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Monkeypox outbreaks in the context of the COVID-19 pandemic: Network and clustering analyses of global risks and modified SEIR prediction of epidemic trends

Medicine and Health

Monkeypox outbreaks in the context of the COVID-19 pandemic: Network and clustering analyses of global risks and modified SEIR prediction of epidemic trends

S. Luo, Jg, et al.

This study, conducted by Sitong Luo and colleagues, explores the evolving risk factors of MPX infection and predicts global trends. By utilizing advanced network analysis and a modified SEIR model, the researchers have identified a shift in risk dynamics and the crucial role of human mobility in future outbreak predictions.

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Playback language: English
Abstract
This study aimed to assess spatiotemporal risk factors of MPX infection and predict global epidemiological trends. Using correlation-based network analysis and multivariate regression, 21 potential risk factors were evaluated. Country-level risk was assessed using a modified SEIR model and k-means clustering analysis. Results showed a shift in MPX risk factors from simple (HIV infection and population density) to multiple factors (human mobility, MSM population, COVID-19 infection, and socioeconomic factors) in the 2022 outbreak. Countries were classified into three risk clusters: high-risk (West Europe, North America), medium-risk (Latin America, Asia), and low-risk (Africa, South Asia). The modified SEIR model predicted declining transmission rates, with R0 values decreasing over time. Northern America and Latin America were predicted to surpass Europe in cumulative cases by autumn 2022. The study highlights the changing risk factors and the importance of considering human mobility in future MPX outbreak predictions.
Publisher
Frontiers in Public Health
Published On
Jan 01, 2023
Authors
Sitong Luo, JG, CZho, HL, RJ, ÅMW, KJ, YG, JM, CZha, WL, LX
Tags
MPX infection
risk factors
epidemiological trends
human mobility
correlation-based network analysis
SEIR model
COVID-19
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