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 ofAspergillus, 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.

Capuano, R., Paba, E., Mansi, A., Marcelloni, A., Chiominto, A., Proietto, A., et al. (2020). Aspergillus species discrimination using a gas sensor array. SENSORS, 20(14), 1-12 [10.3390/s20144004].

Aspergillus species discrimination using a gas sensor array

Capuano, R
;
Mansi, A;Zampetti, E;Lvova, L;Catini, A;Paolesse, R;Di Natale, C
2020-01-01

Abstract

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 ofAspergillus, 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.
2020
Pubblicato
Rilevanza internazionale
Articolo
Esperti anonimi
Settore CHIM/07 - FONDAMENTI CHIMICI DELLE TECNOLOGIE
Settore ING-INF/01 - ELETTRONICA
English
Aspergillusspecies; electronic nose; volatile organic compounds; porphyrins
Capuano, R., Paba, E., Mansi, A., Marcelloni, A., Chiominto, A., Proietto, A., et al. (2020). Aspergillus species discrimination using a gas sensor array. SENSORS, 20(14), 1-12 [10.3390/s20144004].
Capuano, R; Paba, E; Mansi, A; Marcelloni, A; Chiominto, A; Proietto, A; Zampetti, E; Macagnano, A; Lvova, L; Catini, A; Paolesse, R; Tranfo, G; Di Na...espandi
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/253506
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