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Coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of Cytotoxic T-cell epitope for SARS-CoV-2 peptide-based vaccine discovery
Epitope-based peptide vaccine can elicit T-cell immunity against SARS-CoV-2 to clear the infection. However, finding the best epitope from the whole antigen is challenging. A peptide screening using immunoinformatics usually starts from MHC-binding peptide, immunogenicity, cross-reactivity with the...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10553366/ https://www.ncbi.nlm.nih.gov/pubmed/37796941 http://dx.doi.org/10.1371/journal.pone.0292156 |
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author | Yusuf, Muhammad Destiarani, Wanda Widayat, Wahyu Yosua, Yosua Gumilar, Gilang Tanudireja, Angelica Shalfani Rohmatulloh, Fauzian Giansyah Maulana, Farhan Azhwin Baroroh, Umi Hardianto, Ari Maharani, Rani Nurainy, Neni Wijayadikusumah, Acep Riza Ristandi, Ryan B. Atmosukarto, Ines Irene Caterina Subroto, Toto |
author_facet | Yusuf, Muhammad Destiarani, Wanda Widayat, Wahyu Yosua, Yosua Gumilar, Gilang Tanudireja, Angelica Shalfani Rohmatulloh, Fauzian Giansyah Maulana, Farhan Azhwin Baroroh, Umi Hardianto, Ari Maharani, Rani Nurainy, Neni Wijayadikusumah, Acep Riza Ristandi, Ryan B. Atmosukarto, Ines Irene Caterina Subroto, Toto |
author_sort | Yusuf, Muhammad |
collection | PubMed |
description | Epitope-based peptide vaccine can elicit T-cell immunity against SARS-CoV-2 to clear the infection. However, finding the best epitope from the whole antigen is challenging. A peptide screening using immunoinformatics usually starts from MHC-binding peptide, immunogenicity, cross-reactivity with the human proteome, to toxicity analysis. This pipeline classified the peptides into three categories, i.e., strong-, weak-, and non-binder, without incorporating the structural aspect. For this reason, the molecular detail that discriminates the binders from non-binder is interesting to be investigated. In this study, five CTL epitopes against HLA-A*02:01 were identified from the coarse-grained molecular dynamics-guided immunoinformatics screening. The strong binder showed distinctive activities from the non-binder in terms of structural and energetic properties. Furthermore, the second residue from the nonameric peptide was most important in the interaction with HLA-A*02:01. By understanding the nature of MHC-peptide interaction, we hoped to improve the chance of finding the best epitope for a peptide vaccine candidate. |
format | Online Article Text |
id | pubmed-10553366 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-105533662023-10-06 Coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of Cytotoxic T-cell epitope for SARS-CoV-2 peptide-based vaccine discovery Yusuf, Muhammad Destiarani, Wanda Widayat, Wahyu Yosua, Yosua Gumilar, Gilang Tanudireja, Angelica Shalfani Rohmatulloh, Fauzian Giansyah Maulana, Farhan Azhwin Baroroh, Umi Hardianto, Ari Maharani, Rani Nurainy, Neni Wijayadikusumah, Acep Riza Ristandi, Ryan B. Atmosukarto, Ines Irene Caterina Subroto, Toto PLoS One Research Article Epitope-based peptide vaccine can elicit T-cell immunity against SARS-CoV-2 to clear the infection. However, finding the best epitope from the whole antigen is challenging. A peptide screening using immunoinformatics usually starts from MHC-binding peptide, immunogenicity, cross-reactivity with the human proteome, to toxicity analysis. This pipeline classified the peptides into three categories, i.e., strong-, weak-, and non-binder, without incorporating the structural aspect. For this reason, the molecular detail that discriminates the binders from non-binder is interesting to be investigated. In this study, five CTL epitopes against HLA-A*02:01 were identified from the coarse-grained molecular dynamics-guided immunoinformatics screening. The strong binder showed distinctive activities from the non-binder in terms of structural and energetic properties. Furthermore, the second residue from the nonameric peptide was most important in the interaction with HLA-A*02:01. By understanding the nature of MHC-peptide interaction, we hoped to improve the chance of finding the best epitope for a peptide vaccine candidate. Public Library of Science 2023-10-05 /pmc/articles/PMC10553366/ /pubmed/37796941 http://dx.doi.org/10.1371/journal.pone.0292156 Text en © 2023 Yusuf et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Yusuf, Muhammad Destiarani, Wanda Widayat, Wahyu Yosua, Yosua Gumilar, Gilang Tanudireja, Angelica Shalfani Rohmatulloh, Fauzian Giansyah Maulana, Farhan Azhwin Baroroh, Umi Hardianto, Ari Maharani, Rani Nurainy, Neni Wijayadikusumah, Acep Riza Ristandi, Ryan B. Atmosukarto, Ines Irene Caterina Subroto, Toto Coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of Cytotoxic T-cell epitope for SARS-CoV-2 peptide-based vaccine discovery |
title | Coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of Cytotoxic T-cell epitope for SARS-CoV-2 peptide-based vaccine discovery |
title_full | Coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of Cytotoxic T-cell epitope for SARS-CoV-2 peptide-based vaccine discovery |
title_fullStr | Coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of Cytotoxic T-cell epitope for SARS-CoV-2 peptide-based vaccine discovery |
title_full_unstemmed | Coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of Cytotoxic T-cell epitope for SARS-CoV-2 peptide-based vaccine discovery |
title_short | Coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of Cytotoxic T-cell epitope for SARS-CoV-2 peptide-based vaccine discovery |
title_sort | coarse-grained molecular dynamics-guided immunoinformatics to explain the binder and non-binder classification of cytotoxic t-cell epitope for sars-cov-2 peptide-based vaccine discovery |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10553366/ https://www.ncbi.nlm.nih.gov/pubmed/37796941 http://dx.doi.org/10.1371/journal.pone.0292156 |
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