Evidence map›Paper›PMID 40221669›Full record

ArticleBMC infectious diseases2025

The latency time of SARS-CoV- 2 Delta variant in infection- and vaccine-naive individuals from Vietnam.

Vera H Arntzen, Manh Nguyen Duc, Marta Fiocco, Lan Truong Thi Thanh, Tam Nguyen Hoai Thao, Buu Mai Thanh, Tu-Anh Nguyen, Nhat Le Thanh Hoang, Marc Choisy, Lam Phung Khanh and 2 more

Abstract read
In one paragraph

Article in BMC infectious diseases, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Vera H ArntzenMathematical Institute, Leiden University, Leiden, the Netherlands.ORCID http://orcid.org/0000-0002-2642-9898
Manh Nguyen DucCentre for Tropical Medicine, Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam.
Marta FioccoMathematical Institute, Leiden University, Leiden, the Netherlands.ORCID http://orcid.org/0000-0001-5588-0277
Lan Truong Thi ThanhDepartment of Acute Infectious Disease Prevention and Control, Ho Chi Minh Center for Disease Control, Ho Chi Minh City, Viet Nam.
Tam Nguyen Hoai ThaoDepartment of Acute Infectious Disease Prevention and Control, Ho Chi Minh Center for Disease Control, Ho Chi Minh City, Viet Nam.
Buu Mai ThanhDepartment of Acute Infectious Disease Prevention and Control, Ho Chi Minh Center for Disease Control, Ho Chi Minh City, Viet Nam.
Tu-Anh NguyenDepartment of Acute Infectious Disease Prevention and Control, Ho Chi Minh Center for Disease Control, Ho Chi Minh City, Viet Nam.
Nhat Le Thanh HoangCentre for Tropical Medicine, Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam.ORCID http://orcid.org/0000-0002-3756-7217
Marc ChoisyCentre for Tropical Medicine, Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam.
Lam Phung KhanhCentre for Tropical Medicine, Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam.
Nga Le HongDepartment of Acute Infectious Disease Prevention and Control, Ho Chi Minh Center for Disease Control, Ho Chi Minh City, Viet Nam.
Ronald B GeskusCentre for Tropical Medicine, Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam. rgeskus@oucru.org.ORCID http://orcid.org/0000-0002-2740-3155

Funding

Wellcome TrustWellcome Trust 225167/A/22/ZWellcome Trust 225167/Z/22/Z
6 · The paper itself

Abstract

backgroundThe latency time (from infection to infectiousness) guides the choice of measures required to control an infectious disease. Estimates of the SARS-CoV- 2 latency time are sparse due to lack of appropriate and representative data. Infection time is rarely known exactly and exposure information may be subject to several biases. Information on the endpoint requires repeated testing. Moreover, estimation is challenging because both the starting point and endpoint are typically interval censored and data may be subject to length-biased sampling (truncation).

methodsWe collected detailed information on exposure from public health reports produced during an outbreak with the SARS-CoV- 2 Delta variant in Ho Chi Minh City, Vietnam, in May-July 2021. Using a custom digital form and application facilitated reliable choices on exposure window. This comprehensive data set on exposure and test results from 1951 individuals, collected in the absence of large-scale vaccination or earlier infection, is the first of its kind outside of China. We accounted for the doubly interval censored nature of the observations and went beyond the standard assumption of a constant infection risk over calendar time (exponential growth) and allowed for flexibility regarding the latency time (generalized gamma distribution). We addressed right truncation due to a cutoff in data collection and a finite quarantine length. Employing a Bayesian approach, using the program JAGS, made the analyses relatively straightforward.

resultsAssuming exponential growth, our estimate of SARS-CoV- 2 Delta variant's mean latency time was 3.22 (95% Credible Interval 2.89 - 3.55) days; the median was 1.81 (95% CrI 1.44- 2.16) days; the 95 th percentile was 10.98 (95% CrI 9.91 - 12.41) days. These values were much larger if a uniform infection risk was assumed.

conclusionsUsing a Bayesian approach with the JAGS program, we were able to estimate the SARS-CoV- 2 latency time distribution of the Delta variant in infection-naive and vaccine-naive individuals. Estimates were sensitive to the assumptions made regarding the risk of infection within the exposure window. Compared to earlier studies, the median latency time was shorter, while the 95 th percentile was larger. Our results stress the importance of thoughtful data collection and analysis for evidence-based control of an infectious disease.

Indexed as

COVID-19SARS-CoV-2Virus LatencyAdolescentAdultAgedChildChild, PreschoolFemaleHumansMaleMiddle AgedTime FactorsVietnamYoung AdultDoubly interval censored dataGeneralized gamma distributionLatency timeQuarantine lengthSARS-CoV- 2Truncation

Identifiers

PMID40221669
PMCPMC11993988

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.