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Calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine
BACKGROUND: A pre-erythrocytic vaccine could provide a useful tool for burden reduction and eventual eradication of malaria. Mathematical malaria models provide a mechanism for evaluating the effective burden reduction across a range of transmission conditions where such a vaccine might be deployed....
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4326442/ https://www.ncbi.nlm.nih.gov/pubmed/25563798 http://dx.doi.org/10.1186/1475-2875-14-6 |
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author | McCarthy, Kevin A Wenger, Edward A Huynh, Grace H Eckhoff, Philip A |
author_facet | McCarthy, Kevin A Wenger, Edward A Huynh, Grace H Eckhoff, Philip A |
author_sort | McCarthy, Kevin A |
collection | PubMed |
description | BACKGROUND: A pre-erythrocytic vaccine could provide a useful tool for burden reduction and eventual eradication of malaria. Mathematical malaria models provide a mechanism for evaluating the effective burden reduction across a range of transmission conditions where such a vaccine might be deployed. METHODS: The EMOD model is an individual-based model of malaria transmission dynamics, including vector lifecycles and species-specific behaviour, coupled to a mechanistic intrahost model of malaria parasite and host immune system dynamics. The present work describes the extension of the EMOD model to include diagnoses of severe malaria and iterative calibration of the immune system parameters and parasite antigenic variation to age-stratified prevalence, incidence and severe disease incidence data obtained from multiple regions with broadly varying transmission conditions in Africa. An ensemble of calibrated model parameter sets is then employed to evaluate the potential impact of routine immunization with a pre-erythrocytic vaccine. RESULTS: The reduction in severe malaria burden exhibits a broad peak at moderate transmission conditions. Under sufficiently intense transmission, a vaccine that reduces but does not eliminate the probability of acquisition from a single challenge bite may delay infections but produces minimal or no net reduction. Conversely, under sufficiently weak transmission conditions, a vaccine can provide a high fractional reduction but avert a relatively low absolute number of cases due to low baseline burden. CONCLUSIONS: Roll-out of routine immunization with pre-erythrocytic malaria vaccines can provide substantial burden reduction across a range of transmission conditions typical to many regions in Africa. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1475-2875-14-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4326442 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-43264422015-02-14 Calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine McCarthy, Kevin A Wenger, Edward A Huynh, Grace H Eckhoff, Philip A Malar J Research BACKGROUND: A pre-erythrocytic vaccine could provide a useful tool for burden reduction and eventual eradication of malaria. Mathematical malaria models provide a mechanism for evaluating the effective burden reduction across a range of transmission conditions where such a vaccine might be deployed. METHODS: The EMOD model is an individual-based model of malaria transmission dynamics, including vector lifecycles and species-specific behaviour, coupled to a mechanistic intrahost model of malaria parasite and host immune system dynamics. The present work describes the extension of the EMOD model to include diagnoses of severe malaria and iterative calibration of the immune system parameters and parasite antigenic variation to age-stratified prevalence, incidence and severe disease incidence data obtained from multiple regions with broadly varying transmission conditions in Africa. An ensemble of calibrated model parameter sets is then employed to evaluate the potential impact of routine immunization with a pre-erythrocytic vaccine. RESULTS: The reduction in severe malaria burden exhibits a broad peak at moderate transmission conditions. Under sufficiently intense transmission, a vaccine that reduces but does not eliminate the probability of acquisition from a single challenge bite may delay infections but produces minimal or no net reduction. Conversely, under sufficiently weak transmission conditions, a vaccine can provide a high fractional reduction but avert a relatively low absolute number of cases due to low baseline burden. CONCLUSIONS: Roll-out of routine immunization with pre-erythrocytic malaria vaccines can provide substantial burden reduction across a range of transmission conditions typical to many regions in Africa. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1475-2875-14-6) contains supplementary material, which is available to authorized users. BioMed Central 2015-01-07 /pmc/articles/PMC4326442/ /pubmed/25563798 http://dx.doi.org/10.1186/1475-2875-14-6 Text en © McCarthy et al.; licensee BioMed Central. 2015 This article is published under license to BioMed Central Ltd. 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 work is properly credited. 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 McCarthy, Kevin A Wenger, Edward A Huynh, Grace H Eckhoff, Philip A Calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine |
title | Calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine |
title_full | Calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine |
title_fullStr | Calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine |
title_full_unstemmed | Calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine |
title_short | Calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine |
title_sort | calibration of an intrahost malaria model and parameter ensemble evaluation of a pre-erythrocytic vaccine |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4326442/ https://www.ncbi.nlm.nih.gov/pubmed/25563798 http://dx.doi.org/10.1186/1475-2875-14-6 |
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