Literature DB >> 33525540

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

Maria Govari1, Paschalitsa Tryfinopoulou1, Foteini F Parlapani2, Ioannis S Boziaris2, Efstathios Z Panagou1, George-John E Nychas1.   

Abstract

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% O2, 46% Ν2,) 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), 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 (R2) at 0.78 and 0.99, respectively. In contrast, the performances of PLS-R models based on MSI spectral data were less accurate, with R2 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.

Entities:  

Keywords:  FTIR spectroscopy; PLS-R; modified atmosphere packaging; multispectral imaging; sea bass fillets

Year:  2021        PMID: 33525540      PMCID: PMC7912049          DOI: 10.3390/foods10020264

Source DB:  PubMed          Journal:  Foods        ISSN: 2304-8158


  15 in total

Review 1.  Microbiological spoilage of fish and fish products.

Authors:  L Gram; H H Huss
Journal:  Int J Food Microbiol       Date:  1996-11       Impact factor: 5.277

2.  Development of hyperspectral imaging coupled with chemometric analysis to monitor K value for evaluation of chemical spoilage in fish fillets.

Authors:  Jun-Hu Cheng; Da-Wen Sun; Hongbin Pu; Zhiwei Zhu
Journal:  Food Chem       Date:  2015-04-02       Impact factor: 7.514

3.  Evaluation of Fourier transform infrared spectroscopy and multispectral imaging as means of estimating the microbiological spoilage of farmed sea bream.

Authors:  Lemonia-Christina Fengou; Alexandra Lianou; Panagiotis Tsakanikas; Eleni N Gkana; Efstathios Z Panagou; George-John E Nychas
Journal:  Food Microbiol       Date:  2018-11-03       Impact factor: 5.516

4.  Microbiological spoilage and volatiles production of gutted European sea bass stored under air and commercial modified atmosphere package at 2 °C.

Authors:  Foteini F Parlapani; Serkos A Haroutounian; George-John E Nychas; Ioannis S Boziaris
Journal:  Food Microbiol       Date:  2015-04-02       Impact factor: 5.516

5.  Microbiological changes, shelf life and identification of initial and spoilage microbiota of sea bream fillets stored under various conditions using 16S rRNA gene analysis.

Authors:  Foteini F Parlapani; Konstantinos Ar Kormas; Ioannis S Boziaris
Journal:  J Sci Food Agric       Date:  2014-11-07       Impact factor: 3.638

6.  Applicability of an Arrhenius model for the combined effect of temperature and CO(2) packaging on the spoilage microflora of fish.

Authors:  K P Koutsoumanis; P S Taoukis; E H Drosinos; G J Nychas
Journal:  Appl Environ Microbiol       Date:  2000-08       Impact factor: 4.792

7.  Characterization of Pseudomonas spp. associated with spoilage of gilt-head sea bream stored under various conditions.

Authors:  P Tryfinopoulou; E Tsakalidou; G-J E Nychas
Journal:  Appl Environ Microbiol       Date:  2002-01       Impact factor: 4.792

8.  Diversity of Shewanella population in fish Sparus aurata harvested in the Aegean Sea.

Authors:  P Tryfinopoulou; E Tsakalidou; M Vancanneyt; B Hoste; J Swings; G-J E Nychas
Journal:  J Appl Microbiol       Date:  2007-09       Impact factor: 3.772

9.  Applying Fourier Transform Mid Infrared Spectroscopy to Detect the Adulteration of Salmo salar with Oncorhynchus mykiss.

Authors:  Nuno Sousa; Maria João Moreira; Cristina Saraiva; José M M M de Almeida
Journal:  Foods       Date:  2018-04-05

10.  A machine learning workflow for raw food spectroscopic classification in a future industry.

Authors:  Panagiotis Tsakanikas; Apostolos Karnavas; Efstathios Z Panagou; George-John Nychas
Journal:  Sci Rep       Date:  2020-07-08       Impact factor: 4.379

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  2 in total

Review 1.  Applications of Fluorescence Spectroscopy, RGB- and MultiSpectral Imaging for Quality Determinations of White Meat: A Review.

Authors:  Ke-Jun Fan; Wen-Hao Su
Journal:  Biosensors (Basel)       Date:  2022-01-28

2.  Application of Fourier Transform Infrared (FT-IR) Spectroscopy, Multispectral Imaging (MSI) and Electronic Nose (E-Nose) for the Rapid Evaluation of the Microbiological Quality of Gilthead Sea Bream Fillets.

Authors:  Maria Govari; Paschalitsa Tryfinopoulou; Efstathios Z Panagou; George-John E Nychas
Journal:  Foods       Date:  2022-08-06
  2 in total

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