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具有控制干预措施的新型新冠病毒分区流行模型的敏感性评估与最优经济评估

Sensitivity assessment and optimal economic evaluation of a new COVID-19 compartmental epidemic model with control interventions.

作者信息

Asamoah Joshua Kiddy K, Jin Zhen, Sun Gui-Quan, Seidu Baba, Yankson Ernest, Abidemi Afeez, Oduro F T, Moore Stephen E, Okyere Eric

机构信息

Complex Systems Research Center, Shanxi University, Taiyuan 030006, PR China.

Shanxi Key Laboratory of Mathematical Techniques and Big Data Analysis on Disease Control and Prevention, Shanxi University, Taiyuan 030006, PR China.

出版信息

Chaos Solitons Fractals. 2021 May;146:110885. doi: 10.1016/j.chaos.2021.110885. Epub 2021 Mar 20.

Abstract

Optimal economic evaluation is pivotal in prioritising the implementation of non-pharmaceutical and pharmaceutical interventions in the control of diseases. Governments, decision-makers and policy-makers broadly need information about the effectiveness of a control intervention concerning its cost-benefit to evaluate whether a control intervention offers the best value for money. The outbreak of COVID-19 in December 2019, and the eventual spread to other parts of the world, have pushed governments and health authorities to take drastic socioeconomic, sociocultural and sociopolitical measures to curb the spread of the virus, SARS-CoV-2. To help policy-makers, health authorities and governments, we propose a Susceptible, Exposed, Asymptomatic, Quarantined asymptomatic, Severely infected, Hospitalized, Recovered, Recovered asymptomatic, Deceased, and Protective susceptible (individuals who observe health protocols) compartmental structure to describe the dynamics of COVID-19. We fit the model to real data from Ghana and Egypt to estimate model parameters using standard incidence rate. Projections for disease control and sensitivity analysis are presented using MATLAB. We noticed that multiple peaks (waves) of COVID-19 for Ghana and Egypt can be prevented if stringent health protocols are implemented for a long time and/or the reluctant behaviour on the use of protective equipment by individuals are minimized. The sensitivity analysis suggests that: the rate of diagnoses and testing, the rate of quarantine through doubling enhanced contact tracing, adhering to physical distancing, adhering to wearing of nose masks, sanitizing-washing hands, media education remains the most effective measures in reducing the control reproduction number to less than unity in the absence of vaccines and therapeutic drugs in Ghana and Egypt. Optimal control and cost-effectiveness analysis are rigorously studied. The main finding is that having two controls (transmission reduction and case isolation) is better than having one control, but is economically expensive. In case only one control is affordable, then transmission reduction is better than case isolation. Hopefully, the results of this research should help policy-makers when dealing with multiple waves of COVID-19.

摘要

最佳经济评估对于在疾病控制中优先实施非药物和药物干预措施至关重要。政府、决策者和政策制定者广泛需要有关控制干预措施成本效益的有效性信息,以评估一项控制干预措施是否提供了最佳性价比。2019年12月新冠疫情爆发,并最终蔓延到世界其他地区,促使各国政府和卫生当局采取严厉的社会经济、社会文化和社会政治措施来遏制严重急性呼吸综合征冠状病毒2(SARS-CoV-2)的传播。为帮助政策制定者、卫生当局和政府,我们提出了一种易感、暴露、无症状、隔离无症状、重症感染、住院、康复、康复无症状、死亡和保护性易感(遵守健康规程的个体) compartmental结构来描述新冠疫情的动态。我们将该模型与来自加纳和埃及的实际数据拟合,使用标准发病率来估计模型参数。使用MATLAB进行疾病控制预测和敏感性分析。我们注意到,如果长期实施严格的健康规程和/或将个体在使用防护设备方面的不情愿行为降至最低,加纳和埃及的新冠疫情多峰(波)情况是可以预防的。敏感性分析表明:在加纳和埃及,在没有疫苗和治疗药物的情况下,诊断和检测率、通过加倍加强接触者追踪进行隔离的速率、坚持物理距离、坚持佩戴口罩、消毒洗手、媒体教育仍然是将控制繁殖数降低到小于1的最有效措施。对最优控制和成本效益分析进行了严格研究。主要发现是,采用两种控制措施(减少传播和隔离病例)比采用一种控制措施更好,但在经济上成本更高。如果只有一种控制措施可行,那么减少传播比隔离病例更好。希望本研究结果能在政策制定者应对多波新冠疫情时有所帮助。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/506f/7980175/4dc75c9d02b5/gr1_lrg.jpg

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