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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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 |
work_keys_str_mv |
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