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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
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.
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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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