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Assessment of relationship between rainfall and Escherichia coli in clams (Chamelea gallina) using the Bayes Factor

Consumption of bivalve shellfish harvested from water contaminated with sewage pollution presents a risk of human infections and targeting control measures require a good understanding of environmental factors influencing the transport and the fate of faecal contaminants within the hydrological catc...

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Autores principales: Ciccarelli, Cesare, Semeraro, Angela Marisa, Leinoudi, Melina, Trani, Vittoria Di, Murru, Sandra, Capocasa, Piero, Ciccarelli, Elena, Sacchini, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PAGEPress Publications, Pavia, Italy 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5641659/
https://www.ncbi.nlm.nih.gov/pubmed/29071244
http://dx.doi.org/10.4081/ijfs.2017.6826
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author Ciccarelli, Cesare
Semeraro, Angela Marisa
Leinoudi, Melina
Trani, Vittoria Di
Murru, Sandra
Capocasa, Piero
Ciccarelli, Elena
Sacchini, Luca
author_facet Ciccarelli, Cesare
Semeraro, Angela Marisa
Leinoudi, Melina
Trani, Vittoria Di
Murru, Sandra
Capocasa, Piero
Ciccarelli, Elena
Sacchini, Luca
author_sort Ciccarelli, Cesare
collection PubMed
description Consumption of bivalve shellfish harvested from water contaminated with sewage pollution presents a risk of human infections and targeting control measures require a good understanding of environmental factors influencing the transport and the fate of faecal contaminants within the hydrological catchments. Although there has been extensive development of regression models, the point of this paper, focused on the relationship between rainfall events and concentrations of Escherichia coli monitored in clams, was the use of a Bayesian approach, by the Bayes Factor. The study was conducted on clams harvested from the south coast of Marche Region (Italy), a coastal area impacted by continuous treated effluents, intermittent rainfalldependent untreated sewage spillage - as a consequence of stormwater overflowing - and rivers with an ephemeral flow regime. The work compared the different interpretation criteria of Bayes Factor, confirmed that E. coli concentrations in clams from the studied area varied in correlation with rainfall events, and demonstrated the effectiveness of Bayes Factor in the assessment of shellfish quality in coastal marine waters. However, it suggested that further investigations would be warranted to determine which environmental factors provide the better basis for accurate and timely predictions. Furthermore the gathered data could be useful, to the local authorities of Marche Region, in the definition of flexible monitoring programmes, taking into account the atmospheric events that could affect the correct functioning of sewage managing systems and the flow of tributary rivers.
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spelling pubmed-56416592017-10-25 Assessment of relationship between rainfall and Escherichia coli in clams (Chamelea gallina) using the Bayes Factor Ciccarelli, Cesare Semeraro, Angela Marisa Leinoudi, Melina Trani, Vittoria Di Murru, Sandra Capocasa, Piero Ciccarelli, Elena Sacchini, Luca Ital J Food Saf Article Consumption of bivalve shellfish harvested from water contaminated with sewage pollution presents a risk of human infections and targeting control measures require a good understanding of environmental factors influencing the transport and the fate of faecal contaminants within the hydrological catchments. Although there has been extensive development of regression models, the point of this paper, focused on the relationship between rainfall events and concentrations of Escherichia coli monitored in clams, was the use of a Bayesian approach, by the Bayes Factor. The study was conducted on clams harvested from the south coast of Marche Region (Italy), a coastal area impacted by continuous treated effluents, intermittent rainfalldependent untreated sewage spillage - as a consequence of stormwater overflowing - and rivers with an ephemeral flow regime. The work compared the different interpretation criteria of Bayes Factor, confirmed that E. coli concentrations in clams from the studied area varied in correlation with rainfall events, and demonstrated the effectiveness of Bayes Factor in the assessment of shellfish quality in coastal marine waters. However, it suggested that further investigations would be warranted to determine which environmental factors provide the better basis for accurate and timely predictions. Furthermore the gathered data could be useful, to the local authorities of Marche Region, in the definition of flexible monitoring programmes, taking into account the atmospheric events that could affect the correct functioning of sewage managing systems and the flow of tributary rivers. PAGEPress Publications, Pavia, Italy 2017-08-16 /pmc/articles/PMC5641659/ /pubmed/29071244 http://dx.doi.org/10.4081/ijfs.2017.6826 Text en ©Copyright C. Mascolo et al., 2017 http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Article
Ciccarelli, Cesare
Semeraro, Angela Marisa
Leinoudi, Melina
Trani, Vittoria Di
Murru, Sandra
Capocasa, Piero
Ciccarelli, Elena
Sacchini, Luca
Assessment of relationship between rainfall and Escherichia coli in clams (Chamelea gallina) using the Bayes Factor
title Assessment of relationship between rainfall and Escherichia coli in clams (Chamelea gallina) using the Bayes Factor
title_full Assessment of relationship between rainfall and Escherichia coli in clams (Chamelea gallina) using the Bayes Factor
title_fullStr Assessment of relationship between rainfall and Escherichia coli in clams (Chamelea gallina) using the Bayes Factor
title_full_unstemmed Assessment of relationship between rainfall and Escherichia coli in clams (Chamelea gallina) using the Bayes Factor
title_short Assessment of relationship between rainfall and Escherichia coli in clams (Chamelea gallina) using the Bayes Factor
title_sort assessment of relationship between rainfall and escherichia coli in clams (chamelea gallina) using the bayes factor
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5641659/
https://www.ncbi.nlm.nih.gov/pubmed/29071244
http://dx.doi.org/10.4081/ijfs.2017.6826
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