Real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populations

Abstract For endemic pathogens, seroprevalence mimics overall exposure and is minimally influenced by the time that recent infections take to seroconvert. Simulating spatially-explicit and stochastic outbreaks, we set out to explore how, for emerging pathogens, the mix of exponential growth in infec...

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Main Authors: Francesco Pinotti, Uri Obolski, Paul Wikramaratna, Marta Giovanetti, Robert Paton, Paul Klenerman, Craig Thompson, Sunetra Gupta, José Lourenço
Format: Article
Language:English
Published: Nature Publishing Group 2021-03-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-84672-1
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spelling doaj-b006dc9ed2014761b46578b734885a622021-03-14T12:16:29ZengNature Publishing GroupScientific Reports2045-23222021-03-011111810.1038/s41598-021-84672-1Real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populationsFrancesco Pinotti0Uri Obolski1Paul Wikramaratna2Marta Giovanetti3Robert Paton4Paul Klenerman5Craig Thompson6Sunetra Gupta7José Lourenço8Department of Zoology, University of OxfordSchool of Public Health, Tel Aviv UniversityDepartment of Zoology, University of OxfordLaboratório de Genética Celular e Molecular, Universidade Federal de Minas GeraisDepartment of Zoology, University of OxfordNuffield Department of Medicine, Peter Medawar Building for Pathogen ResearchDepartment of Zoology, University of OxfordDepartment of Zoology, University of OxfordDepartment of Zoology, University of OxfordAbstract For endemic pathogens, seroprevalence mimics overall exposure and is minimally influenced by the time that recent infections take to seroconvert. Simulating spatially-explicit and stochastic outbreaks, we set out to explore how, for emerging pathogens, the mix of exponential growth in infection events and a constant rate for seroconversion events could lead to real-time significant differences in the total numbers of exposed versus seropositive. We find that real-time seroprevalence of an emerging pathogen can underestimate exposure depending on measurement time, epidemic doubling time, duration and natural variation in the time to seroconversion among hosts. We formalise mathematically how underestimation increases non-linearly as the host’s time to seroconversion is ever longer than the pathogen’s doubling time, and how more variable time to seroconversion among hosts results in lower underestimation. In practice, assuming that real-time seroprevalence reflects the true exposure to emerging pathogens risks overestimating measures of public health importance (e.g. infection fatality ratio) as well as the epidemic size of future waves. These results contribute to a better understanding and interpretation of real-time serological data collected during the emergence of pathogens in infection-naive host populations.https://doi.org/10.1038/s41598-021-84672-1
collection DOAJ
language English
format Article
sources DOAJ
author Francesco Pinotti
Uri Obolski
Paul Wikramaratna
Marta Giovanetti
Robert Paton
Paul Klenerman
Craig Thompson
Sunetra Gupta
José Lourenço
spellingShingle Francesco Pinotti
Uri Obolski
Paul Wikramaratna
Marta Giovanetti
Robert Paton
Paul Klenerman
Craig Thompson
Sunetra Gupta
José Lourenço
Real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populations
Scientific Reports
author_facet Francesco Pinotti
Uri Obolski
Paul Wikramaratna
Marta Giovanetti
Robert Paton
Paul Klenerman
Craig Thompson
Sunetra Gupta
José Lourenço
author_sort Francesco Pinotti
title Real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populations
title_short Real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populations
title_full Real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populations
title_fullStr Real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populations
title_full_unstemmed Real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populations
title_sort real-time seroprevalence and exposure levels of emerging pathogens in infection-naive host populations
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-03-01
description Abstract For endemic pathogens, seroprevalence mimics overall exposure and is minimally influenced by the time that recent infections take to seroconvert. Simulating spatially-explicit and stochastic outbreaks, we set out to explore how, for emerging pathogens, the mix of exponential growth in infection events and a constant rate for seroconversion events could lead to real-time significant differences in the total numbers of exposed versus seropositive. We find that real-time seroprevalence of an emerging pathogen can underestimate exposure depending on measurement time, epidemic doubling time, duration and natural variation in the time to seroconversion among hosts. We formalise mathematically how underestimation increases non-linearly as the host’s time to seroconversion is ever longer than the pathogen’s doubling time, and how more variable time to seroconversion among hosts results in lower underestimation. In practice, assuming that real-time seroprevalence reflects the true exposure to emerging pathogens risks overestimating measures of public health importance (e.g. infection fatality ratio) as well as the epidemic size of future waves. These results contribute to a better understanding and interpretation of real-time serological data collected during the emergence of pathogens in infection-naive host populations.
url https://doi.org/10.1038/s41598-021-84672-1
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