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The impact of mobility network properties on predicted epidemic dynamics in Dhaka and Bangkok

Abstract:
Properties of city-level commuting networks are expected to influence epidemic potential of cities and modify the speed and spatial trajectory of epidemics when they occur. In this study, we use aggregated mobile phone user data to reconstruct commuter mobility networks for Bangkok (Thailand) and Dhaka (Bangladesh), two megacities in Asia with populations of 16 and 21 million people, respectively. We model the dynamics of directly-transmitted infections (such as SARS-CoV-2) propagating on these commuting networks, and find that differences in network structure between the two cities drive divergent predicted epidemic trajectories: the commuting network in Bangkok is composed of geographically-contiguous modular communities and epidemic dispersal is correlated with geographic distance between locations, whereas the network in Dhaka has less distinct geographic structure and epidemic dispersal is less constrained by geographic distance. We also find that the predicted dynamics of epidemics vary depending on the local topology of the network around the origin of the outbreak. Measuring commuter mobility, and understanding how commuting networks shape epidemic dynamics at the city level, can support surveillance and preparedness efforts in large cities at risk for emerging or imported epidemics.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1016/j.epidem.2021.100441

Authors


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Role:
Author
ORCID:
0000-0003-2559-2789
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Institution:
University of Oxford
Division:
MSD
Department:
NDM
Sub department:
Tropical Medicine
Role:
Author
ORCID:
0000-0002-5355-0562


Publisher:
Elsevier
Journal:
Epidemics More from this journal
Volume:
35
Article number:
100441
Publication date:
2021-02-22
Acceptance date:
2021-02-01
DOI:
EISSN:
1878-0067
ISSN:
1755-4365
Pmid:
33667878


Language:
English
Keywords:
Pubs id:
1164033
Local pid:
pubs:1164033
Deposit date:
2021-12-08

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