Evaluation of Fourier transform infrared spectroscopy and multispectral imaging as means of estimating the microbiological spoilage of farmed sea bream. (June 2019)
- Record Type:
- Journal Article
- Title:
- Evaluation of Fourier transform infrared spectroscopy and multispectral imaging as means of estimating the microbiological spoilage of farmed sea bream. (June 2019)
- Main Title:
- Evaluation of Fourier transform infrared spectroscopy and multispectral imaging as means of estimating the microbiological spoilage of farmed sea bream
- Authors:
- Fengou, Lemonia-Christina
Lianou, Alexandra
Tsakanikas, Panagiotis
Gkana, Eleni N.
Panagou, Efstathios Z.
Nychas, George-John E. - Abstract:
- Abstract: The objective of the present study was the evaluation of Fourier transform infrared (FTIR) spectroscopy and multispectral imaging (MSI), in tandem with multivariate data analysis, as means of estimating the microbiological quality of sea bream. Farmed whole ungutted fish were stored aerobically at 0, 4 and 8 °C. At regular time intervals, fish samples (i.e. cut portions) were analysed microbiologically, while FTIR and MSI measurements also were acquired at both the skin and flesh sides of the samples. Partial least squares regression (PLSR) models were calibrated to provide quantitative estimations of the microbiological status of fish based on spectral data, in a temperature-independent manner. The PLSR model based on the FTIR data of fish skin exhibited good performance when externally validated, with the coefficient of determination (R 2 ) and the root mean square error (RMSE) being 0.727 and 0.717, respectively. Hence, FTIR spectroscopy appears to be promising for the rapid and non-invasive monitoring of the microbiological spoilage of whole sea bream. Contrarily, the MSI models' performance was unsatisfactory, delimitating their potential exploitation in whole fish quality assessment. Model optimization results concerning fish flesh indicated that MSI may be propitious in skinned fish products, with its definite competence warranting further investigation. Highlights: FTIR spectroscopy and MSI as means of estimating fish microbiological quality. Whole farmedAbstract: The objective of the present study was the evaluation of Fourier transform infrared (FTIR) spectroscopy and multispectral imaging (MSI), in tandem with multivariate data analysis, as means of estimating the microbiological quality of sea bream. Farmed whole ungutted fish were stored aerobically at 0, 4 and 8 °C. At regular time intervals, fish samples (i.e. cut portions) were analysed microbiologically, while FTIR and MSI measurements also were acquired at both the skin and flesh sides of the samples. Partial least squares regression (PLSR) models were calibrated to provide quantitative estimations of the microbiological status of fish based on spectral data, in a temperature-independent manner. The PLSR model based on the FTIR data of fish skin exhibited good performance when externally validated, with the coefficient of determination (R 2 ) and the root mean square error (RMSE) being 0.727 and 0.717, respectively. Hence, FTIR spectroscopy appears to be promising for the rapid and non-invasive monitoring of the microbiological spoilage of whole sea bream. Contrarily, the MSI models' performance was unsatisfactory, delimitating their potential exploitation in whole fish quality assessment. Model optimization results concerning fish flesh indicated that MSI may be propitious in skinned fish products, with its definite competence warranting further investigation. Highlights: FTIR spectroscopy and MSI as means of estimating fish microbiological quality. Whole farmed gilthead sea bream was stored aerobically at different temperatures. Partial least squares regression (PLSR) models were calibrated and externally tested. PLSR models based on FTIR fingerprints of fish skin exhibited a good performance. MSI should be further investigated for its application in assessing fish spoilage. … (more)
- Is Part Of:
- Food microbiology. Volume 79(2019)
- Journal:
- Food microbiology
- Issue:
- Volume 79(2019)
- Issue Display:
- Volume 79, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 79
- Issue:
- 2019
- Issue Sort Value:
- 2019-0079-2019-0000
- Page Start:
- 27
- Page End:
- 34
- Publication Date:
- 2019-06
- Subjects:
- Fish -- FTIR -- Microbiological spoilage -- Multispectral imaging -- Sea bream
Food Microbiology -- Periodicals
Aliments -- Microbiologie -- Périodiques
Food -- Microbiology
Periodicals
Food -- Microbiology -- Periodicals
Food contamination -- Periodicals
664.001579 - Journal URLs:
- http://firstsearch.oclc.org ↗
http://firstsearch.oclc.org/journal=0740-0020;screen=info;ECOIP ↗
http://www.sciencedirect.com/science/journal/07400020 ↗
http://www.sciencedirect.com/ ↗ - DOI:
- 10.1016/j.fm.2018.10.020 ↗
- Languages:
- English
- ISSNs:
- 0740-0020
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3981.300000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11559.xml