Arino. Describing, modelling and forecasting the spatial and temporal spread of COVID-19 - A short review. Fields Institute Communications 85 (2022)
By 29 January, virus was found in all provinces of mainland China
Date | Location | Note |
---|---|---|
13 Jan. | Thailand | Arrived 8 Jan. |
16 Jan. | Japan | Arrived 6 Jan. |
20 Jan. | Republic of Korea | Airport detected on 19 Jan. |
20 Jan. | USA | Arrived Jan. 15 |
23 Jan. | Nepal | Arrived 13 Jan. |
23 Jan. | Singapore | Arrived 20 Jan. |
24 Jan. | France | Arrived 22 Jan. |
24 Jan. | Vietnam | Arrived 13 Jan. |
25 Jan. | Australia | Arrived 19 Jan. |
25 Jan. | Malaysia | Arrived 24 Jan. |
Important when trying to understand global spread, so let me illustrate with the model I used (Arino & Portet. A simple model for COVID-19. Infectious Disease Modelling 2020) [taking into account model evolution since]
Cumulative confirmed case counts in China as reported to WHO was
Let
Let
Back to the spatio-temporal spread of the detected first wave..
Moving from ISO-3166-3 (nation or territory) level to smaller sub-national jurisdictions, the picture is more contrasted
Next slide: Example of activation of North American health regions/municipios/counties
In Ecology, importations are called introductions and have been studied for a while, because they are one of the drivers of evolution and, more recently, because of invasive species
An importation occurs when an individual who acquired the infection in a jurisdiction makes their way to another jurisdiction while still infected with the disease
Geographies greatly influence reasoning
Arino, Boëlle, Milliken & Portet. Risk of COVID-19 variant importation - How useful are travel control measures? Infectious Disease Modelling (2021)
Otto, Day, Arino, Colijn et al. The origins and potential future of SARS-CoV-2 variants of concern in the evolving COVID-19 pandemic. Current Biology (2021)
Q:
In practice:
Country | Date travel suspension | Date first case |
---|---|---|
Seychelles | 2020-03-03 | 2020-03-14 |
El Salvador | 2020-03-17 | 2020-03-18 |
Cape Verde | 2020-03-17 | 2020-03-20 |
Sudan | 2020-03-17 | 2020-04-05 |
Marshall Islands | 2020-04-22 | 2020-10-29 |
Vanuatu | 2020-03-20 | 2020-11-11 |
North Korea | 2020-01-21 | Unreported |
Turkmenistan | 2020-03-20 | Unreported |
Tuvalu | 2020-03-26 |
J. Arino, P.-Y. Boëlle, E.M. Milliken & S. Portet. Risk of COVID-19 variant importation - How useful are travel control measures? Infectious Disease Modelling, 2021
Suppose
Then
(border was "closed")
Traveller characteristics | Total |
---|---|
Total non-resident travellers | 1,491,233 |
Total Canadian residents | 3,653,592 |
Total other travellers | 5,963,285 |
Total international travellers | 11,108,110 |
80/100K/day on average (678/100K/day 2019-04
Space is a fundamental component of the epidemic spread process and cannot be ignored, both in modelling and in public health decision making
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