伴有糖尿病的SARS-CoV-2 (COVID-19)传播动力学的数学模型

S. Okyere, J. Ackora-Prah
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引用次数: 10

摘要

众所周知,糖尿病患者更有可能出现COVID-19的严重并发症。在非洲区域,近五分之一的COVID-19死亡与糖尿病有关。世界卫生组织(世卫组织)发现,非洲18.3%的COVID-19死亡病例是糖尿病患者。本文建立并分析了确定性型糖尿病- covid -19共病的数学模型。探讨了模型的基本性质。考察了基本繁殖数、平衡点和平衡点的稳定性。对模型进行敏感性分析,确定模型参数对模型基本繁殖数r0的影响。该模型具有一个独特的地方性平衡点,该平衡点在r0 > 1时稳定。与时间相关的最优控制被纳入模型,其唯一目的是确定限制疾病传播的最佳策略。使用2020年3月至9月在加纳发生的COVID-19病例来验证该模型。数值模拟的结果表明,当受感染的个体有潜在的糖尿病状况时,死亡的个体数量更多。更重要的是,该病在加纳流行,发现基本繁殖数r0 = 1.4722。最优控制模型的数值模拟表明,封锁控制使易感个体的衰减率最小化,而疫苗接种导致大量易感个体对COVID-19感染产生免疫。两项防控措施均有效遏制了疫情蔓延,新增感染人数大幅减少。我们的结论是,应更多地关注伴有潜在糖尿病的COVID-19患者,因为该人群的死亡概率明显更高。
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A Mathematical Model of Transmission Dynamics of SARS-CoV-2 (COVID-19) with an Underlying Condition of Diabetes
It is well established that people with diabetes are more likely to have serious complications from COVID-19. Nearly 1 in 5 COVID-19 deaths in the African region are linked to diabetes. World Health Organization (WHO) finds that 18.3% of COVID-19 deaths in Africa are among people with diabetes. In this paper, we have formulated and analysed a mathematical comorbidity model of diabetes-COVID-19 of the deterministic type. The basic properties of the model were explored. The basic reproductive number, equilibrium points, and stability of the equilibrium points were examined. Sensitivity analysis of the model was carried on to determine the impact of the model parameters on the basic reproductive number R 0 of the model. The model had a unique endemic equilibrium point, which was stable for R 0 > 1 . Time-dependent optimal controls were incorporated into the model with the sole aim of determining the best strategy for curtailing the spread of the disease. COVID-19 cases from March to September 2020 in Ghana were used to validate the model. Results of the numerical simulation suggest a greater number of individuals deceased when the infected individual had an underlying condition of diabetes. More so, the disease is endemic in Ghana with the basic reproduction number found to be R 0 = 1.4722 . The numerical simulation of the optimal control model reveals the lockdown control minimized the rate of decay of the susceptible individuals whereas the vaccination led to a number of susceptible individuals becoming immune to COVID-19 infections. In all, the two preventive control measures were both effective in curbing the spread of the disease as the number of COVID-19 infections was greatly reduced. We conclude that more attention should be paid to COVID-19 patients with an underlying condition of diabetes as the probability of death in this population was significantly higher.
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