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Mathematical Modeling of Mpox: A Scoping Review

Overview
Journal One Health
Date 2023 May 4
PMID 37138928
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Abstract

Background: Mpox (monkeypox), a disease historically endemic to Africa, has seen its largest outbreak in 2022 by spreading to many regions of the world and has become a public health threat. Informed policies aimed at controlling and managing the spread of this disease necessitate the use of adequate mathematical modeling strategies.

Objective: In this scoping review, we sought to identify the mathematical models that have been used to study mpox transmission in the literature in order to determine what are the model classes most frequently used, their assumptions, and the modelling gaps that need to be addressed in the context of the epidemiological characteristics of the ongoing mpox outbreak.

Methods: This study employed the methodology of the PRISMA guidelines for scoping reviews to identify the mathematical models available to study mpox transmission dynamics. Three databases (PubMed, Web of Science and MathSciNet) were systematically searched to identify relevant studies.

Results: A total of 5827 papers were screened from the database queries. After the screening, 35 studies that met the inclusion criteria were analyzed, and 19 were finally included in the scoping review. Our results show that compartmental, branching process, Monte Carlo (stochastic), agent-based, and network models have been used to study mpox transmission dynamics between humans as well as between humans and animals. Furthermore, compartmental and branching models have been the most commonly used classes.

Conclusions: There is a need to develop modeling strategies for mpox transmission that take into account the conditions of the current outbreak, which has been largely driven by human-to-human transmission in urban settings. In the current scenario, the assumptions and parameters used by most of the studies included in this review (which are largely based on a limited number of studies carried out in Africa in the early 80s) may not be applicable, and therefore, can complicate any public health policies that are derived from their estimates. The current mpox outbreak is also an example of how more research into neglected zoonoses is needed in an era where new and re-emerging diseases have become global public health threats.

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References
1.
McCollum A, Damon I . Human monkeypox. Clin Infect Dis. 2013; 58(2):260-7. DOI: 10.1093/cid/cit703. View

2.
Mahase E . Monkeypox: What do we know about the outbreaks in Europe and North America?. BMJ. 2022; 377:o1274. DOI: 10.1136/bmj.o1274. View

3.
Brainard J, Hunter P . Misinformation making a disease outbreak worse: outcomes compared for influenza, monkeypox, and norovirus. Simulation. 2021; 96(4):365-374. PMC: 8282656. DOI: 10.1177/0037549719885021. View

4.
Dsouza V, Rajkhowa P, Mallya B, Raksha D, Mrinalini V, Cauvery K . A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan. Dialogues Health. 2022; 2:100095. PMC: 9767808. DOI: 10.1016/j.dialog.2022.100095. View

5.
Endo A, Murayama H, Abbott S, Ratnayake R, Pearson C, Edmunds W . Heavy-tailed sexual contact networks and monkeypox epidemiology in the global outbreak, 2022. Science. 2022; 378(6615):90-94. DOI: 10.1126/science.add4507. View