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Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry
We show that surface-enhanced Raman spectroscopy (SERS) coupled with principal component analysis (PCA) can serve as a fast, reliable, and easy method for detection and identification of food-borne bacteria, namely Salmonella spp., Listeria monocytogenes, and Cronobacter spp., in different types of...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5306343/ https://www.ncbi.nlm.nih.gov/pubmed/28004171 http://dx.doi.org/10.1007/s00216-016-0090-z |
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author | Witkowska, Evelin Korsak, Dorota Kowalska, Aneta Księżopolska-Gocalska, Monika Niedziółka-Jönsson, Joanna Roźniecka, Ewa Michałowicz, Weronika Albrycht, Paweł Podrażka, Marta Hołyst, Robert Waluk, Jacek Kamińska, Agnieszka |
author_facet | Witkowska, Evelin Korsak, Dorota Kowalska, Aneta Księżopolska-Gocalska, Monika Niedziółka-Jönsson, Joanna Roźniecka, Ewa Michałowicz, Weronika Albrycht, Paweł Podrażka, Marta Hołyst, Robert Waluk, Jacek Kamińska, Agnieszka |
author_sort | Witkowska, Evelin |
collection | PubMed |
description | We show that surface-enhanced Raman spectroscopy (SERS) coupled with principal component analysis (PCA) can serve as a fast, reliable, and easy method for detection and identification of food-borne bacteria, namely Salmonella spp., Listeria monocytogenes, and Cronobacter spp., in different types of food matrices (salmon, eggs, powdered infant formula milk, mixed herbs, respectively). The main aim of this work was to introduce the SERS technique into three ISO (6579:2002; 11290–1:1996/A1:2004; 22964:2006) standard procedures required for detection of these bacteria in food. Our study demonstrates that the SERS technique is effective in distinguishing very closely related bacteria within a genus grown on solid and liquid media. The advantages of the proposed ISO-SERS method for bacteria identification include simplicity and reduced time of analysis, from almost 144 h required by standard methods to 48 h for the SERS-based approach. Additionally, PCA allows one to perform statistical classification of studied bacteria and to identify the spectrum of an unknown sample. Calculated first and second principal components (PC-1, PC-2) account for 96, 98, and 90% of total variance in the spectra and enable one to identify the Salmonella spp., L. monocytogenes, and Cronobacter spp., respectively. Moreover, the presented study demonstrates the excellent possibility for simultaneous detection of analyzed food-borne bacteria in one sample test (98% of PC-1 and PC-2) with a goal of splitting the data set into three separated clusters corresponding to the three studied bacteria species. The studies described in this paper suggest that SERS represents an alternative to standard microorganism diagnostic procedures. [Figure: see text] ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00216-016-0090-z) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5306343 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-53063432017-02-27 Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry Witkowska, Evelin Korsak, Dorota Kowalska, Aneta Księżopolska-Gocalska, Monika Niedziółka-Jönsson, Joanna Roźniecka, Ewa Michałowicz, Weronika Albrycht, Paweł Podrażka, Marta Hołyst, Robert Waluk, Jacek Kamińska, Agnieszka Anal Bioanal Chem Research Paper We show that surface-enhanced Raman spectroscopy (SERS) coupled with principal component analysis (PCA) can serve as a fast, reliable, and easy method for detection and identification of food-borne bacteria, namely Salmonella spp., Listeria monocytogenes, and Cronobacter spp., in different types of food matrices (salmon, eggs, powdered infant formula milk, mixed herbs, respectively). The main aim of this work was to introduce the SERS technique into three ISO (6579:2002; 11290–1:1996/A1:2004; 22964:2006) standard procedures required for detection of these bacteria in food. Our study demonstrates that the SERS technique is effective in distinguishing very closely related bacteria within a genus grown on solid and liquid media. The advantages of the proposed ISO-SERS method for bacteria identification include simplicity and reduced time of analysis, from almost 144 h required by standard methods to 48 h for the SERS-based approach. Additionally, PCA allows one to perform statistical classification of studied bacteria and to identify the spectrum of an unknown sample. Calculated first and second principal components (PC-1, PC-2) account for 96, 98, and 90% of total variance in the spectra and enable one to identify the Salmonella spp., L. monocytogenes, and Cronobacter spp., respectively. Moreover, the presented study demonstrates the excellent possibility for simultaneous detection of analyzed food-borne bacteria in one sample test (98% of PC-1 and PC-2) with a goal of splitting the data set into three separated clusters corresponding to the three studied bacteria species. The studies described in this paper suggest that SERS represents an alternative to standard microorganism diagnostic procedures. [Figure: see text] ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00216-016-0090-z) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2016-12-21 2017 /pmc/articles/PMC5306343/ /pubmed/28004171 http://dx.doi.org/10.1007/s00216-016-0090-z Text en © The Author(s) 2016 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Research Paper Witkowska, Evelin Korsak, Dorota Kowalska, Aneta Księżopolska-Gocalska, Monika Niedziółka-Jönsson, Joanna Roźniecka, Ewa Michałowicz, Weronika Albrycht, Paweł Podrażka, Marta Hołyst, Robert Waluk, Jacek Kamińska, Agnieszka Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry |
title | Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry |
title_full | Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry |
title_fullStr | Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry |
title_full_unstemmed | Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry |
title_short | Surface-enhanced Raman spectroscopy introduced into the International Standard Organization (ISO) regulations as an alternative method for detection and identification of pathogens in the food industry |
title_sort | surface-enhanced raman spectroscopy introduced into the international standard organization (iso) regulations as an alternative method for detection and identification of pathogens in the food industry |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5306343/ https://www.ncbi.nlm.nih.gov/pubmed/28004171 http://dx.doi.org/10.1007/s00216-016-0090-z |
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