Sensitivity analysis for a within-human-host immuno-pathogenesis dynamics of Plasmodium falciparum parasites

W. A. Woldegerima, G. A. Ngwa, M. Teboh-Ewungkem
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引用次数: 4

Abstract

Sensitivity analysis has become increasingly useful in many fields of engineering and sciences. Researchers use sensitivity and uncertainty analysis in the mathematical modelling of biological phenomena because of its value in identifying essential parameters for model's output. Moreover, it can help in the process of experimental analysis, model order reduction, parameter estimation, decision making or development of recommendations for decision makers. Here, we demonstrate the use of local sensitivity analysis to understand the influence of different parameters on a threshold parameter, R_0^I, resulting from the analysis of a within human-host model for the dynamics of malaria parasites. %We highlight the different methods used in sensitivity analysis.Our results reveal that the obtained R_0^I is most sensitive to the infection rate of healthy red blood cells (RBCs) by merozoites, the average number of merozoites released per bursting parasitized RBCs, the proportion of parasitized RBCs that continue asexual reproduction and the per capita natural death rate of merozoites.
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恶性疟原虫人宿主免疫发病动力学敏感性分析
灵敏度分析在工程和科学领域的应用越来越广泛。研究人员在生物现象的数学建模中使用敏感性和不确定性分析,因为它在确定模型输出的基本参数方面具有价值。此外,它还可以在实验分析、模型降阶、参数估计、决策或为决策者提供建议的过程中提供帮助。在这里,我们展示了使用局部敏感性分析来理解不同参数对阈值参数R_0^I的影响,该参数来自于对疟原虫动态的人宿主模型的分析。我们强调了在敏感性分析中使用的不同方法。结果表明,得到的R_0^I对健康红细胞的侵染率、每个被寄生红细胞平均释放的分裂子数、被寄生红细胞继续无性繁殖的比例和分裂子的人均自然死亡率最为敏感。
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A stochastic model for active transport Sensitivity analysis for a within-human-host immuno-pathogenesis dynamics of Plasmodium falciparum parasites Foreword to BIOMATH 2017 Proceedings: Some comments on mathematical modelling and biomathematics.
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