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

被引:12
|
作者
Govari, Maria [1 ]
Tryfinopoulou, Paschalitsa [1 ]
Parlapani, Foteini F. [2 ]
Boziaris, Ioannis S. [2 ]
Panagou, Efstathios Z. [1 ]
Nychas, George-John E. [1 ]
机构
[1] Agr Univ Athens, Sch Food & Nutr Sci, Dept Food Sci & Human Nutr, Lab Microbiol & Biotechnol Foods, Iera Odos 75, Athens 11855, Greece
[2] Univ Thessaly, Sch Agr Sci, Dept Ichthyol & Aquat Environm, Lab Mkt & Technol Aquat Prod & Foods, Phytoko St, Volos 38446, Greece
关键词
sea bass fillets; FTIR spectroscopy; multispectral imaging; modified atmosphere packaging; PLS-R;
D O I
10.3390/foods10020264
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The aim of the present study was to assess the microbiological quality of farmed sea bass (Dicentrarchus labrax) fillets stored under aerobic conditions and modified atmosphere packaging (MAP) (31% CO2, 23% O-2, 46% N-2,) at 0, 4, 8, and 12 degrees 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), Pseudomonas spp., H2S producing bacteria, Brochothrix thermosphacta, lactic acid bacteria (LAB), Enterobacteriaceae, and yeasts) and sensory evaluation, together with FTIR and MSI spectral data acquisition. Pseudomonas spp. and H2S-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-2) 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-2 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.
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页数:12
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