 Text en © 2021 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research
Reardon, Brian
Koşaloğlu-Yalçın, Zeynep
Paul, Sinu
Peters, Bjoern
Sette, Alessandro
Allele-Specific Thresholds of Eluted Ligands for T-Cell Epitope Prediction
title Allele-Specific Thresholds of Eluted Ligands for T-Cell Epitope Prediction
title_full Allele-Specific Thresholds of Eluted Ligands for T-Cell Epitope Prediction
title_fullStr Allele-Specific Thresholds of Eluted Ligands for T-Cell Epitope Prediction
title_full_unstemmed Allele-Specific Thresholds of Eluted Ligands for T-Cell Epitope Prediction
title_short Allele-Specific Thresholds of Eluted Ligands for T-Cell Epitope Prediction
title_sort allele-specific thresholds of eluted ligands for t-cell epitope prediction
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8724920/
https://www.ncbi.nlm.nih.gov/pubmed/34303001
http://dx.doi.org/10.1016/j.mcpro.2021.100122
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