Quest of Intelligent Research Tools for Rapid Evaluation of Fish Quality: FTIR Spectroscopy and Multispectral Imaging Versus Microbiological Analysis

The aim of the present study was to assess the microbiological quality of farmed sea bass (<i>Dicentrarchus labrax</i>) fillets stored under aerobic conditions and modified atmosphere packaging (MAP) (31% CO<sub>2</sub>, 23% O<sub>2</sub>, 46% Ν<sub>2</su...

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Main Authors: Maria Govari, Paschalitsa Tryfinopoulou, Foteini F. Parlapani, Ioannis S. Boziaris, Efstathios Z. Panagou, George-John E. Nychas
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Foods
Subjects:
Online Access:https://www.mdpi.com/2304-8158/10/2/264
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spelling doaj-d11c5660cafb4c8aaa8007f5048fc7b52021-01-29T00:04:35ZengMDPI AGFoods2304-81582021-01-011026426410.3390/foods10020264Quest of Intelligent Research Tools for Rapid Evaluation of Fish Quality: FTIR Spectroscopy and Multispectral Imaging Versus Microbiological AnalysisMaria Govari0Paschalitsa Tryfinopoulou1Foteini F. Parlapani2Ioannis S. Boziaris3Efstathios Z. Panagou4George-John E. Nychas5Laboratory of Microbiology and Biotechnology of Foods, Department of Food Science and Human Nutrition, School of Food and Nutritional Sciences, Agricultural University of Athens, Iera Odos 75, 11855 Athens, GreeceLaboratory of Microbiology and Biotechnology of Foods, Department of Food Science and Human Nutrition, School of Food and Nutritional Sciences, Agricultural University of Athens, Iera Odos 75, 11855 Athens, GreeceLaboratory of Marketing and Technology of Aquatic Products and Foods, Department of Ichthyology and Aquatic Environment, School of Agricultural Sciences, University of Thessaly, Phytoko Street, 38446 Volos, GreeceLaboratory of Marketing and Technology of Aquatic Products and Foods, Department of Ichthyology and Aquatic Environment, School of Agricultural Sciences, University of Thessaly, Phytoko Street, 38446 Volos, GreeceLaboratory of Microbiology and Biotechnology of Foods, Department of Food Science and Human Nutrition, School of Food and Nutritional Sciences, Agricultural University of Athens, Iera Odos 75, 11855 Athens, GreeceLaboratory of Microbiology and Biotechnology of Foods, Department of Food Science and Human Nutrition, School of Food and Nutritional Sciences, Agricultural University of Athens, Iera Odos 75, 11855 Athens, GreeceThe aim of the present study was to assess the microbiological quality of farmed sea bass (<i>Dicentrarchus labrax</i>) fillets stored under aerobic conditions and modified atmosphere packaging (MAP) (31% CO<sub>2</sub>, 23% O<sub>2</sub>, 46% Ν<sub>2</sub>,) at 0, 4, 8, and 12 °C using Fourier transform infrared (FTIR) spectroscopy and multispectral imaging (MSI) in tandem with data analytics, taking into account the results of conventional microbiological analysis. Fish samples were subjected to microbiological analysis (total viable counts (TVC), <i>Pseudomonas</i> spp., H<sub>2</sub>S producing bacteria, <i>Brochothrix thermosphacta</i>, lactic acid bacteria (LAB), Enterobacteriaceae, and yeasts) and sensory evaluation, together with FTIR and MSI spectral data acquisition. <i>Pseudomonas</i> spp. and H<sub>2</sub>S-producing bacteria were enumerated at higher population levels compared to other microorganisms, regardless of storage temperature and packaging condition. The developed partial least squares regression (PLS-R) models based on the FTIR spectra of fish stored aerobically and under MAP exhibited satisfactory performance in the estimation of TVC, with coefficients of determination (R<sup>2</sup>) at 0.78 and 0.99, respectively. In contrast, the performances of PLS-R models based on MSI spectral data were less accurate, with R<sup>2</sup> values of 0.44 and 0.62 for fish samples stored aerobically and under MAP, respectively. FTIR spectroscopy is a promising tool to assess the microbiological quality of sea bass fillets stored in air and under MAP that could be effectively employed in the future as an alternative method to conventional microbiological analysis.https://www.mdpi.com/2304-8158/10/2/264sea bass filletsFTIR spectroscopymultispectral imagingmodified atmosphere packagingPLS-R
collection DOAJ
language English
format Article
sources DOAJ
author Maria Govari
Paschalitsa Tryfinopoulou
Foteini F. Parlapani
Ioannis S. Boziaris
Efstathios Z. Panagou
George-John E. Nychas
spellingShingle Maria Govari
Paschalitsa Tryfinopoulou
Foteini F. Parlapani
Ioannis S. Boziaris
Efstathios Z. Panagou
George-John E. Nychas
Quest of Intelligent Research Tools for Rapid Evaluation of Fish Quality: FTIR Spectroscopy and Multispectral Imaging Versus Microbiological Analysis
Foods
sea bass fillets
FTIR spectroscopy
multispectral imaging
modified atmosphere packaging
PLS-R
author_facet Maria Govari
Paschalitsa Tryfinopoulou
Foteini F. Parlapani
Ioannis S. Boziaris
Efstathios Z. Panagou
George-John E. Nychas
author_sort Maria Govari
title Quest of Intelligent Research Tools for Rapid Evaluation of Fish Quality: FTIR Spectroscopy and Multispectral Imaging Versus Microbiological Analysis
title_short Quest of Intelligent Research Tools for Rapid Evaluation of Fish Quality: FTIR Spectroscopy and Multispectral Imaging Versus Microbiological Analysis
title_full Quest of Intelligent Research Tools for Rapid Evaluation of Fish Quality: FTIR Spectroscopy and Multispectral Imaging Versus Microbiological Analysis
title_fullStr Quest of Intelligent Research Tools for Rapid Evaluation of Fish Quality: FTIR Spectroscopy and Multispectral Imaging Versus Microbiological Analysis
title_full_unstemmed Quest of Intelligent Research Tools for Rapid Evaluation of Fish Quality: FTIR Spectroscopy and Multispectral Imaging Versus Microbiological Analysis
title_sort quest of intelligent research tools for rapid evaluation of fish quality: ftir spectroscopy and multispectral imaging versus microbiological analysis
publisher MDPI AG
series Foods
issn 2304-8158
publishDate 2021-01-01
description The aim of the present study was to assess the microbiological quality of farmed sea bass (<i>Dicentrarchus labrax</i>) fillets stored under aerobic conditions and modified atmosphere packaging (MAP) (31% CO<sub>2</sub>, 23% O<sub>2</sub>, 46% Ν<sub>2</sub>,) at 0, 4, 8, and 12 °C using Fourier transform infrared (FTIR) spectroscopy and multispectral imaging (MSI) in tandem with data analytics, taking into account the results of conventional microbiological analysis. Fish samples were subjected to microbiological analysis (total viable counts (TVC), <i>Pseudomonas</i> spp., H<sub>2</sub>S producing bacteria, <i>Brochothrix thermosphacta</i>, lactic acid bacteria (LAB), Enterobacteriaceae, and yeasts) and sensory evaluation, together with FTIR and MSI spectral data acquisition. <i>Pseudomonas</i> spp. and H<sub>2</sub>S-producing bacteria were enumerated at higher population levels compared to other microorganisms, regardless of storage temperature and packaging condition. The developed partial least squares regression (PLS-R) models based on the FTIR spectra of fish stored aerobically and under MAP exhibited satisfactory performance in the estimation of TVC, with coefficients of determination (R<sup>2</sup>) at 0.78 and 0.99, respectively. In contrast, the performances of PLS-R models based on MSI spectral data were less accurate, with R<sup>2</sup> values of 0.44 and 0.62 for fish samples stored aerobically and under MAP, respectively. FTIR spectroscopy is a promising tool to assess the microbiological quality of sea bass fillets stored in air and under MAP that could be effectively employed in the future as an alternative method to conventional microbiological analysis.
topic sea bass fillets
FTIR spectroscopy
multispectral imaging
modified atmosphere packaging
PLS-R
url https://www.mdpi.com/2304-8158/10/2/264
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