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Graph-theoretical formulation of the generalized epitope-based vaccine design problem
Epitope-based vaccines have revolutionized vaccine research in the last decades. Due to their complex nature, bioinformatics plays a pivotal role in their development. However, existing algorithms address only specific parts of the design process or are unable to provide formal guarantees on the qua...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7652351/ https://www.ncbi.nlm.nih.gov/pubmed/33095790 http://dx.doi.org/10.1371/journal.pcbi.1008237 |
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author | Dorigatti, Emilio Schubert, Benjamin |
author_facet | Dorigatti, Emilio Schubert, Benjamin |
author_sort | Dorigatti, Emilio |
collection | PubMed |
description | Epitope-based vaccines have revolutionized vaccine research in the last decades. Due to their complex nature, bioinformatics plays a pivotal role in their development. However, existing algorithms address only specific parts of the design process or are unable to provide formal guarantees on the quality of the solution. We present a unifying formalism of the general epitope vaccine design problem that tackles all phases of the design process simultaneously and combines all prevalent design principles. We then demonstrate how to formulate the developed formalism as an integer linear program, which guarantees optimality of the designs. This makes it possible to explore new regions of the vaccine design space, analyze the trade-offs between the design phases, and balance the many requirements of vaccines. |
format | Online Article Text |
id | pubmed-7652351 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-76523512020-11-18 Graph-theoretical formulation of the generalized epitope-based vaccine design problem Dorigatti, Emilio Schubert, Benjamin PLoS Comput Biol Research Article Epitope-based vaccines have revolutionized vaccine research in the last decades. Due to their complex nature, bioinformatics plays a pivotal role in their development. However, existing algorithms address only specific parts of the design process or are unable to provide formal guarantees on the quality of the solution. We present a unifying formalism of the general epitope vaccine design problem that tackles all phases of the design process simultaneously and combines all prevalent design principles. We then demonstrate how to formulate the developed formalism as an integer linear program, which guarantees optimality of the designs. This makes it possible to explore new regions of the vaccine design space, analyze the trade-offs between the design phases, and balance the many requirements of vaccines. Public Library of Science 2020-10-23 /pmc/articles/PMC7652351/ /pubmed/33095790 http://dx.doi.org/10.1371/journal.pcbi.1008237 Text en © 2020 Dorigatti, Schubert http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 Dorigatti, Emilio Schubert, Benjamin Graph-theoretical formulation of the generalized epitope-based vaccine design problem |
title | Graph-theoretical formulation of the generalized epitope-based vaccine design problem |
title_full | Graph-theoretical formulation of the generalized epitope-based vaccine design problem |
title_fullStr | Graph-theoretical formulation of the generalized epitope-based vaccine design problem |
title_full_unstemmed | Graph-theoretical formulation of the generalized epitope-based vaccine design problem |
title_short | Graph-theoretical formulation of the generalized epitope-based vaccine design problem |
title_sort | graph-theoretical formulation of the generalized epitope-based vaccine design problem |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7652351/ https://www.ncbi.nlm.nih.gov/pubmed/33095790 http://dx.doi.org/10.1371/journal.pcbi.1008237 |
work_keys_str_mv | AT dorigattiemilio graphtheoreticalformulationofthegeneralizedepitopebasedvaccinedesignproblem AT schubertbenjamin graphtheoreticalformulationofthegeneralizedepitopebasedvaccinedesignproblem |