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Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures

The spread of coronavirus disease 2019 (COVID-19) in Italy prompted drastic measures for transmission containment. We examine the effects of these interventions, based on modeling of the unfolding epidemic. We test modeling options of the spatially explicit type, suggested by the wave of infections...

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Autores principales: Gatto, Marino, Bertuzzo, Enrico, Mari, Lorenzo, Miccoli, Stefano, Carraro, Luca, Casagrandi, Renato, Rinaldo, Andrea
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7229754/
https://www.ncbi.nlm.nih.gov/pubmed/32327608
http://dx.doi.org/10.1073/pnas.2004978117
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author Gatto, Marino
Bertuzzo, Enrico
Mari, Lorenzo
Miccoli, Stefano
Carraro, Luca
Casagrandi, Renato
Rinaldo, Andrea
author_facet Gatto, Marino
Bertuzzo, Enrico
Mari, Lorenzo
Miccoli, Stefano
Carraro, Luca
Casagrandi, Renato
Rinaldo, Andrea
author_sort Gatto, Marino
collection PubMed
description The spread of coronavirus disease 2019 (COVID-19) in Italy prompted drastic measures for transmission containment. We examine the effects of these interventions, based on modeling of the unfolding epidemic. We test modeling options of the spatially explicit type, suggested by the wave of infections spreading from the initial foci to the rest of Italy. We estimate parameters of a metacommunity Susceptible–Exposed–Infected–Recovered (SEIR)-like transmission model that includes a network of 107 provinces connected by mobility at high resolution, and the critical contribution of presymptomatic and asymptomatic transmission. We estimate a generalized reproduction number ([Formula: see text] = 3.60 [3.49 to 3.84]), the spectral radius of a suitable next-generation matrix that measures the potential spread in the absence of containment interventions. The model includes the implementation of progressive restrictions after the first case confirmed in Italy (February 21, 2020) and runs until March 25, 2020. We account for uncertainty in epidemiological reporting, and time dependence of human mobility matrices and awareness-dependent exposure probabilities. We draw scenarios of different containment measures and their impact. Results suggest that the sequence of restrictions posed to mobility and human-to-human interactions have reduced transmission by 45% (42 to 49%). Averted hospitalizations are measured by running scenarios obtained by selectively relaxing the imposed restrictions and total about [Formula: see text] individuals (as of March 25, 2020). Although a number of assumptions need to be reexamined, like age structure in social mixing patterns and in the distribution of mobility, hospitalization, and fatality, we conclude that verifiable evidence exists to support the planning of emergency measures.
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spelling pubmed-72297542020-05-26 Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures Gatto, Marino Bertuzzo, Enrico Mari, Lorenzo Miccoli, Stefano Carraro, Luca Casagrandi, Renato Rinaldo, Andrea Proc Natl Acad Sci U S A Biological Sciences The spread of coronavirus disease 2019 (COVID-19) in Italy prompted drastic measures for transmission containment. We examine the effects of these interventions, based on modeling of the unfolding epidemic. We test modeling options of the spatially explicit type, suggested by the wave of infections spreading from the initial foci to the rest of Italy. We estimate parameters of a metacommunity Susceptible–Exposed–Infected–Recovered (SEIR)-like transmission model that includes a network of 107 provinces connected by mobility at high resolution, and the critical contribution of presymptomatic and asymptomatic transmission. We estimate a generalized reproduction number ([Formula: see text] = 3.60 [3.49 to 3.84]), the spectral radius of a suitable next-generation matrix that measures the potential spread in the absence of containment interventions. The model includes the implementation of progressive restrictions after the first case confirmed in Italy (February 21, 2020) and runs until March 25, 2020. We account for uncertainty in epidemiological reporting, and time dependence of human mobility matrices and awareness-dependent exposure probabilities. We draw scenarios of different containment measures and their impact. Results suggest that the sequence of restrictions posed to mobility and human-to-human interactions have reduced transmission by 45% (42 to 49%). Averted hospitalizations are measured by running scenarios obtained by selectively relaxing the imposed restrictions and total about [Formula: see text] individuals (as of March 25, 2020). Although a number of assumptions need to be reexamined, like age structure in social mixing patterns and in the distribution of mobility, hospitalization, and fatality, we conclude that verifiable evidence exists to support the planning of emergency measures. National Academy of Sciences 2020-05-12 2020-04-23 /pmc/articles/PMC7229754/ /pubmed/32327608 http://dx.doi.org/10.1073/pnas.2004978117 Text en Copyright © 2020 the Author(s). Published by PNAS. http://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (http://creativecommons.org/licenses/by/4.0/) .
spellingShingle Biological Sciences
Gatto, Marino
Bertuzzo, Enrico
Mari, Lorenzo
Miccoli, Stefano
Carraro, Luca
Casagrandi, Renato
Rinaldo, Andrea
Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures
title Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures
title_full Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures
title_fullStr Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures
title_full_unstemmed Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures
title_short Spread and dynamics of the COVID-19 epidemic in Italy: Effects of emergency containment measures
title_sort spread and dynamics of the covid-19 epidemic in italy: effects of emergency containment measures
topic Biological Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7229754/
https://www.ncbi.nlm.nih.gov/pubmed/32327608
http://dx.doi.org/10.1073/pnas.2004978117
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