Validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individuals

Abstract Background An effective yellow fever (YF) vaccine has been available since 1937. Nevertheless, questions regarding its use remain poorly understood, such as the ideal dose to confer immunity against the disease, the need for a booster dose, the optimal immunisation schedule for immunocompet...

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Main Authors: Carla Rezende Barbosa Bonin, Guilherme Côrtes Fernandes, Reinaldo de Menezes Martins, Luiz Antonio Bastos Camacho, Andréa Teixeira-Carvalho, Licia Maria Henrique da Mota, Sheila Maria Barbosa de Lima, Ana Carolina Campi-Azevedo, Olindo Assis Martins-Filho, Rodrigo Weber dos Santos, Marcelo Lobosco, Collaborative Group for Studies of Yellow Fever Vaccine
Format: Article
Language:English
Published: BMC 2020-12-01
Series:BMC Bioinformatics
Subjects:
Online Access:https://doi.org/10.1186/s12859-020-03845-3
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spelling doaj-1d70fa7608d14f3295c4e273999a74292020-12-20T12:42:41ZengBMCBMC Bioinformatics1471-21052020-12-0121S1712510.1186/s12859-020-03845-3Validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individualsCarla Rezende Barbosa Bonin0Guilherme Côrtes Fernandes1Reinaldo de Menezes Martins2Luiz Antonio Bastos Camacho3Andréa Teixeira-Carvalho4Licia Maria Henrique da Mota5Sheila Maria Barbosa de Lima6Ana Carolina Campi-Azevedo7Olindo Assis Martins-Filho8Rodrigo Weber dos Santos9Marcelo Lobosco10Collaborative Group for Studies of Yellow Fever VaccineInstitute of Education, Science and Technology of Southeast of Minas Gerais - Cataguases Advanced CampusMedical School, Presidente Antônio Carlos UniversityBio-Manguinhos Oswaldo Cruz Foundation (FIOCRUZ)Sergio Arouca National School of Public Health (ENSP), Oswaldo Cruz Foundation (FIOCRUZ)René Rachou Research Center, Oswaldo Cruz Foundation (FIOCRUZ)/MinasRheumatology Department, University of Brasilia (UnB)Bio-Manguinhos Oswaldo Cruz Foundation (FIOCRUZ)René Rachou Research Center, Oswaldo Cruz Foundation (FIOCRUZ)/MinasRené Rachou Research Center, Oswaldo Cruz Foundation (FIOCRUZ)/MinasGraduate Program in Computational Modeling, Federal University of Juiz de Fora (UFJF)Graduate Program in Computational Modeling, Federal University of Juiz de Fora (UFJF)Abstract Background An effective yellow fever (YF) vaccine has been available since 1937. Nevertheless, questions regarding its use remain poorly understood, such as the ideal dose to confer immunity against the disease, the need for a booster dose, the optimal immunisation schedule for immunocompetent, immunosuppressed, and pediatric populations, among other issues. This work aims to demonstrate that computational tools can be used to simulate different scenarios regarding YF vaccination and the immune response of individuals to this vaccine, thus assisting the response of some of these open questions. Results This work presents the computational results obtained by a mathematical model of the human immune response to vaccination against YF. Five scenarios were simulated: primovaccination in adults and children, booster dose in adult individuals, vaccination of individuals with autoimmune diseases under immunomodulatory therapy, and the immune response to different vaccine doses. Where data were available, the model was able to quantitatively replicate the levels of antibodies obtained experimentally. In addition, for those scenarios where data were not available, it was possible to qualitatively reproduce the immune response behaviours described in the literature. Conclusions Our simulations show that the minimum dose to confer immunity against YF is half of the reference dose. The results also suggest that immunological immaturity in children limits the induction and persistence of long-lived plasma cells are related to the antibody decay observed experimentally. Finally, the decay observed in the antibody level after ten years suggests that a booster dose is necessary to keep immunity against YF.https://doi.org/10.1186/s12859-020-03845-3VaccineYellow feverMathematical modelingComputational modelingImmune systemOrdinary differential equations
collection DOAJ
language English
format Article
sources DOAJ
author Carla Rezende Barbosa Bonin
Guilherme Côrtes Fernandes
Reinaldo de Menezes Martins
Luiz Antonio Bastos Camacho
Andréa Teixeira-Carvalho
Licia Maria Henrique da Mota
Sheila Maria Barbosa de Lima
Ana Carolina Campi-Azevedo
Olindo Assis Martins-Filho
Rodrigo Weber dos Santos
Marcelo Lobosco
Collaborative Group for Studies of Yellow Fever Vaccine
spellingShingle Carla Rezende Barbosa Bonin
Guilherme Côrtes Fernandes
Reinaldo de Menezes Martins
Luiz Antonio Bastos Camacho
Andréa Teixeira-Carvalho
Licia Maria Henrique da Mota
Sheila Maria Barbosa de Lima
Ana Carolina Campi-Azevedo
Olindo Assis Martins-Filho
Rodrigo Weber dos Santos
Marcelo Lobosco
Collaborative Group for Studies of Yellow Fever Vaccine
Validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individuals
BMC Bioinformatics
Vaccine
Yellow fever
Mathematical modeling
Computational modeling
Immune system
Ordinary differential equations
author_facet Carla Rezende Barbosa Bonin
Guilherme Côrtes Fernandes
Reinaldo de Menezes Martins
Luiz Antonio Bastos Camacho
Andréa Teixeira-Carvalho
Licia Maria Henrique da Mota
Sheila Maria Barbosa de Lima
Ana Carolina Campi-Azevedo
Olindo Assis Martins-Filho
Rodrigo Weber dos Santos
Marcelo Lobosco
Collaborative Group for Studies of Yellow Fever Vaccine
author_sort Carla Rezende Barbosa Bonin
title Validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individuals
title_short Validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individuals
title_full Validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individuals
title_fullStr Validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individuals
title_full_unstemmed Validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individuals
title_sort validation of a yellow fever vaccine model using data from primary vaccination in children and adults, re-vaccination and dose-response in adults and studies with immunocompromised individuals
publisher BMC
series BMC Bioinformatics
issn 1471-2105
publishDate 2020-12-01
description Abstract Background An effective yellow fever (YF) vaccine has been available since 1937. Nevertheless, questions regarding its use remain poorly understood, such as the ideal dose to confer immunity against the disease, the need for a booster dose, the optimal immunisation schedule for immunocompetent, immunosuppressed, and pediatric populations, among other issues. This work aims to demonstrate that computational tools can be used to simulate different scenarios regarding YF vaccination and the immune response of individuals to this vaccine, thus assisting the response of some of these open questions. Results This work presents the computational results obtained by a mathematical model of the human immune response to vaccination against YF. Five scenarios were simulated: primovaccination in adults and children, booster dose in adult individuals, vaccination of individuals with autoimmune diseases under immunomodulatory therapy, and the immune response to different vaccine doses. Where data were available, the model was able to quantitatively replicate the levels of antibodies obtained experimentally. In addition, for those scenarios where data were not available, it was possible to qualitatively reproduce the immune response behaviours described in the literature. Conclusions Our simulations show that the minimum dose to confer immunity against YF is half of the reference dose. The results also suggest that immunological immaturity in children limits the induction and persistence of long-lived plasma cells are related to the antibody decay observed experimentally. Finally, the decay observed in the antibody level after ten years suggests that a booster dose is necessary to keep immunity against YF.
topic Vaccine
Yellow fever
Mathematical modeling
Computational modeling
Immune system
Ordinary differential equations
url https://doi.org/10.1186/s12859-020-03845-3
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