Faecal shedding models for SARS-CoV-2 RNA among hospitalised patients and implications for wastewater-based epidemiology
Open Access
- 17 March 2023
- journal article
- research article
- Published by Oxford University Press (OUP) in Journal of the Royal Statistical Society Series C: Applied Statistics
- Vol. 72 (2) , 330-345
Abstract
The concentration of SARS-CoV-2 RNA in faeces is not well characterised, posing challenges for quantitative wastewater-based epidemiology (WBE). We developed hierarchical models for faecal RNA shedding and fitted them to data from six studies. A mean concentration of 1.9 × 106 mL-1 (2.3 × 105–2.0 × 108 95% credible interval) was found among unvaccinated inpatients, not considering differences in shedding between viral variants. Limits of quantification could account for negative samples based on Bayesian model comparison. Inpatients represented the tail of the shedding profile with a half-life of 34 hours (28–43 95% credible interval), suggesting that WBE can be a leading indicator for clinical presentation. Shedding among inpatients could not explain the high RNA concentrations found in wastewater, consistent with more abundant shedding during the early infection course.Keywords
Funding Information
- Natural Environment Research Council (NE/V010387/1)
This publication has 40 references indexed in Scilit:
- Bayesian Comparison of Latent Variable Models: Conditional Versus Marginal LikelihoodsPsychometrika, 2019
- Potential impact of the sewer system on the applicability of alcohol and tobacco biomarkers in wastewater‐based epidemiologyDrug Testing and Analysis, 2017
- A Bayesian Belief Network Model Assessing the Risk to Wastewater Workers of Contracting Ebola Virus Disease During an OutbreakRisk Analysis, 2017
- polychord: next-generation nested samplingMonthly Notices of the Royal Astronomical Society, 2015
- The Characterization of Feces and Urine: A Review of the Literature to Inform Advanced Treatment TechnologyCritical Reviews in Environmental Science and Technology, 2015
- Shedding of norovirus in symptomatic and asymptomatic infectionsEpidemiology and Infection, 2014
- Understanding predictive information criteria for Bayesian modelsStatistics and Computing, 2013
- Inference from Iterative Simulation Using Multiple SequencesStatistical Science, 1992
- Estimation for the three-parameter Weibull, lognormal, and gamma distributionsComputational Statistics & Data Analysis, 1985
- A log gamma model and its maximum likelihood estimationBiometrika, 1974