Inferring transmission risk of respiratory viral infection from the viral load kinetics of SARS-CoV-2, England, 2020 to 2021 and influenza A virus, Hong Kong, 2008 to 2012
BackgroundInfectiousness of respiratory viral infections is quantified as plaque forming units (PFU), requiring resource-intensive viral culture that is not routinely performed. We hypothesised that RNA viral load (VL) decline time (e-folding time) in people might serve as an alternative marker of infectiousness.AimThis study's objective was to evaluate the association of RNA<b> </b>VL decline time with RNA and PFU<b> </b>VL area under the curve (AUC) and transmission risk for SARS-CoV-2 and influenza A virus.MethodsIn SARS-CoV-2 and influenza A virus community cohorts, viral RNA was quantified by reverse transcription quantitative PCR in serial upper respiratory tract (URT)-samples collected within households after an initial household-member tested positive for one virus. We evaluated correlations between RNA<b> </b>VL decline time and RNA and PFU-VL AUC. Associations between VL decline time and transmission risk in index-contact pairs were assessed.ResultsIn SARS-CoV-2 cases, we observed positive correlations between RNA<b> </b>VL decline time and RNA and PFU<b> </b>VL AUC with posterior probabilities 1 and 0.96 respectively. In influenza A cases a positive correlation between RNA<b> </b>VL decline time and RNA<b> </b>VL AUC was observed, with posterior probability of 0.87. Index case VL decline times one standard deviation above the cohort-mean showed a relative increase in secondary attack rates of 39% (95%<b> </b>credible interval (CrI):<b> </b>-6.9<b> </b>to<b> </b>95%) for SARS-CoV-2 and 25% (95% CrI:<b> </b>-11 to 71%) for influenza A virus.ConclusionWe identify VL decline time as a potential marker of infectiousness and transmission risk for SARS-CoV-2 and influenza A virus. Early ascertainment of VL kinetics as part of surveillance of new viruses or variants could inform public health decision making.
Authors
- Kieran Madon (ORCID: https://orcid.org/0000-0002-0146-2560)
- Neil M. Ferguson (ORCID: https://orcid.org/0000-0002-1154-8093)
- Robert Varro (ORCID: https://orcid.org/0000-0001-5526-225X)
- Sean Nevin
- Seran Hakki (ORCID: https://orcid.org/0000-0003-0554-339X)
- Aleksandra Koycheva
- Timesh D Pillay (ORCID: https://orcid.org/0000-0001-8608-8880)
- Emily Conibear (ORCID: https://orcid.org/0000-0002-3445-6992)
- William Barclay (ORCID: https://orcid.org/0000-0002-3948-0895)
- Nieves Derqui (ORCID: https://orcid.org/0000-0003-2407-3362)
- Joe Fenn (ORCID: https://orcid.org/0000-0001-7851-670X)
- Graham P. Taylor (ORCID: https://orcid.org/0000-0002-3773-2390)
- Maria Zambon (ORCID: https://orcid.org/0000-0002-8897-7881)
- Jakob Jonnerby (ORCID: https://orcid.org/0009-0001-7862-8645)
- Shazaad Ahmad (ORCID: https://orcid.org/0000-0002-0400-8937)
- Ajit Lalvani (ORCID: https://orcid.org/0000-0002-2396-246X)
- Jie Zhou (ORCID: https://orcid.org/0000-0002-6413-2454)
- Jake Dunning (ORCID: https://orcid.org/0000-0002-4035-4562)
- Benjamin J. Cowling (ORCID: https://orcid.org/0000-0002-6297-7154)
- Paul S. Freemont (ORCID: https://orcid.org/0000-0002-5658-8486)
- Constanta Luca
- Michael A Crone
- Rhia Kundu
Institutions
- University of Liverpool (GB)
- Manchester Academic Health Science Centre (GB)
- Hong Kong Science and Technology Parks Corporation (HK)
- University of Oxford (GB)
- London Biofoundry (GB)
- NIHR Imperial Biomedical Research Centre (GB)
- Knowledge Foundation (SE)
- UK Dementia Research Institute (GB)
- Health Protection Research Unit in Emerging and Zoonotic Infections at University of Liverpool (GB)
- UK Health Security Agency (GB)
- Laboratory of Data Discovery for Health (HK)
- Imperial College London (GB)
- University of Hong Kong (HK)
Publication Details
- Journal
- Eurosurveillance
- Published
- 2025-02-13
- DOI
- https://doi.org/10.2807/1560-7917.es.2025.30.6.2400234
- Citations
- 4
- Primary Topic
- Respiratory viral infections research
- Type
- article
- Field-Weighted Citation Impact
- 5.42
Funders
- UK Research and Innovation
- National Institute for Health Research Health Protection Research Unit
- National Institute for Health and Care Research
- Department of Health and Social Care
- Imperial College London
- UK Dementia Research Institute
- Medical Research Council
- Health and Medical Research Fund
- National Institute of Allergy and Infectious Diseases