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BepiTBR: T-B reciprocity enhances B cell epitope prediction
The ability to predict B cell epitopes is critical for biomedical research and many clinical applications. Investigators have observed the phenomenon of T-B reciprocity, in which candidate B cell epitopes with nearby CD4(+) T cell epitopes have higher chances of being immunogenic. To our knowledge,...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8803616/ https://www.ncbi.nlm.nih.gov/pubmed/35128358 http://dx.doi.org/10.1016/j.isci.2022.103764 |
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author | Zhu, James Gouru, Anagha Wu, Fangjiang Berzofsky, Jay A. Xie, Yang Wang, Tao |
author_facet | Zhu, James Gouru, Anagha Wu, Fangjiang Berzofsky, Jay A. Xie, Yang Wang, Tao |
author_sort | Zhu, James |
collection | PubMed |
description | The ability to predict B cell epitopes is critical for biomedical research and many clinical applications. Investigators have observed the phenomenon of T-B reciprocity, in which candidate B cell epitopes with nearby CD4(+) T cell epitopes have higher chances of being immunogenic. To our knowledge, existing B cell epitope prediction algorithms have not considered this interesting observation. We developed a linear B cell epitope prediction model, BepiTBR, based on T-B reciprocity. We showed that explicitly including the enrichment of putative CD4(+) T cell epitopes (predicted HLA class II epitopes) in the model leads to significant enhancement in the prediction of linear B cell epitopes. Curiously, the positive impact on B cell epitope generation is specific to the enrichment of DQ allele binders. Overall, our work provides interesting mechanistic insights into the generation of B cell epitopes and points to a new avenue to improve B cell epitope prediction for the field. |
format | Online Article Text |
id | pubmed-8803616 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-88036162022-02-04 BepiTBR: T-B reciprocity enhances B cell epitope prediction Zhu, James Gouru, Anagha Wu, Fangjiang Berzofsky, Jay A. Xie, Yang Wang, Tao iScience Article The ability to predict B cell epitopes is critical for biomedical research and many clinical applications. Investigators have observed the phenomenon of T-B reciprocity, in which candidate B cell epitopes with nearby CD4(+) T cell epitopes have higher chances of being immunogenic. To our knowledge, existing B cell epitope prediction algorithms have not considered this interesting observation. We developed a linear B cell epitope prediction model, BepiTBR, based on T-B reciprocity. We showed that explicitly including the enrichment of putative CD4(+) T cell epitopes (predicted HLA class II epitopes) in the model leads to significant enhancement in the prediction of linear B cell epitopes. Curiously, the positive impact on B cell epitope generation is specific to the enrichment of DQ allele binders. Overall, our work provides interesting mechanistic insights into the generation of B cell epitopes and points to a new avenue to improve B cell epitope prediction for the field. Elsevier 2022-01-12 /pmc/articles/PMC8803616/ /pubmed/35128358 http://dx.doi.org/10.1016/j.isci.2022.103764 Text en © 2022. https://creativecommons.org/licenses/by-nc-nd/3.0/igo/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/3.0/igo/). |
spellingShingle | Article Zhu, James Gouru, Anagha Wu, Fangjiang Berzofsky, Jay A. Xie, Yang Wang, Tao BepiTBR: T-B reciprocity enhances B cell epitope prediction |
title | BepiTBR: T-B reciprocity enhances B cell epitope prediction |
title_full | BepiTBR: T-B reciprocity enhances B cell epitope prediction |
title_fullStr | BepiTBR: T-B reciprocity enhances B cell epitope prediction |
title_full_unstemmed | BepiTBR: T-B reciprocity enhances B cell epitope prediction |
title_short | BepiTBR: T-B reciprocity enhances B cell epitope prediction |
title_sort | bepitbr: t-b reciprocity enhances b cell epitope prediction |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8803616/ https://www.ncbi.nlm.nih.gov/pubmed/35128358 http://dx.doi.org/10.1016/j.isci.2022.103764 |
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