Optimal control of a two-group malaria transmission model with vaccination.

IF 2 Q3 MATHEMATICAL & COMPUTATIONAL BIOLOGY Network Modeling and Analysis in Health Informatics and Bioinformatics Pub Date : 2023-01-01 DOI:10.1007/s13721-022-00403-0
S Y Tchoumi, C W Chukwu, M L Diagne, H Rwezaura, M L Juga, J M Tchuenche
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引用次数: 2

Abstract

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.

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带疫苗接种的两群疟疾传播模型的最优控制。
疟疾是一种病媒传播的疾病,对全球健康构成重大挑战,5岁以下儿童的负担最重。预防和治疗一直是主要的干预措施,直到最近世卫组织大力建议为五岁以下儿童接种具有突破性意义的疟疾疫苗。建立了一个按年龄构成的两组疟疾模型,并对5岁以下儿童接种疫苗进行了理论分析。当两组人群的疾病死亡率均为零时,无病平衡全局渐近稳定。利用笛卡儿的符号规则讨论了多重地方性均衡存在的可能性。通过构造,数学模型继承了可能导致模型结果预测不精确的信息损失。因此,使用拉丁超立方抽样结合部分等级相关系数对基本繁殖数和疫苗接种类别作为响应函数的全局敏感性分析进行了图形化描述。正如预期的那样,最敏感的参数与5岁以下的儿童有关。通过应用最优控制理论,探讨了缓解疟疾传播的干预措施的最佳组合。模拟结果表明,与一次使用单一或任何双重干预措施组合相比,同时采用个人保护、治疗和五岁以下儿童接种疫苗这三种干预措施是在社区防治疟疾流行的最佳战略。
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来源期刊
CiteScore
5.40
自引率
4.30%
发文量
43
期刊介绍: NetMAHIB publishes original research articles and reviews reporting how graph theory, statistics, linear algebra and machine learning techniques can be effectively used for modelling and analysis in health informatics and bioinformatics. It aims at creating a synergy between these disciplines by providing a forum for disseminating the latest developments and research findings; hence, results can be shared with readers across institutions, governments, researchers, students, and the industry. The journal emphasizes fundamental contributions on new methodologies, discoveries and techniques that have general applicability and which form the basis for network based modelling, knowledge discovery, knowledge sharing and decision support to the benefit of patients, healthcare professionals and society in traditional and advanced emerging settings, including eHealth and mHealth .
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