Estimating the generation interval and inferring the latent period of COVID-19 from the contact tracing data
•We estimate the generation interval and incubation period simultaneously by using the contact tracing data of COVID-19 cases.•We infer the pre-symptomatic transmission proportion and latent period thereafter.•We estimate mean incubation period at 6.8 days (95 %CI: 6.2, 7.5), and mean generation int...
Saved in:
Published in | Epidemics Vol. 36; p. 100482 |
---|---|
Main Authors | , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Elsevier B.V
01.09.2021
The Authors. Published by Elsevier B.V Elsevier |
Subjects | |
Online Access | Get full text |
ISSN | 1755-4365 1878-0067 1878-0067 |
DOI | 10.1016/j.epidem.2021.100482 |
Cover
Summary: | •We estimate the generation interval and incubation period simultaneously by using the contact tracing data of COVID-19 cases.•We infer the pre-symptomatic transmission proportion and latent period thereafter.•We estimate mean incubation period at 6.8 days (95 %CI: 6.2, 7.5), and mean generation interval at 6.7 days (95 %CI: 5.4, 7.6).•We estimated that 49.8 % (95 %CI: 33.3, 71.5) of the secondary cases are likely due to pre-symptomatic transmission.•Using the best estimates of model parameters, we further infer the mean latent period at 3.3 days (95 %CI: 0.2, 7.9).
The coronavirus disease 2019 (COVID-19) emerged by end of 2019, and became a serious public health threat globally in less than half a year. The generation interval and latent period, though both are of importance in understanding the features of COVID-19 transmission, are difficult to observe, and thus they can rarely be learnt from surveillance data empirically. In this study, we develop a likelihood framework to estimate the generation interval and incubation period simultaneously by using the contact tracing data of COVID-19 cases, and infer the pre-symptomatic transmission proportion and latent period thereafter. We estimate the mean of incubation period at 6.8 days (95 %CI: 6.2, 7.5) and SD at 4.1 days (95 %CI: 3.7, 4.8), and the mean of generation interval at 6.7 days (95 %CI: 5.4, 7.6) and SD at 1.8 days (95 %CI: 0.3, 3.8). The basic reproduction number is estimated ranging from 1.9 to 3.6, and there are 49.8 % (95 %CI: 33.3, 71.5) of the secondary COVID-19 infections likely due to pre-symptomatic transmission. Using the best estimates of model parameters, we further infer the mean latent period at 3.3 days (95 %CI: 0.2, 7.9). Our findings highlight the importance of both isolation for symptomatic cases, and for the pre-symptomatic and asymptomatic cases. |
---|---|
Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
ISSN: | 1755-4365 1878-0067 1878-0067 |
DOI: | 10.1016/j.epidem.2021.100482 |