Modeling the complete spatiotemporal spread of the COVID-19 epidemic in mainland China

被引:11
作者
Hu, Bisong [1 ,2 ]
Ning, Pan [1 ]
Qiu, Jingyu [3 ]
Tao, Vincent [3 ]
Devlin, Adam Thomas [1 ]
Chen, Haiying [4 ]
Wang, Jinfeng [2 ]
Lin, Hui [1 ]
机构
[1] Jiangxi Normal Univ, Sch Geog & Environm, 99 Ziyang Rd, Nanchang 330022, Jiangxi, Peoples R China
[2] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, 11A Datun Rd, Beijing 100101, Peoples R China
[3] Wayz AI Technol Co Ltd, 58 Xiangke Rd, Shanghai 201210, Peoples R China
[4] Nanchang Ctr Dis Control & Prevent, 833 Lijing Rd, Nanchang 330038, Jiangxi, Peoples R China
基金
中国国家自然科学基金;
关键词
COVID-19; Spatially stratified heterogeneity; SEIR model for a stratum; Space-time R-0; Latent and infection ratio; Mainland China; CORONAVIRUS DISEASE 2019; TRANSMISSION DYNAMICS; OUTBREAK;
D O I
10.1016/j.ijid.2021.04.021
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Objectives: The novel coronavirus (COVID-19) epidemic is reaching its final phase in China. The epidemic data are available for a complete assessment of epidemiological parameters in all regions and time periods. Methods: This study aims to present a spatiotemporal epidemic model based on spatially stratified heterogeneity (SSH) to simulate the epidemic spread. A susceptible-exposed/latent-infected-removed (SEIR) model was constructed for each SSH-identified stratum (each administrative city) to estimate the spatiotemporal epidemiological parameters of the outbreak. Results: We estimated that the mean latent and removed periods were 5.40 and 2.13 days, respectively. There was an average of 1.72 latent or infected persons per 10,000 Wuhan travelers to other locations until January 20th, 2020. The space-time basic reproduction number (R-0) estimates indicate an initial value between 2 and 3.5 in most cities on this date. The mean period for R-0 estimates to decrease to 80%, and 50% of initial values in cities were an average of 14.73 and 19.62 days, respectively. Conclusions: Our model estimates the complete spatiotemporal epidemiological characteristics of the outbreak in a space-time domain. These findings will help enhance a comprehensive understanding of the outbreak and inform the strategies of prevention and control in other countries worldwide. (C) 2021 The Author(s). Published by Elsevier Ltd on behalf of International Society for Infectious Diseases.
引用
收藏
页码:247 / 257
页数:11
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