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A method of determining where to target surveillance efforts in heterogeneous epidemiological systems
The spread of pathogens into new environments poses a considerable threat to human, animal, and plant health, and by extension, human and animal wellbeing, ecosystem function, and agricultural productivity, worldwide. Early detection through effective surveillance is a key strategy to reduce the ris...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5591013/ https://www.ncbi.nlm.nih.gov/pubmed/28846676 http://dx.doi.org/10.1371/journal.pcbi.1005712 |
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author | Mastin, Alexander J. van den Bosch, Frank Gottwald, Timothy R. Alonso Chavez, Vasthi Parnell, Stephen R. |
author_facet | Mastin, Alexander J. van den Bosch, Frank Gottwald, Timothy R. Alonso Chavez, Vasthi Parnell, Stephen R. |
author_sort | Mastin, Alexander J. |
collection | PubMed |
description | The spread of pathogens into new environments poses a considerable threat to human, animal, and plant health, and by extension, human and animal wellbeing, ecosystem function, and agricultural productivity, worldwide. Early detection through effective surveillance is a key strategy to reduce the risk of their establishment. Whilst it is well established that statistical and economic considerations are of vital importance when planning surveillance efforts, it is also important to consider epidemiological characteristics of the pathogen in question—including heterogeneities within the epidemiological system itself. One of the most pronounced realisations of this heterogeneity is seen in the case of vector-borne pathogens, which spread between ‘hosts’ and ‘vectors’—with each group possessing distinct epidemiological characteristics. As a result, an important question when planning surveillance for emerging vector-borne pathogens is where to place sampling resources in order to detect the pathogen as early as possible. We answer this question by developing a statistical function which describes the probability distributions of the prevalences of infection at first detection in both hosts and vectors. We also show how this method can be adapted in order to maximise the probability of early detection of an emerging pathogen within imposed sample size and/or cost constraints, and demonstrate its application using two simple models of vector-borne citrus pathogens. Under the assumption of a linear cost function, we find that sampling costs are generally minimised when either hosts or vectors, but not both, are sampled. |
format | Online Article Text |
id | pubmed-5591013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-55910132017-09-15 A method of determining where to target surveillance efforts in heterogeneous epidemiological systems Mastin, Alexander J. van den Bosch, Frank Gottwald, Timothy R. Alonso Chavez, Vasthi Parnell, Stephen R. PLoS Comput Biol Research Article The spread of pathogens into new environments poses a considerable threat to human, animal, and plant health, and by extension, human and animal wellbeing, ecosystem function, and agricultural productivity, worldwide. Early detection through effective surveillance is a key strategy to reduce the risk of their establishment. Whilst it is well established that statistical and economic considerations are of vital importance when planning surveillance efforts, it is also important to consider epidemiological characteristics of the pathogen in question—including heterogeneities within the epidemiological system itself. One of the most pronounced realisations of this heterogeneity is seen in the case of vector-borne pathogens, which spread between ‘hosts’ and ‘vectors’—with each group possessing distinct epidemiological characteristics. As a result, an important question when planning surveillance for emerging vector-borne pathogens is where to place sampling resources in order to detect the pathogen as early as possible. We answer this question by developing a statistical function which describes the probability distributions of the prevalences of infection at first detection in both hosts and vectors. We also show how this method can be adapted in order to maximise the probability of early detection of an emerging pathogen within imposed sample size and/or cost constraints, and demonstrate its application using two simple models of vector-borne citrus pathogens. Under the assumption of a linear cost function, we find that sampling costs are generally minimised when either hosts or vectors, but not both, are sampled. Public Library of Science 2017-08-28 /pmc/articles/PMC5591013/ /pubmed/28846676 http://dx.doi.org/10.1371/journal.pcbi.1005712 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication. |
spellingShingle | Research Article Mastin, Alexander J. van den Bosch, Frank Gottwald, Timothy R. Alonso Chavez, Vasthi Parnell, Stephen R. A method of determining where to target surveillance efforts in heterogeneous epidemiological systems |
title | A method of determining where to target surveillance efforts in heterogeneous epidemiological systems |
title_full | A method of determining where to target surveillance efforts in heterogeneous epidemiological systems |
title_fullStr | A method of determining where to target surveillance efforts in heterogeneous epidemiological systems |
title_full_unstemmed | A method of determining where to target surveillance efforts in heterogeneous epidemiological systems |
title_short | A method of determining where to target surveillance efforts in heterogeneous epidemiological systems |
title_sort | method of determining where to target surveillance efforts in heterogeneous epidemiological systems |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5591013/ https://www.ncbi.nlm.nih.gov/pubmed/28846676 http://dx.doi.org/10.1371/journal.pcbi.1005712 |
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