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A qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine

BACKGROUND: Although a safe and effective yellow fever vaccine was developed more than 80 years ago, several issues regarding its use remain unclear. For example, what is the minimum dose that can provide immunity against the disease? A useful tool that can help researchers answer this and other rel...

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Autores principales: Bonin, Carla R. B., Fernandes, Guilherme C., dos Santos, Rodrigo W., Lobosco, Marcelo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5970533/
https://www.ncbi.nlm.nih.gov/pubmed/29801432
http://dx.doi.org/10.1186/s12865-018-0252-1
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author Bonin, Carla R. B.
Fernandes, Guilherme C.
dos Santos, Rodrigo W.
Lobosco, Marcelo
author_facet Bonin, Carla R. B.
Fernandes, Guilherme C.
dos Santos, Rodrigo W.
Lobosco, Marcelo
author_sort Bonin, Carla R. B.
collection PubMed
description BACKGROUND: Although a safe and effective yellow fever vaccine was developed more than 80 years ago, several issues regarding its use remain unclear. For example, what is the minimum dose that can provide immunity against the disease? A useful tool that can help researchers answer this and other related questions is a computational simulator that implements a mathematical model describing the human immune response to vaccination against yellow fever. METHODS: This work uses a system of ten ordinary differential equations to represent a few important populations in the response process generated by the body after vaccination. The main populations include viruses, APCs, CD8+ T cells, short-lived and long-lived plasma cells, B cells and antibodies. RESULTS: In order to qualitatively validate our model, four experiments were carried out, and their computational results were compared to experimental data obtained from the literature. The four experiments were: a) simulation of a scenario in which an individual was vaccinated against yellow fever for the first time; b) simulation of a booster dose ten years after the first dose; c) simulation of the immune response to the yellow fever vaccine in individuals with different levels of naïve CD8+ T cells; and d) simulation of the immune response to distinct doses of the yellow fever vaccine. CONCLUSIONS: This work shows that the simulator was able to qualitatively reproduce some of the experimental results reported in the literature, such as the amount of antibodies and viremia throughout time, as well as to reproduce other behaviors of the immune response reported in the literature, such as those that occur after a booster dose of the vaccine.
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spelling pubmed-59705332018-05-30 A qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine Bonin, Carla R. B. Fernandes, Guilherme C. dos Santos, Rodrigo W. Lobosco, Marcelo BMC Immunol Research Article BACKGROUND: Although a safe and effective yellow fever vaccine was developed more than 80 years ago, several issues regarding its use remain unclear. For example, what is the minimum dose that can provide immunity against the disease? A useful tool that can help researchers answer this and other related questions is a computational simulator that implements a mathematical model describing the human immune response to vaccination against yellow fever. METHODS: This work uses a system of ten ordinary differential equations to represent a few important populations in the response process generated by the body after vaccination. The main populations include viruses, APCs, CD8+ T cells, short-lived and long-lived plasma cells, B cells and antibodies. RESULTS: In order to qualitatively validate our model, four experiments were carried out, and their computational results were compared to experimental data obtained from the literature. The four experiments were: a) simulation of a scenario in which an individual was vaccinated against yellow fever for the first time; b) simulation of a booster dose ten years after the first dose; c) simulation of the immune response to the yellow fever vaccine in individuals with different levels of naïve CD8+ T cells; and d) simulation of the immune response to distinct doses of the yellow fever vaccine. CONCLUSIONS: This work shows that the simulator was able to qualitatively reproduce some of the experimental results reported in the literature, such as the amount of antibodies and viremia throughout time, as well as to reproduce other behaviors of the immune response reported in the literature, such as those that occur after a booster dose of the vaccine. BioMed Central 2018-05-25 /pmc/articles/PMC5970533/ /pubmed/29801432 http://dx.doi.org/10.1186/s12865-018-0252-1 Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Bonin, Carla R. B.
Fernandes, Guilherme C.
dos Santos, Rodrigo W.
Lobosco, Marcelo
A qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine
title A qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine
title_full A qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine
title_fullStr A qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine
title_full_unstemmed A qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine
title_short A qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine
title_sort qualitatively validated mathematical-computational model of the immune response to the yellow fever vaccine
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5970533/
https://www.ncbi.nlm.nih.gov/pubmed/29801432
http://dx.doi.org/10.1186/s12865-018-0252-1
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