Modeling and investigating malaria P. Falciparum and P. Vivax infections: Application to Djibouti data

被引:0
|
作者
Souleiman, Yahyeh [1 ]
Ismail, Liban [1 ]
Eftimie, Raluca [2 ]
机构
[1] Univ Djibouti, Ctr Rech Math & Numer CRMN, Campus Balbala, Balbala, Djibouti
[2] Univ Bourgogne Franche Comte, Lab Math Besancon LMB, Besancon, France
关键词
Falciparum and vivax models; Reproduction number; Stability analysis; Sensitivity analysis; FAST method; LHS method; Djibouti data; COUPLED REACTION SYSTEMS; BLOOD-STAGE DYNAMICS; PLASMODIUM-VIVAX; SENSITIVITY-ANALYSIS; RATE COEFFICIENTS; MATHEMATICAL-ANALYSIS; NEXT-GENERATION; HIV; UNCERTAINTIES; COINFECTION;
D O I
10.1016/j.idm.2024.06.003
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Malaria is an infectious and communicable disease, caused by one or more species of Plasmodium parasites. There are five species of parasites responsible for malaria in humans, of which two, Plasmodium Falciparum and Plasmodium Vivax, are the most dangerous. In Djibouti, the two species of Plasmodium are present in different proportions in the infected population: 77% of P. Falciparum and 33% of P. Vivax. In this study we present a new mathematical model describing the temporal dynamics of Plasmodium Falciparum and Plasmodium Vivax co-infection. We focus briefly on the well posedness of this model and on the calculation of the basic reproductive numbers for the infections with each Plasmodium species that help us understand the long-term dynamics of this model (i.e., existence and stability of various eqiuilibria). Then we use computational approaches to: (a) identify model parameters using real data on malaria infections in Djibouti; (b) illustrate the influence of different estimated parameters on the basic reproduction numbers; (c) perform global sensitivity and uncertainty analysis for the impact of various model parameters on the transient dynamics of infectious mosquitoes and infected humans, for infections with each of the Plasmodium species. The originality of this research stems from employing the FAST method and the LHS method to identify the key factors influencing the progression of the disease within the population of Djibouti. In addition, sensitivity analysis identified the most influential parameter for Falciparium and Vivax reproduction rates. Finally, the uncertainty analysis enabled us to understand the variability of certain parameters on the infected compartments. (c) 2024 The Authors. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:1095 / 1116
页数:22
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