Mathematical modelling of meningitis serogroups A and C transmission in Sub-Saharan Africa: A case study in Ghana

IF 2.7 Q2 MULTIDISCIPLINARY SCIENCES
Bernard Opoku , Adu Sakyi , Reindorf Nartey Borkor
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引用次数: 0

Abstract

This study proposes an epidemiological model for Susceptible, Protected, Carriers (Men A and Men C), Infected (Men A and Men C) and Recovered (SPCIRS) to accurately estimate meningitis’ occurrence and transmission in Ghana. To validate this approach, reported data obtained by researchers on case studies in regions of Ghana that are part of the Sub-Saharan meningitis belt were used. Based on the model’s prediction, infected individuals have an equal probability of transmitting the infection to others through contact. Simulated results from the equilibrium-state analysis of this methodology reveal that there is a specific threshold parameter ς such that the disease-free equilibrium is globally asymptotically stable when R0<ς1, whereas backward bifurcation occurs when ς<R01, in which case the disease-free equilibrium is unstable when R0>1. A unique endemic equilibrium is present when R0 is near 1, with the possibility of this equilibrium being locally asymptotically stable. Furthermore, the proposed model effectively fits the data from the examples studied. This highlighted the optimal control theory identifies ideal strategies for disease eradication and the impact of vaccination and treatment plans. When eradication is not feasible, Pontryagin’s Maximum Principle provides optimal disease management. It was deduced from the numerical simulations that high coverage of susceptible individuals receiving vaccinations, combined with the development of an efficient vaccine, is the best strategy for managing the bacteria.
撒哈拉以南非洲脑膜炎A和C血清群传播的数学模型:加纳案例研究
本研究提出了一个易感、受保护、携带者(男性A型和男性C型)、感染者(男性A型和男性C型)和康复者(SPCIRS)的流行病学模型,以准确估计加纳脑膜炎的发生和传播。为了验证这一方法,使用了研究人员在加纳撒哈拉以南脑膜炎带地区的案例研究中获得的报告数据。根据模型的预测,受感染的个体通过接触将感染传染给他人的概率是相等的。该方法的平衡状态分析模拟结果表明,存在一个特定的阈值参数ς,使得当R0<;ς≤1时无病平衡全局渐近稳定,而当R0<; R0≤1时出现后向分叉,此时R0>;1时无病平衡不稳定。当R0接近1时,存在唯一的地方性平衡,该平衡可能是局部渐近稳定的。此外,该模型能有效地拟合实例数据。这突出了最优控制理论确定了疾病根除的理想策略以及疫苗接种和治疗计划的影响。当根除是不可行的,庞特里亚金的最大原则提供了最佳的疾病管理。从数值模拟中推断,高覆盖率的易感个体接种疫苗,结合开发有效的疫苗,是控制细菌的最佳策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Scientific African
Scientific African Multidisciplinary-Multidisciplinary
CiteScore
5.60
自引率
3.40%
发文量
332
审稿时长
10 weeks
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