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Early epidemiological assessment of the transmission potential and virulence of coronavirus disease 2019 (COVID-19) in Wuhan City, China, January–February, 2020
by
Chowell, Gerardo
, Mizumoto, Kenji
, Kagaya, Katsushi
in
Analysis
/ Asymptomatic
/ Basic Reproduction Number
/ Betacoronavirus - pathogenicity
/ Biomedicine
/ China
/ China - epidemiology
/ Coronaviridae
/ Coronavirus infections
/ Coronavirus Infections - epidemiology
/ Coronavirus Infections - transmission
/ Coronaviruses
/ COVID-19
/ Disease transmission
/ Ecological models
/ Epidemic
/ Epidemics
/ Epidemiology
/ Estimates
/ Fatalities
/ Global Outbreaks and Responses
/ Health aspects
/ Health promotion
/ Humans
/ Infection
/ Infections
/ Integral equations
/ Laboratories
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Models, Theoretical
/ Pandemics
/ Parameter estimation
/ Parameter uncertainty
/ Pneumonia, Viral - epidemiology
/ Pneumonia, Viral - transmission
/ Public health
/ Research Article
/ SARS-CoV-2
/ Severe acute respiratory syndrome coronavirus 2
/ Statistical methods
/ Statistical model
/ Surveillance systems
/ Transmissibility
/ Viral diseases
/ Virulence
/ Virulence (Microbiology)
2020
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Early epidemiological assessment of the transmission potential and virulence of coronavirus disease 2019 (COVID-19) in Wuhan City, China, January–February, 2020
by
Chowell, Gerardo
, Mizumoto, Kenji
, Kagaya, Katsushi
in
Analysis
/ Asymptomatic
/ Basic Reproduction Number
/ Betacoronavirus - pathogenicity
/ Biomedicine
/ China
/ China - epidemiology
/ Coronaviridae
/ Coronavirus infections
/ Coronavirus Infections - epidemiology
/ Coronavirus Infections - transmission
/ Coronaviruses
/ COVID-19
/ Disease transmission
/ Ecological models
/ Epidemic
/ Epidemics
/ Epidemiology
/ Estimates
/ Fatalities
/ Global Outbreaks and Responses
/ Health aspects
/ Health promotion
/ Humans
/ Infection
/ Infections
/ Integral equations
/ Laboratories
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Models, Theoretical
/ Pandemics
/ Parameter estimation
/ Parameter uncertainty
/ Pneumonia, Viral - epidemiology
/ Pneumonia, Viral - transmission
/ Public health
/ Research Article
/ SARS-CoV-2
/ Severe acute respiratory syndrome coronavirus 2
/ Statistical methods
/ Statistical model
/ Surveillance systems
/ Transmissibility
/ Viral diseases
/ Virulence
/ Virulence (Microbiology)
2020
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Early epidemiological assessment of the transmission potential and virulence of coronavirus disease 2019 (COVID-19) in Wuhan City, China, January–February, 2020
by
Chowell, Gerardo
, Mizumoto, Kenji
, Kagaya, Katsushi
in
Analysis
/ Asymptomatic
/ Basic Reproduction Number
/ Betacoronavirus - pathogenicity
/ Biomedicine
/ China
/ China - epidemiology
/ Coronaviridae
/ Coronavirus infections
/ Coronavirus Infections - epidemiology
/ Coronavirus Infections - transmission
/ Coronaviruses
/ COVID-19
/ Disease transmission
/ Ecological models
/ Epidemic
/ Epidemics
/ Epidemiology
/ Estimates
/ Fatalities
/ Global Outbreaks and Responses
/ Health aspects
/ Health promotion
/ Humans
/ Infection
/ Infections
/ Integral equations
/ Laboratories
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Models, Theoretical
/ Pandemics
/ Parameter estimation
/ Parameter uncertainty
/ Pneumonia, Viral - epidemiology
/ Pneumonia, Viral - transmission
/ Public health
/ Research Article
/ SARS-CoV-2
/ Severe acute respiratory syndrome coronavirus 2
/ Statistical methods
/ Statistical model
/ Surveillance systems
/ Transmissibility
/ Viral diseases
/ Virulence
/ Virulence (Microbiology)
2020
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Early epidemiological assessment of the transmission potential and virulence of coronavirus disease 2019 (COVID-19) in Wuhan City, China, January–February, 2020
Journal Article
Early epidemiological assessment of the transmission potential and virulence of coronavirus disease 2019 (COVID-19) in Wuhan City, China, January–February, 2020
2020
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Overview
Background
Since the first cluster of cases was identified in Wuhan City, China, in December 2019, coronavirus disease 2019 (COVID-19) rapidly spreads globally. Scientists have made strides in estimating key transmission and epidemiological parameters. In particular, accumulating evidence points to a substantial fraction of asymptomatic or subclinical infections, which influences our understanding of the transmission potential and severity of this emerging disease. In this study, we derive estimates of the transmissibility and virulence of COVID-19 in Wuhan City, China, by reconstructing the underlying transmission dynamics using multiple data sources.
Methods
We employ statistical methods and publicly available epidemiological datasets to jointly derive estimates of transmissibility and severity associated with the novel coronavirus. For this purpose, the daily series of laboratory-confirmed COVID-19 cases and deaths in Wuhan City together with epidemiological data of Japanese repatriated from Wuhan City on board government-chartered flights were integrated into our analysis.
Results
Our posterior estimates of basic reproduction number (
R
) in Wuhan City, China, in 2019–2020 reached values at 3.49 (95% CrI 3.39–3.62) with a mean serial interval of 6.0 days, and the enhanced public health intervention after January 23 in 2020 was associated with a significantly reduced
R
at 0.84 (95% CrI 0.81–0.88), with the total number of infections (i.e., cumulative infections) estimated at 1,906,634 (95% CrI 1,373,500–2,651,124) in Wuhan City, elevating the overall proportion of infected individuals to 19.1% (95% CrI 13.5–26.6%). We also estimated the most recent crude infection fatality ratio (IFR) and time–delay adjusted IFR at 0.04% (95% CrI 0.03–0.06%) and 0.12% (95% CrI 0.08–0.17%), respectively, estimates that are substantially smaller than the crude CFR estimated at 4.06%.
Conclusions
We have estimated key epidemiological parameters of the transmissibility and virulence of COVID-19 in Wuhan, China, during January–February 2020 using an ecological modeling approach that is suitable to infer epidemiological parameters with quantified uncertainty from partial observations collected by surveillance systems. Our estimate of time–delay adjusted IFR falls in the range of the median IFR estimates based on multiple serological studies conducted in several areas of the world.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
Subject
/ Betacoronavirus - pathogenicity
/ China
/ Coronavirus Infections - epidemiology
/ Coronavirus Infections - transmission
/ COVID-19
/ Epidemic
/ Global Outbreaks and Responses
/ Humans
/ Medicine
/ Pneumonia, Viral - epidemiology
/ Pneumonia, Viral - transmission
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