Cargando…

Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model

Epidemiological forecasts of COVID-19 spread at the country and/or state level have helped shape public health interventions. However, such models leave a scale-gap between the spatial resolution of actionable information (i.e. the county or city level) and that of modeled viral spread. States and n...

Descripción completa

Detalles Bibliográficos
Autores principales: Beckett, Stephen J, Dominguez-Mirazo, Marian, Lee, Seolha, Andris, Clio, Weitz, Joshua S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7273258/
https://www.ncbi.nlm.nih.gov/pubmed/32511490
http://dx.doi.org/10.1101/2020.05.28.20115642
_version_ 1783542366454415360
author Beckett, Stephen J
Dominguez-Mirazo, Marian
Lee, Seolha
Andris, Clio
Weitz, Joshua S
author_facet Beckett, Stephen J
Dominguez-Mirazo, Marian
Lee, Seolha
Andris, Clio
Weitz, Joshua S
author_sort Beckett, Stephen J
collection PubMed
description Epidemiological forecasts of COVID-19 spread at the country and/or state level have helped shape public health interventions. However, such models leave a scale-gap between the spatial resolution of actionable information (i.e. the county or city level) and that of modeled viral spread. States and nations are not spatially homogeneous and different areas may vary in disease risk and severity. For example, COVID-19 has age-stratified risk. Similarly, ICU units, PPE and other vital equipment are not equally distributed within states. Here, we implement a county-level epidemiological framework to assess and forecast COVID-19 spread through Georgia, where 1,933 people have died from COVID-19 and 44,638 cases have been documented as of May 27, 2020. We find that county-level forecasts trained on heterogeneity due to clustered events can continue to predict epidemic spread over multi-week periods, potentially serving efforts to prepare medical resources, manage supply chains, and develop targeted public health interventions. We find that the premature removal of physical (social) distancing could lead to rapid increases in cases or the emergence of sustained plateaus of elevated fatalities.
format Online
Article
Text
id pubmed-7273258
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Cold Spring Harbor Laboratory
record_format MEDLINE/PubMed
spelling pubmed-72732582020-06-07 Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model Beckett, Stephen J Dominguez-Mirazo, Marian Lee, Seolha Andris, Clio Weitz, Joshua S medRxiv Article Epidemiological forecasts of COVID-19 spread at the country and/or state level have helped shape public health interventions. However, such models leave a scale-gap between the spatial resolution of actionable information (i.e. the county or city level) and that of modeled viral spread. States and nations are not spatially homogeneous and different areas may vary in disease risk and severity. For example, COVID-19 has age-stratified risk. Similarly, ICU units, PPE and other vital equipment are not equally distributed within states. Here, we implement a county-level epidemiological framework to assess and forecast COVID-19 spread through Georgia, where 1,933 people have died from COVID-19 and 44,638 cases have been documented as of May 27, 2020. We find that county-level forecasts trained on heterogeneity due to clustered events can continue to predict epidemic spread over multi-week periods, potentially serving efforts to prepare medical resources, manage supply chains, and develop targeted public health interventions. We find that the premature removal of physical (social) distancing could lead to rapid increases in cases or the emergence of sustained plateaus of elevated fatalities. Cold Spring Harbor Laboratory 2020-06-01 /pmc/articles/PMC7273258/ /pubmed/32511490 http://dx.doi.org/10.1101/2020.05.28.20115642 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Beckett, Stephen J
Dominguez-Mirazo, Marian
Lee, Seolha
Andris, Clio
Weitz, Joshua S
Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
title Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
title_full Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
title_fullStr Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
title_full_unstemmed Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
title_short Spread of COVID-19 through Georgia, USA. Near-term projections and impacts of social distancing via a metapopulation model
title_sort spread of covid-19 through georgia, usa. near-term projections and impacts of social distancing via a metapopulation model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7273258/
https://www.ncbi.nlm.nih.gov/pubmed/32511490
http://dx.doi.org/10.1101/2020.05.28.20115642
work_keys_str_mv AT beckettstephenj spreadofcovid19throughgeorgiausaneartermprojectionsandimpactsofsocialdistancingviaametapopulationmodel
AT dominguezmirazomarian spreadofcovid19throughgeorgiausaneartermprojectionsandimpactsofsocialdistancingviaametapopulationmodel
AT leeseolha spreadofcovid19throughgeorgiausaneartermprojectionsandimpactsofsocialdistancingviaametapopulationmodel
AT andrisclio spreadofcovid19throughgeorgiausaneartermprojectionsandimpactsofsocialdistancingviaametapopulationmodel
AT weitzjoshuas spreadofcovid19throughgeorgiausaneartermprojectionsandimpactsofsocialdistancingviaametapopulationmodel