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Aspergillus Species Discrimination Using a Gas Sensor Array
The efficiency of electronic noses in detecting and identifying microorganisms has been proven by several studies. Since volatile compounds change with the growth of colonies, the identification of strains is highly dependent on the growing conditions. In this paper, the effects of growth were inves...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7412133/ https://www.ncbi.nlm.nih.gov/pubmed/32708481 http://dx.doi.org/10.3390/s20144004 |
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author | Capuano, Rosamaria Paba, Emilia Mansi, Antonella Marcelloni, Anna Maria Chiominto, Alessandra Proietto, Anna Rita Zampetti, Emiliano Macagnano, Antonella Lvova, Larisa Catini, Alexandro Paolesse, Roberto Tranfo, Giovanna Di Natale, Corrado |
author_facet | Capuano, Rosamaria Paba, Emilia Mansi, Antonella Marcelloni, Anna Maria Chiominto, Alessandra Proietto, Anna Rita Zampetti, Emiliano Macagnano, Antonella Lvova, Larisa Catini, Alexandro Paolesse, Roberto Tranfo, Giovanna Di Natale, Corrado |
author_sort | Capuano, Rosamaria |
collection | PubMed |
description | The efficiency of electronic noses in detecting and identifying microorganisms has been proven by several studies. Since volatile compounds change with the growth of colonies, the identification of strains is highly dependent on the growing conditions. In this paper, the effects of growth were investigated with different species of Aspergillus, which is one of the most studied microorganisms because of its implications in environmental and food safety. For this purpose, we used an electronic nose previously utilized for volatilome detection applications and based on eight porphyrins-functionalized quartz microbalances. The volatile organic compounds (VOCs) released by cultured fungi were measured at 3, 5, and 10 days after the incubation. The signals from the sensors showed that the pattern of VOCs evolve with time. In particular, the separation between the three studied strains progressively decreases with time. The three strains could still be identified despite the influence of culture time. Linear Discriminant Analysis (LDA) showed an overall accuracy of 88% and 71% in the training and test sets, respectively. These results indicate that the presence of microorganisms is detectable with respect to background, however, the difference between the strains changes with the incubation time. |
format | Online Article Text |
id | pubmed-7412133 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-74121332020-08-25 Aspergillus Species Discrimination Using a Gas Sensor Array Capuano, Rosamaria Paba, Emilia Mansi, Antonella Marcelloni, Anna Maria Chiominto, Alessandra Proietto, Anna Rita Zampetti, Emiliano Macagnano, Antonella Lvova, Larisa Catini, Alexandro Paolesse, Roberto Tranfo, Giovanna Di Natale, Corrado Sensors (Basel) Letter The efficiency of electronic noses in detecting and identifying microorganisms has been proven by several studies. Since volatile compounds change with the growth of colonies, the identification of strains is highly dependent on the growing conditions. In this paper, the effects of growth were investigated with different species of Aspergillus, which is one of the most studied microorganisms because of its implications in environmental and food safety. For this purpose, we used an electronic nose previously utilized for volatilome detection applications and based on eight porphyrins-functionalized quartz microbalances. The volatile organic compounds (VOCs) released by cultured fungi were measured at 3, 5, and 10 days after the incubation. The signals from the sensors showed that the pattern of VOCs evolve with time. In particular, the separation between the three studied strains progressively decreases with time. The three strains could still be identified despite the influence of culture time. Linear Discriminant Analysis (LDA) showed an overall accuracy of 88% and 71% in the training and test sets, respectively. These results indicate that the presence of microorganisms is detectable with respect to background, however, the difference between the strains changes with the incubation time. MDPI 2020-07-18 /pmc/articles/PMC7412133/ /pubmed/32708481 http://dx.doi.org/10.3390/s20144004 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Letter Capuano, Rosamaria Paba, Emilia Mansi, Antonella Marcelloni, Anna Maria Chiominto, Alessandra Proietto, Anna Rita Zampetti, Emiliano Macagnano, Antonella Lvova, Larisa Catini, Alexandro Paolesse, Roberto Tranfo, Giovanna Di Natale, Corrado Aspergillus Species Discrimination Using a Gas Sensor Array |
title | Aspergillus Species Discrimination Using a Gas Sensor Array |
title_full | Aspergillus Species Discrimination Using a Gas Sensor Array |
title_fullStr | Aspergillus Species Discrimination Using a Gas Sensor Array |
title_full_unstemmed | Aspergillus Species Discrimination Using a Gas Sensor Array |
title_short | Aspergillus Species Discrimination Using a Gas Sensor Array |
title_sort | aspergillus species discrimination using a gas sensor array |
topic | Letter |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7412133/ https://www.ncbi.nlm.nih.gov/pubmed/32708481 http://dx.doi.org/10.3390/s20144004 |
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