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Classification of Salmonella enterica of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy

Typhoidal and para-typhoidal Salmonella are major causes of bacteraemia in resource-limited countries. Diagnostic alternatives to laborious and resource-demanding serotyping are essential. Fourier transform infrared spectroscopy (FTIRS) is a rapidly developing and simple bacterial typing technology....

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Autores principales: Cordovana, Miriam, Mauder, Norman, Kostrzewa, Markus, Wille, Andreas, Rojak, Sandra, Hagen, Ralf Matthias, Ambretti, Simone, Pongolini, Stefano, Soliani, Laura, Justesen, Ulrik S., Holt, Hanne M., Join-Lambert, Olivier, Le Hello, Simon, Auzou, Michel, Veloo, Alida C., May, Jürgen, Frickmann, Hagen, Dekker, Denise
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8071548/
https://www.ncbi.nlm.nih.gov/pubmed/33921159
http://dx.doi.org/10.3390/microorganisms9040853
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author Cordovana, Miriam
Mauder, Norman
Kostrzewa, Markus
Wille, Andreas
Rojak, Sandra
Hagen, Ralf Matthias
Ambretti, Simone
Pongolini, Stefano
Soliani, Laura
Justesen, Ulrik S.
Holt, Hanne M.
Join-Lambert, Olivier
Le Hello, Simon
Auzou, Michel
Veloo, Alida C.
May, Jürgen
Frickmann, Hagen
Dekker, Denise
author_facet Cordovana, Miriam
Mauder, Norman
Kostrzewa, Markus
Wille, Andreas
Rojak, Sandra
Hagen, Ralf Matthias
Ambretti, Simone
Pongolini, Stefano
Soliani, Laura
Justesen, Ulrik S.
Holt, Hanne M.
Join-Lambert, Olivier
Le Hello, Simon
Auzou, Michel
Veloo, Alida C.
May, Jürgen
Frickmann, Hagen
Dekker, Denise
author_sort Cordovana, Miriam
collection PubMed
description Typhoidal and para-typhoidal Salmonella are major causes of bacteraemia in resource-limited countries. Diagnostic alternatives to laborious and resource-demanding serotyping are essential. Fourier transform infrared spectroscopy (FTIRS) is a rapidly developing and simple bacterial typing technology. In this study, we assessed the discriminatory power of the FTIRS-based IR Biotyper (Bruker Daltonik GmbH, Bremen, Germany), for the rapid and reliable identification of biochemically confirmed typhoid and paratyphoid fever-associated Salmonella isolates. In total, 359 isolates, comprising 30 S. Typhi, 23 S. Paratyphi A, 23 S. Paratyphi B, and 7 S. Paratyphi C, respectively and other phylogenetically closely related Salmonella serovars belonging to the serogroups O:2, O:4, O:7 and O:9 were tested. The strains were derived from clinical, environmental and food samples collected at different European sites. Applying artificial neural networks, specific automated classifiers were built to discriminate typhoidal serovars from non-typhoidal serovars within each of the four serogroups. The accuracy of the classifiers was 99.9%, 87.0%, 99.5% and 99.0% for Salmonella Typhi, Salmonella Paratyphi A, B and Salmonella Paratyphi C, respectively. The IR Biotyper is a promising tool for fast and reliable detection of typhoidal Salmonella. Hence, IR biotyping may serve as a suitable alternative to conventional approaches for surveillance and diagnostic purposes.
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spelling pubmed-80715482021-04-26 Classification of Salmonella enterica of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy Cordovana, Miriam Mauder, Norman Kostrzewa, Markus Wille, Andreas Rojak, Sandra Hagen, Ralf Matthias Ambretti, Simone Pongolini, Stefano Soliani, Laura Justesen, Ulrik S. Holt, Hanne M. Join-Lambert, Olivier Le Hello, Simon Auzou, Michel Veloo, Alida C. May, Jürgen Frickmann, Hagen Dekker, Denise Microorganisms Article Typhoidal and para-typhoidal Salmonella are major causes of bacteraemia in resource-limited countries. Diagnostic alternatives to laborious and resource-demanding serotyping are essential. Fourier transform infrared spectroscopy (FTIRS) is a rapidly developing and simple bacterial typing technology. In this study, we assessed the discriminatory power of the FTIRS-based IR Biotyper (Bruker Daltonik GmbH, Bremen, Germany), for the rapid and reliable identification of biochemically confirmed typhoid and paratyphoid fever-associated Salmonella isolates. In total, 359 isolates, comprising 30 S. Typhi, 23 S. Paratyphi A, 23 S. Paratyphi B, and 7 S. Paratyphi C, respectively and other phylogenetically closely related Salmonella serovars belonging to the serogroups O:2, O:4, O:7 and O:9 were tested. The strains were derived from clinical, environmental and food samples collected at different European sites. Applying artificial neural networks, specific automated classifiers were built to discriminate typhoidal serovars from non-typhoidal serovars within each of the four serogroups. The accuracy of the classifiers was 99.9%, 87.0%, 99.5% and 99.0% for Salmonella Typhi, Salmonella Paratyphi A, B and Salmonella Paratyphi C, respectively. The IR Biotyper is a promising tool for fast and reliable detection of typhoidal Salmonella. Hence, IR biotyping may serve as a suitable alternative to conventional approaches for surveillance and diagnostic purposes. MDPI 2021-04-15 /pmc/articles/PMC8071548/ /pubmed/33921159 http://dx.doi.org/10.3390/microorganisms9040853 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Cordovana, Miriam
Mauder, Norman
Kostrzewa, Markus
Wille, Andreas
Rojak, Sandra
Hagen, Ralf Matthias
Ambretti, Simone
Pongolini, Stefano
Soliani, Laura
Justesen, Ulrik S.
Holt, Hanne M.
Join-Lambert, Olivier
Le Hello, Simon
Auzou, Michel
Veloo, Alida C.
May, Jürgen
Frickmann, Hagen
Dekker, Denise
Classification of Salmonella enterica of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy
title Classification of Salmonella enterica of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy
title_full Classification of Salmonella enterica of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy
title_fullStr Classification of Salmonella enterica of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy
title_full_unstemmed Classification of Salmonella enterica of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy
title_short Classification of Salmonella enterica of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy
title_sort classification of salmonella enterica of the (para-)typhoid fever group by fourier-transform infrared (ftir) spectroscopy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8071548/
https://www.ncbi.nlm.nih.gov/pubmed/33921159
http://dx.doi.org/10.3390/microorganisms9040853
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