Coupling the Macroscale to the Microscale in a Spatiotemporal Context to Examine Effects of Spatial Diffusion on Disease Transmission.


Journal

Bulletin of mathematical biology
ISSN: 1522-9602
Titre abrégé: Bull Math Biol
Pays: United States
ID NLM: 0401404

Informations de publication

Date de publication:
10 05 2020
Historique:
received: 02 09 2019
accepted: 15 04 2020
entrez: 12 5 2020
pubmed: 12 5 2020
medline: 15 7 2021
Statut: epublish

Résumé

There are many challenges to coupling the macroscale to the microscale in temporal or spatial contexts. In order to examine effects of an individual movement and spatial control measures on a disease outbreak, we developed a multiscale model and extended the semi-stochastic simulation method by linking individual movements to pathogen's diffusion, linking the slow dynamics for disease transmission at the population level to the fast dynamics for pathogen shedding/excretion at the individual level. Numerical simulations indicate that during a disease outbreak individuals with the same infection status show the property of clustering and, in particular, individuals' rapid movements lead to an increase in the average reproduction number [Formula: see text], the final size and the peak value of the outbreak. It is interesting that a high level of aggregation the individuals' movement results in low new infections and a small final size of the infected population. Further, we obtained that either high diffusion rate of the pathogen or frequent environmental clearance lead to a decline in the total number of infected individuals, indicating the need for control measures such as improving air circulation or environmental hygiene. We found that the level of spatial heterogeneity when implementing control greatly affects the control efficacy, and in particular, an uniform isolation strategy leads to low a final size and small peak, compared with local measures, indicating that a large-scale isolation strategy with frequent clearance of the environment is beneficial for disease control.

Identifiants

pubmed: 32390107
doi: 10.1007/s11538-020-00736-9
pii: 10.1007/s11538-020-00736-9
pmc: PMC7222150
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

58

Subventions

Organisme : National Natural Science Foundation of China
ID : 11631012(YX,ST)
Pays : International
Organisme : National Natural Science Foundation of China
ID : 11961024(CX)
Pays : International

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Auteurs

Yanni Xiao (Y)

School of Mathematics and Stastics, Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China.

Changcheng Xiang (C)

School of Science, Hubei University for Nationalities, Enshi, People's Republic of China.

Robert A Cheke (RA)

Natural Resources Institute, University of Greenwich at Medway, Central Avenue, Chatham Maritime, Kent, ME4 4TB, UK.

Sanyi Tang (S)

College of Mathematics and Information Science, Shaanxi Normal University, Xi'an, 710062, People's Republic of China. sytang@snnu.edu.cn.

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Classifications MeSH