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Application of Chemometric Methods for Assessment and Modelling of Microbiological Quality Data Concerning Coastal Bathing Water in Greece

BACKGROUND: Worldwide, the aim of managing water is to safeguard human health whilst maintaining sustainable aquatic and associated terrestrial, ecosystems. Because human enteric viruses are the most likely pathogens responsible for waterborne diseases from recreational water use, but detection meth...

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Autores principales: Papaioannou, Agelos, Rigas, George, Papastergiou, Panagiotis, Hadjichristodoulou, Christos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PAGEPress Publications, Pavia, Italy 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4274499/
https://www.ncbi.nlm.nih.gov/pubmed/25553315
http://dx.doi.org/10.4081/jphr.2014.357
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author Papaioannou, Agelos
Rigas, George
Papastergiou, Panagiotis
Hadjichristodoulou, Christos
author_facet Papaioannou, Agelos
Rigas, George
Papastergiou, Panagiotis
Hadjichristodoulou, Christos
author_sort Papaioannou, Agelos
collection PubMed
description BACKGROUND: Worldwide, the aim of managing water is to safeguard human health whilst maintaining sustainable aquatic and associated terrestrial, ecosystems. Because human enteric viruses are the most likely pathogens responsible for waterborne diseases from recreational water use, but detection methods are complex and costly for routine monitoring, it is of great interest to determine the quality of coastal bathing water with a minimum cost and maximum safety. DESIGN AND METHODS: This study handles the assessment and modelling of the microbiological quality data of 2149 seawater bathing areas in Greece over 10-year period (1997-2006) by chemometric methods. RESULTS: Cluster analysis results indicated that the studied bathing beaches are classified in accordance with the seasonality in three groups. Factor analysis was applied to investigate possible determining factors in the groups resulted from the cluster analysis, and also two new parameters were created in each group; VF1 includes E. coli, faecal coliforms and total coliforms and VF2 includes faecal streptococci/enterococci. By applying the cluster analysis in each seasonal group, three new groups of coasts were generated, group A (ultraclean), group B (clean) and group C (contaminated). CONCLUSIONS: The above analysis is confirmed by the application of discriminant analysis, and proves that chemometric methods are useful tools for assessment and modeling microbiological quality data of coastal bathing water on a large scale, and thus could attribute to effective and economical monitoring of the quality of coastal bathing water in a country with a big number of bathing coasts, like Greece.
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spelling pubmed-42744992014-12-31 Application of Chemometric Methods for Assessment and Modelling of Microbiological Quality Data Concerning Coastal Bathing Water in Greece Papaioannou, Agelos Rigas, George Papastergiou, Panagiotis Hadjichristodoulou, Christos J Public Health Res Original Article BACKGROUND: Worldwide, the aim of managing water is to safeguard human health whilst maintaining sustainable aquatic and associated terrestrial, ecosystems. Because human enteric viruses are the most likely pathogens responsible for waterborne diseases from recreational water use, but detection methods are complex and costly for routine monitoring, it is of great interest to determine the quality of coastal bathing water with a minimum cost and maximum safety. DESIGN AND METHODS: This study handles the assessment and modelling of the microbiological quality data of 2149 seawater bathing areas in Greece over 10-year period (1997-2006) by chemometric methods. RESULTS: Cluster analysis results indicated that the studied bathing beaches are classified in accordance with the seasonality in three groups. Factor analysis was applied to investigate possible determining factors in the groups resulted from the cluster analysis, and also two new parameters were created in each group; VF1 includes E. coli, faecal coliforms and total coliforms and VF2 includes faecal streptococci/enterococci. By applying the cluster analysis in each seasonal group, three new groups of coasts were generated, group A (ultraclean), group B (clean) and group C (contaminated). CONCLUSIONS: The above analysis is confirmed by the application of discriminant analysis, and proves that chemometric methods are useful tools for assessment and modeling microbiological quality data of coastal bathing water on a large scale, and thus could attribute to effective and economical monitoring of the quality of coastal bathing water in a country with a big number of bathing coasts, like Greece. PAGEPress Publications, Pavia, Italy 2014-12-10 /pmc/articles/PMC4274499/ /pubmed/25553315 http://dx.doi.org/10.4081/jphr.2014.357 Text en ©Copyright A. Papaioannou et al. http://creativecommons.org/licenses/by-nc/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Papaioannou, Agelos
Rigas, George
Papastergiou, Panagiotis
Hadjichristodoulou, Christos
Application of Chemometric Methods for Assessment and Modelling of Microbiological Quality Data Concerning Coastal Bathing Water in Greece
title Application of Chemometric Methods for Assessment and Modelling of Microbiological Quality Data Concerning Coastal Bathing Water in Greece
title_full Application of Chemometric Methods for Assessment and Modelling of Microbiological Quality Data Concerning Coastal Bathing Water in Greece
title_fullStr Application of Chemometric Methods for Assessment and Modelling of Microbiological Quality Data Concerning Coastal Bathing Water in Greece
title_full_unstemmed Application of Chemometric Methods for Assessment and Modelling of Microbiological Quality Data Concerning Coastal Bathing Water in Greece
title_short Application of Chemometric Methods for Assessment and Modelling of Microbiological Quality Data Concerning Coastal Bathing Water in Greece
title_sort application of chemometric methods for assessment and modelling of microbiological quality data concerning coastal bathing water in greece
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4274499/
https://www.ncbi.nlm.nih.gov/pubmed/25553315
http://dx.doi.org/10.4081/jphr.2014.357
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