Dynamics and control of mpox disease using two modelling approaches

IF 2.7 Q3 ENVIRONMENTAL SCIENCES
Obiora Cornelius Collins, Kevin Jan Duffy
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Abstract

Abstract Monkeypox (Mpox) is a serious illness that affects both humans and animals. Two modelling approaches are considered here to understand the transmission dynamics of mpox. A deterministic model that incorporates the major factors that influence mpox is developed and analysed. However, as more than one group can be infected by mpox, humans and animals, the results of a deterministic model do not always hold when at the outset the number of people infected is small. Thus, a stochastic model based on the assumptions of the deterministic model is also developed and analysed. By fitting the deterministic model to data on the 2022 mpox outbreak in Nigeria, essential parameters related to the mpox dynamics are estimated. Using these parameters the basic reproduction number is calculated as $$\mathcal {R}_0 = 1.7$$ R 0 = 1.7 and, as this is greater than unity, implies that without control mpox is likely to remain endemic in Nigeria. Consideration of the basic reproduction number for the different transmission routes and parameter sensitivity analyses indicate the importance of animals in the overall prevalence of the disease. Also, numerical simulations are used and show that controls of disease transmission from animals to humans and animals to animals are the most effective. The results of the stochastic model, where the initial number of infections is small, show that the disease can be eradicated in some situations where $$\mathcal {R}_0 > 1$$ R 0 > 1 . However, the probabilities of this occurring for the Nigerian epidemic are low. Overall, our model formulations could be useful for making decisions on the effective management of mpox outbreaks in any endemic area.
使用两种建模方法的m痘病动力学和控制
猴痘是一种影响人和动物的严重疾病。这里考虑了两种建模方法来理解mpox的传播动力学。开发并分析了一个包含影响mpox的主要因素的确定性模型。然而,由于不止一个群体(人类和动物)可能被麻疹感染,因此,当开始感染人数很少时,确定性模型的结果并不总是成立。因此,基于确定性模型假设的随机模型也被开发和分析。通过将确定性模型拟合到尼日利亚2022年麻疹暴发的数据,估计了与麻疹动态相关的基本参数。利用这些参数,计算出的基本繁殖数为$$\mathcal {R}_0 = 1.7$$ R 0 = 1.7,由于这大于1,意味着如果不加以控制,麻疹很可能在尼日利亚继续流行。考虑到不同传播途径的基本繁殖数和参数敏感性分析,表明动物在疾病总体流行中的重要性。此外,数值模拟表明,控制疾病从动物传播给人类和动物传播给动物是最有效的。随机模型的结果表明,在初始感染人数很少的情况下,该疾病可以在以下情况下被根除$$\mathcal {R}_0 > 1$$ R 0 &gt;1。然而,尼日利亚疫情发生这种情况的可能性很低。总的来说,我们的模型公式可用于在任何流行地区就有效管理痘暴发作出决策。
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来源期刊
Modeling Earth Systems and Environment
Modeling Earth Systems and Environment ENVIRONMENTAL SCIENCES-
CiteScore
6.30
自引率
16.70%
发文量
244
期刊介绍: The peer-reviewed journal Modeling Earth Systems and Environment (MESE) provides a unique publication platform by discussing interdisciplinary problems and approaches through modeling. The focus of MESE is on modeling in earth and environment related fields, such as: earth and environmental engineering; climate change; hydrogeology; aquatic systems and functions; atmospheric research and water; land use and vegetation change; modeling of forest and agricultural dynamics; and economic and energy systems. Furthermore, the journal combines these topics with modeling of anthropogenic or social phenomena and projections to be used by decision makers.In addition to Research Articles, Modeling Earth Systems and Environment publishes Review Articles, Letters, and Data Articles:Research Articles have a recommended length of 10-12 published pages, referees will be asked to comment specifically on the manuscript length for manuscripts exceeding this limit.Review articles provide readers with assessments of advances, as well as projected developments in key areas of modeling earth systems and the environment. We expect that a typical review article will occupy twelve to fifteen pages in journal format, and have a substantial number of citations, which justify the comprehensive nature of the review.Letters have a shorter publication time and provide an opportunity to rapidly disseminate novel results expected to have an immediate impact in the earth system and environmental modeling community. Letters should include a short abstract, should not exceed four journal pages and about 10 citations.Data Articles give you the opportunity to share and reuse each other''s datasets as electronic supplementary material. To facilitate reproducibility, you need to thoroughly describe your data, the methods of collection, and the already proceeded assimilation. Data Articles have a recommended length of 4-6 pages.Information on Open Research Funding and Support may be found here: https://www.springernature.com/gp/open-research/institutional-agreements
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