Cargando…
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....
Autores principales: | , , , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1783683734209298432 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8071548 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT cordovanamiriam classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT maudernorman classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT kostrzewamarkus classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT willeandreas classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT rojaksandra classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT hagenralfmatthias classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT ambrettisimone classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT pongolinistefano classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT solianilaura classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT justesenulriks classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT holthannem classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT joinlambertolivier classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT lehellosimon classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT auzoumichel classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT velooalidac classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT mayjurgen classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT frickmannhagen classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy AT dekkerdenise classificationofsalmonellaentericaoftheparatyphoidfevergroupbyfouriertransforminfraredftirspectroscopy |