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Optimal control of a two-group malaria transmission model with vaccination
Malaria is a vector-borne disease that poses major health challenges globally, with the highest burden in children less than 5 years old. Prevention and treatment have been the main interventions measures until the recent groundbreaking highly recommended malaria vaccine by WHO for children below fi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Vienna
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9780107/ https://www.ncbi.nlm.nih.gov/pubmed/36575768 http://dx.doi.org/10.1007/s13721-022-00403-0 |
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author | Tchoumi, S. Y. Chukwu, C. W. Diagne, M. L. Rwezaura, H. Juga, M. L. Tchuenche, J. M. |
author_facet | Tchoumi, S. Y. Chukwu, C. W. Diagne, M. L. Rwezaura, H. Juga, M. L. Tchuenche, J. M. |
author_sort | Tchoumi, S. Y. |
collection | PubMed |
description | Malaria is a vector-borne disease that poses major health challenges globally, with the highest burden in children less than 5 years old. Prevention and treatment have been the main interventions measures until the recent groundbreaking highly recommended malaria vaccine by WHO for children below five. A two-group malaria model structured by age with vaccination of individuals aged below 5 years old is formulated and theoretically analyzed. The disease-free equilibrium is globally asymptotically stable when the disease-induced death rate in both human groups is zero. Descarte’s rule of signs is used to discuss the possible existence of multiple endemic equilibria. By construction, mathematical models inherit the loss of information that could make prediction of model outcomes imprecise. Thus, a global sensitivity analysis of the basic reproduction number and the vaccination class as response functions using Latin-Hypercube Sampling in combination with partial rank correlation coefficient are graphically depicted. As expected, the most sensitive parameters are related to children under 5 years old. Through the application of optimal control theory, the best combination of interventions measures to mitigate the spread of malaria is investigated. Simulations results show that concurrently applying the three intervention measures, namely: personal protection, treatment, and vaccination of childreen under-five is the best strategy for fighting against malaria epidemic in a community, relative to using either single or any dual combination of intervention(s) at a time. |
format | Online Article Text |
id | pubmed-9780107 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Vienna |
record_format | MEDLINE/PubMed |
spelling | pubmed-97801072022-12-23 Optimal control of a two-group malaria transmission model with vaccination Tchoumi, S. Y. Chukwu, C. W. Diagne, M. L. Rwezaura, H. Juga, M. L. Tchuenche, J. M. Netw Model Anal Health Inform Bioinform Original Article Malaria is a vector-borne disease that poses major health challenges globally, with the highest burden in children less than 5 years old. Prevention and treatment have been the main interventions measures until the recent groundbreaking highly recommended malaria vaccine by WHO for children below five. A two-group malaria model structured by age with vaccination of individuals aged below 5 years old is formulated and theoretically analyzed. The disease-free equilibrium is globally asymptotically stable when the disease-induced death rate in both human groups is zero. Descarte’s rule of signs is used to discuss the possible existence of multiple endemic equilibria. By construction, mathematical models inherit the loss of information that could make prediction of model outcomes imprecise. Thus, a global sensitivity analysis of the basic reproduction number and the vaccination class as response functions using Latin-Hypercube Sampling in combination with partial rank correlation coefficient are graphically depicted. As expected, the most sensitive parameters are related to children under 5 years old. Through the application of optimal control theory, the best combination of interventions measures to mitigate the spread of malaria is investigated. Simulations results show that concurrently applying the three intervention measures, namely: personal protection, treatment, and vaccination of childreen under-five is the best strategy for fighting against malaria epidemic in a community, relative to using either single or any dual combination of intervention(s) at a time. Springer Vienna 2022-12-23 2023 /pmc/articles/PMC9780107/ /pubmed/36575768 http://dx.doi.org/10.1007/s13721-022-00403-0 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Austria, part of Springer Nature 2022, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Article Tchoumi, S. Y. Chukwu, C. W. Diagne, M. L. Rwezaura, H. Juga, M. L. Tchuenche, J. M. Optimal control of a two-group malaria transmission model with vaccination |
title | Optimal control of a two-group malaria transmission model with vaccination |
title_full | Optimal control of a two-group malaria transmission model with vaccination |
title_fullStr | Optimal control of a two-group malaria transmission model with vaccination |
title_full_unstemmed | Optimal control of a two-group malaria transmission model with vaccination |
title_short | Optimal control of a two-group malaria transmission model with vaccination |
title_sort | optimal control of a two-group malaria transmission model with vaccination |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9780107/ https://www.ncbi.nlm.nih.gov/pubmed/36575768 http://dx.doi.org/10.1007/s13721-022-00403-0 |
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