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Germond A, Vénien A, Ravel C, Castulovich B, Rouel J, Hutin M, Mezelli S, Lefin S, Mirade PS, Astruc T. The Effects of Postmortem Time on Muscle Trout Biochemical Composition and Structure. Foods 2023; 12:foods12101957. [PMID: 37238775 DOI: 10.3390/foods12101957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Revised: 04/28/2023] [Accepted: 05/04/2023] [Indexed: 05/28/2023] Open
Abstract
Fish industry operators have to process fish that arrive at various postmortem times. Postmortem time constrains processing and impacts product quality, safety, and economic value. The objective identification of biomarkers is desirable to predict the postmortem day of aging and this requires a comprehensive longitudinal characterisation of postmortem aging. We analysed the postmortem aging process in trout over a 15-day window. Quantitative physicochemical measurements (pH, colour, texture, aw, proteolysis, and myofibrillar protein solubility) performed on the same fish over time revealed the levels of protein denaturation, solubility, and pH, among other parameters, change very little when assessed by conventional chemical methods. Histological analyses were performed on thin sections and revealed fibre ruptures after 7 days of storage on ice. Ultrastructures were observed by transmission electronic microscopy (TEM) and revealed that sarcomere disorganisation occurred more often after 7 days of storage. Label-free FTIR micro-spectroscopy combined with a SVM model accurately predicted the postmortem time. Spectra-based PC-DA models also enable the identification of biomarkers corresponding to Day 7 and Day 15 postmortem. This study provides insights on postmortem aging and raises prospects for the rapid assessment of trout's freshness status from label-free imaging.
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Affiliation(s)
- Arno Germond
- UR370, QuaPA, INRAE, 63122 Saint-Genès-Champanelle, France
| | - Annie Vénien
- UR370, QuaPA, INRAE, 63122 Saint-Genès-Champanelle, France
| | | | | | - Jacques Rouel
- UR370, QuaPA, INRAE, 63122 Saint-Genès-Champanelle, France
| | - Morgane Hutin
- UR370, QuaPA, INRAE, 63122 Saint-Genès-Champanelle, France
| | - Sara Mezelli
- UR370, QuaPA, INRAE, 63122 Saint-Genès-Champanelle, France
| | - Sandy Lefin
- UR370, QuaPA, INRAE, 63122 Saint-Genès-Champanelle, France
| | | | - Thierry Astruc
- UR370, QuaPA, INRAE, 63122 Saint-Genès-Champanelle, France
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Astruc T, Vénien A, Clerjon S, Favier R, Loison O, Mirade PS, Portanguen S, Rouel J, Lethiec M, Germond A. Effect of dry salt versus brine injection plus dry salt on the physicochemical characteristics of smoked salmon after filleting. Heliyon 2022; 8:e11245. [PMID: 36353182 PMCID: PMC9637810 DOI: 10.1016/j.heliyon.2022.e11245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Revised: 07/13/2022] [Accepted: 10/20/2022] [Indexed: 11/13/2022] Open
Abstract
Smoked fish fillets are pre-salted as a food conservation and quality preservation measure. Here we investigated biochemical and sensory aspects of smoked salmon fillets. Left-side salmon fillets were dry-salted while the right-side fillets underwent a mixed salting method consisting of an injection of saturated brine followed by surface application of dry salt. After 6 h of salting, all the fillets were smoked. At each step of the process, quality was evaluated using instrumental measurements (pH, color, texture, water content, salt content, aw), and lipid distribution was visualized by MRI. Mixed-salted fillets had a higher salt content than dry-salted fillets and variability in salt distribution was dependent on the salting process. However, these variations had no effect on pH, color or texture, which showed similar values regardless of salting method. Fatty areas had a lower salt content due to slower diffusion of aqueous salt solutions through them. Mixed salting speeds up the salting of the muscle without significantly affecting the quality traits of the salmon fillet.
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Affiliation(s)
- Thierry Astruc
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France,Corresponding author.
| | - Annie Vénien
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France
| | - Sylvie Clerjon
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France
| | - Raphael Favier
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France
| | - Olivier Loison
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France
| | - Pierre-Sylvain Mirade
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France
| | - Stéphane Portanguen
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France
| | - Jacques Rouel
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France
| | - Mailys Lethiec
- Labeyrie Fine Foods, 40230 Saint-Geours-de-Maremne, France
| | - Arno Germond
- INRAE, UR 370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès-Champanelle, France
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3
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Difford GF, Horn SS, Dankel KR, Ruyter B, Dagnachew BS, Hillestad B, Sonesson AK, Afseth NK. The heritable landscape of near-infrared and Raman spectroscopic measurements to improve lipid content in Atlantic salmon fillets. Genet Sel Evol 2021; 53:12. [PMID: 33546581 PMCID: PMC7866706 DOI: 10.1186/s12711-021-00605-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Accepted: 01/18/2021] [Indexed: 12/19/2022] Open
Abstract
Background Product quality and production efficiency of Atlantic salmon are, to a large extent, influenced by the deposition and depletion of lipid reserves. Fillet lipid content is a heritable trait and is unfavourably correlated with growth, thus genetic management of fillet lipid content is needed for sustained genetic progress in these two traits. The laboratory-based reference method for recording fillet lipid content is highly accurate and precise but, at the same time, expensive, time-consuming, and destructive. Here, we test the use of rapid and cheaper vibrational spectroscopy methods, namely near-infrared (NIR) and Raman spectroscopy both as individual phenotypes and phenotypic predictors of lipid content in Atlantic salmon. Results Remarkably, 827 of the 1500 individual Raman variables (i.e. Raman shifts) of the Raman spectrum were significantly heritable (heritability (h2) ranging from 0.15 to 0.65). Similarly, 407 of the 2696 NIR spectral landscape variables (i.e. wavelengths) were significantly heritable (h2 = 0.27–0.40). Both Raman and NIR spectral landscapes had significantly heritable regions, which are also informative in spectroscopic predictions of lipid content. Partial least square predicted lipid content using Raman and NIR spectra were highly concordant and highly genetically correlated with the lipid content values (\documentclass[12pt]{minimal}
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\begin{document}$${r}_{\text{g}}$$\end{document}rg = 0.91–0.98) obtained with the reference method using Lin’s concordance correlation coefficient (CCC = 0.63–0.90), and were significantly heritable (\documentclass[12pt]{minimal}
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\begin{document}$${h}^{2}$$\end{document}h2 = 0.52–0.67). Conclusions Both NIR and Raman spectral landscapes show substantial additive genetic variation and are highly genetically correlated with the reference method. These findings lay down the foundation for rapid spectroscopic measurement of lipid content in salmonid breeding programmes.
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Affiliation(s)
- Gareth F Difford
- Nofima, Norwegian Institute for Food, Fisheries and Aquaculture Research, NO-1433, Ås, Norway.
| | - Siri S Horn
- Nofima, Norwegian Institute for Food, Fisheries and Aquaculture Research, NO-1433, Ås, Norway
| | - Katinka R Dankel
- Nofima, Norwegian Institute for Food, Fisheries and Aquaculture Research, NO-1433, Ås, Norway
| | - Bente Ruyter
- Nofima, Norwegian Institute for Food, Fisheries and Aquaculture Research, NO-1433, Ås, Norway
| | - Binyam S Dagnachew
- Nofima, Norwegian Institute for Food, Fisheries and Aquaculture Research, NO-1433, Ås, Norway
| | | | - Anna K Sonesson
- Nofima, Norwegian Institute for Food, Fisheries and Aquaculture Research, NO-1433, Ås, Norway
| | - Nils K Afseth
- Nofima, Norwegian Institute for Food, Fisheries and Aquaculture Research, NO-1433, Ås, Norway
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Ceballos-Francisco D, Carrillo NG, Pardo-Fernández FJ, Cuesta A, Esteban MÁ. Radiological characterization of gilthead seabream (Sparus aurata) by X-ray computed tomography. JOURNAL OF FISH BIOLOGY 2020; 97:1440-1447. [PMID: 32840010 DOI: 10.1111/jfb.14510] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 07/21/2020] [Accepted: 08/23/2020] [Indexed: 06/11/2023]
Abstract
In recent years, the increasing use of fish as new animal models in scientific research and the growth of fish farming (mainly for human consumption) have highlighted the need for advanced technology to deepen our knowledge of fish biology. Hence, the present study was carried out to radiologically analyse the whole body of gilthead seabream (Sparus aurata) specimens using X-ray computed tomography (CT). Images were acquired in an Albira SPECT/PET/CT tri-modal preclinical-scanner. Segmentation, measurements and three-dimensional reconstruction were made using the Carestream Molecular imaging Albira CT system in conjunction with Pmod, AMIDE and Amira software packages. The results showed that the density values of gilthead seabream are in the range -700 to +2500 HU for the whole body. We also determined the density ranges that topographically coincide with the swim bladder, soft tissues, fat, skin and skeleton. This work describes, validates and demonstrates the application of a fully automated image analysis technique to study and quantify fish body composition, whether segmented or as a whole. In addition, the basis for applying this image technique in other in vivo studies is established.
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Affiliation(s)
- Diana Ceballos-Francisco
- Fish Innate Immune System Group, Department of Cell Biology and Histology, Faculty of Biology, University of Murcia, Murcia, Spain
| | - Nuria G Carrillo
- Preclinical Imaging Unit, Laboratory Animal Service, Core Facilities University of Murcia, Murcia, Spain
| | | | - Alberto Cuesta
- Fish Innate Immune System Group, Department of Cell Biology and Histology, Faculty of Biology, University of Murcia, Murcia, Spain
| | - María Á Esteban
- Fish Innate Immune System Group, Department of Cell Biology and Histology, Faculty of Biology, University of Murcia, Murcia, Spain
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5
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Zhang H, Zhang S, Chen Y, Luo W, Huang Y, Tao D, Zhan B, Liu X. Non-destructive determination of fat and moisture contents in Salmon (Salmo salar) fillets using near-infrared hyperspectral imaging coupled with spectral and textural features. J Food Compost Anal 2020. [DOI: 10.1016/j.jfca.2020.103567] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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6
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Application of Novel Techniques for Monitoring Quality Changes in Meat and Fish Products during Traditional Processing Processes: Reconciling Novelty and Tradition. Processes (Basel) 2020. [DOI: 10.3390/pr8080988] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
In this review, we summarize the most recent advances in monitoring changes induced in fish and other seafood, and meat and meat products, following the application of traditional processing processes by means of conventional and emerging advanced techniques. Selected examples from the literature covering relevant applications of spectroscopic methods (i.e., visible and near infrared (VIS/NIR), mid-infrared (MIR), Raman, nuclear magnetic resonance (NMR), and fluorescence) will be used to illustrate the topics covered in this review. Although a general reluctance toward using and adopting new technologies in traditional production sectors causes a relatively low interest in spectroscopic techniques, the recently published studies have pointed out that these techniques could be a powerful tool for the non-destructive monitoring and process optimization during the production of muscle food products.
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7
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In-line monitoring of the thickness distribution of adhesive layers in black textile laminates by hyperspectral imaging. Comput Chem Eng 2019. [DOI: 10.1016/j.compchemeng.2019.01.015] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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8
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Mirschel G, Daikos O, Scherzer T, Steckert C. Near-infrared chemical imaging used for in-line analysis of functional finishes on textiles. Talanta 2018; 188:91-98. [DOI: 10.1016/j.talanta.2018.05.050] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Revised: 05/08/2018] [Accepted: 05/13/2018] [Indexed: 12/14/2022]
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9
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Liu Y, Pu H, Sun DW. Hyperspectral imaging technique for evaluating food quality and safety during various processes: A review of recent applications. Trends Food Sci Technol 2017. [DOI: 10.1016/j.tifs.2017.08.013] [Citation(s) in RCA: 185] [Impact Index Per Article: 26.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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10
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Xiong Z, Sun DW, Pu H, Gao W, Dai Q. Applications of emerging imaging techniques for meat quality and safety detection and evaluation: A review. Crit Rev Food Sci Nutr 2017; 57:755-768. [PMID: 25975703 DOI: 10.1080/10408398.2014.954282] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
With improvement in people's living standards, many people nowadays pay more attention to quality and safety of meat. However, traditional methods for meat quality and safety detection and evaluation, such as manual inspection, mechanical methods, and chemical methods, are tedious, time-consuming, and destructive, which cannot meet the requirements of modern meat industry. Therefore, seeking out rapid, non-destructive, and accurate inspection techniques is important for the meat industry. In recent years, a number of novel and noninvasive imaging techniques, such as optical imaging, ultrasound imaging, tomographic imaging, thermal imaging, and odor imaging, have emerged and shown great potential in quality and safety assessment. In this paper, a detailed overview of advanced applications of these emerging imaging techniques for quality and safety assessment of different types of meat (pork, beef, lamb, chicken, and fish) is presented. In addition, advantages and disadvantages of each imaging technique are also summarized. Finally, future trends for these emerging imaging techniques are discussed, including integration of multiple imaging techniques, cost reduction, and developing powerful image-processing algorithms.
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Affiliation(s)
- Zhenjie Xiong
- a School of Food Science and Engineering , South China University of Technology , Guangzhou , China.,b Academy of Contemporary Food Engineering, South China University of Technology , Guangzhou Higher Education Mega Center , Guangzhou , China
| | - Da-Wen Sun
- a School of Food Science and Engineering , South China University of Technology , Guangzhou , China.,b Academy of Contemporary Food Engineering, South China University of Technology , Guangzhou Higher Education Mega Center , Guangzhou , China.,c Food Refrigeration and Computerised Food Technology , Agriculture and Food Science Centre, University College Dublin, National University of Ireland , Belfield , Dublin , Ireland
| | - Hongbin Pu
- a School of Food Science and Engineering , South China University of Technology , Guangzhou , China.,b Academy of Contemporary Food Engineering, South China University of Technology , Guangzhou Higher Education Mega Center , Guangzhou , China
| | - Wenhong Gao
- a School of Food Science and Engineering , South China University of Technology , Guangzhou , China.,b Academy of Contemporary Food Engineering, South China University of Technology , Guangzhou Higher Education Mega Center , Guangzhou , China
| | - Qiong Dai
- a School of Food Science and Engineering , South China University of Technology , Guangzhou , China.,b Academy of Contemporary Food Engineering, South China University of Technology , Guangzhou Higher Education Mega Center , Guangzhou , China
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11
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Recent Advances for Rapid Identification of Chemical Information of Muscle Foods by Hyperspectral Imaging Analysis. FOOD ENGINEERING REVIEWS 2016. [DOI: 10.1007/s12393-016-9139-1] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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12
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Filgueras R, Peyrin F, Vénien A, Hénot JM, Astruc T. Sodium Chloride Diffusion during Muscle Salting Evidenced by Energy-Dispersive X-ray Spectroscopy Imaging. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2016; 64:699-705. [PMID: 26727622 DOI: 10.1021/acs.jafc.5b04058] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
To better understand the relationship between the muscle structure and NaCl transfers in meat, we used energy-dispersive X-ray spectroscopy (EDS) coupled with scanning electron microscopy (SEM) to analyze brined and dry-salted rat muscles. The muscles were freeze-dried to avoid the delocalization of soluble ions that happens in regular dehydration through a graded series of ethanol. Na and Cl maps were superimposed on SEM images to combine the muscle structure and NaCl diffusion. Brining causes rapid diffusion of NaCl through the tissue. Most brine diffuses in a linear front from the muscle surface, but a small proportion enters through the perimysium network. The muscle area penetrated by brine shows heterogeneous patterns of NaCl retention, with some connective tissue islets containing more NaCl than other parts of perimysium. NaCl penetration is considerably slower after dry salting than after brining.
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Affiliation(s)
- Rénata Filgueras
- UR370 Qualité des Produits Animaux, Institut National de la Recherche Agronomique (INRA) , F-63122 Saint-Genès-Champanelle, France
| | - Frédéric Peyrin
- UR370 Qualité des Produits Animaux, Institut National de la Recherche Agronomique (INRA) , F-63122 Saint-Genès-Champanelle, France
| | - Annie Vénien
- UR370 Qualité des Produits Animaux, Institut National de la Recherche Agronomique (INRA) , F-63122 Saint-Genès-Champanelle, France
| | - Jean Marc Hénot
- UMR 6524, Laboratoire Magmas et Volcans (LMV), Centre National de la Recherche Scientifique (CNRS) , F-63038 Clermont-Ferrand, France
| | - Thierry Astruc
- UR370 Qualité des Produits Animaux, Institut National de la Recherche Agronomique (INRA) , F-63122 Saint-Genès-Champanelle, France
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13
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Schoeman L, Williams P, du Plessis A, Manley M. X-ray micro-computed tomography (μCT) for non-destructive characterisation of food microstructure. Trends Food Sci Technol 2016. [DOI: 10.1016/j.tifs.2015.10.016] [Citation(s) in RCA: 87] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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14
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Siche R, Vejarano R, Aredo V, Velasquez L, Saldaña E, Quevedo R. Evaluation of Food Quality and Safety with Hyperspectral Imaging (HSI). FOOD ENGINEERING REVIEWS 2015. [DOI: 10.1007/s12393-015-9137-8] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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15
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Kamruzzaman M, Makino Y, Oshita S. Non-invasive analytical technology for the detection of contamination, adulteration, and authenticity of meat, poultry, and fish: A review. Anal Chim Acta 2015; 853:19-29. [DOI: 10.1016/j.aca.2014.08.043] [Citation(s) in RCA: 77] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2014] [Revised: 07/22/2014] [Accepted: 08/20/2014] [Indexed: 10/24/2022]
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16
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An overview on principle, techniques and application of hyperspectral imaging with special reference to ham quality evaluation and control. Food Control 2014. [DOI: 10.1016/j.foodcont.2014.05.024] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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17
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He HJ, Wu D, Sun DW. Nondestructive Spectroscopic and Imaging Techniques for Quality Evaluation and Assessment of Fish and Fish Products. Crit Rev Food Sci Nutr 2014; 55:864-86. [DOI: 10.1080/10408398.2012.746638] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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18
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Rapid and real-time prediction of lactic acid bacteria (LAB) in farmed salmon flesh using near-infrared (NIR) hyperspectral imaging combined with chemometric analysis. Food Res Int 2014. [DOI: 10.1016/j.foodres.2014.03.064] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
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19
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Prediction of Color and pH of Salted Porcine Meats Using Visible and Near-Infrared Hyperspectral Imaging. FOOD BIOPROCESS TECH 2014. [DOI: 10.1007/s11947-014-1327-5] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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20
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Misimi E, Martinsen S, Mathiassen JR, Erikson U. Discrimination between weaned and unweaned Atlantic cod (Gadus morhua) in capture-based aquaculture (CBA) by X-ray imaging and radio-frequency metal detector. PLoS One 2014; 9:e95363. [PMID: 24743448 PMCID: PMC3990691 DOI: 10.1371/journal.pone.0095363] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2013] [Accepted: 03/25/2014] [Indexed: 11/18/2022] Open
Abstract
The aim of this study was to investigate the feasibility of two detection methods for use in discrimination and sorting of adult Atlantic cod (about 2 kg) in the small scale capture-based aquaculture (CBA). Presently, there is no established method for discrimination of weaned and unweaned cod in CBA. Generally, 60–70% of the wild-caught cod in the CBA are weaned into commercial dry feed. To increase profitability for the fish farmers, unweaned cod must be separated from the stock, meaning the fish must be sorted into two groups – unweaned and weaned from moist feed. The challenges with handling of large numbers of fish in cages, defined the limits of the applied technology. As a result, a working model was established, focusing on implementing different marking materials added to the fish feed, and different technology for detecting the feed presence in the fish gut. X-ray imaging in two modes (planar and dual energy band) and sensitive radio-frequency metal detection were the detection methods that were chosen for the investigations. Both methods were tested in laboratory conditions using dead fish with marked feed inserted into the gut cavity. In particular, the sensitive radio-frequency metal detection method with carbonyl powder showed very promising results in detection of marked feed. Results show also that Dual energy band X-ray imaging may have potential for prediction of fat content in the feed. Based on the investigations it can be concluded that both X-ray imaging and sensitive radio-frequency metal detector technology have the potential for detecting cod having consumed marked feed. These are all technologies that may be adapted to large scale handling of fish from fish cages. Thus, it may be possible to discriminate between unweaned and weaned cod in a large scale grading situation. Based on the results of this study, a suggestion for evaluation of concept for in-situ sorting system is presented.
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Affiliation(s)
- Ekrem Misimi
- SINTEF Fisheries and Aquaculture, Trondheim, Norway
- * E-mail:
| | | | | | - Ulf Erikson
- SINTEF Fisheries and Aquaculture, Trondheim, Norway
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21
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Ma J, Sun DW, Qu JH, Liu D, Pu H, Gao WH, Zeng XA. Applications of Computer Vision for Assessing Quality of Agri-food Products: A Review of Recent Research Advances. Crit Rev Food Sci Nutr 2014; 56:113-27. [DOI: 10.1080/10408398.2013.873885] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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22
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He HJ, Wu D, Sun DW. Rapid and non-destructive determination of drip loss and pH distribution in farmed Atlantic salmon (Salmo salar) fillets using visible and near-infrared (Vis-NIR) hyperspectral imaging. Food Chem 2014; 156:394-401. [PMID: 24629986 DOI: 10.1016/j.foodchem.2014.01.118] [Citation(s) in RCA: 74] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2012] [Revised: 04/15/2013] [Accepted: 01/31/2014] [Indexed: 11/30/2022]
Abstract
Drip loss and pH are important indices in quality assessment of salmon products. This work was carried out for rapid and non-destructive determination of drip loss and pH distribution in salmon fillets using near-infrared (Vis-NIR) hyperspectral imaging. Hyperspectral images were acquired for salmon fillet samples and their spectral signatures in the 400-1700nm range were extracted. Partial least square regression (PLSR) was used to correlate the spectra with reference drip loss and pH values. Important wavelengths were selected using the regression coefficients method to develop new PLSR models, leading to a correlation coefficient of cross-validation (rCV) of 0.834 with root-mean-square errors by cross-validation (RMSECV) of 0.067 for drip loss and a rCV of 0.877 with RMSECV of 0.046 for pH, respectively. Distribution maps of drip loss and pH were generated based on the new PLSR models using image processing algorithms. The results showed that Vis-NIR hyperspectral imaging technique combined with PLSR calibration analysis offers an effective quantitative capability for determining the spatial distribution of drip loss and pH in salmon fillets.
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Affiliation(s)
- Hong-Ju He
- Food Refrigeration and Computerised Food Technology (FRCFT), School of Biosystems Engineering, University College Dublin, National University of Ireland, Agriculture & Food Science Centre, Belfield, Dublin 4, Ireland
| | - Di Wu
- Food Refrigeration and Computerised Food Technology (FRCFT), School of Biosystems Engineering, University College Dublin, National University of Ireland, Agriculture & Food Science Centre, Belfield, Dublin 4, Ireland
| | - Da-Wen Sun
- Food Refrigeration and Computerised Food Technology (FRCFT), School of Biosystems Engineering, University College Dublin, National University of Ireland, Agriculture & Food Science Centre, Belfield, Dublin 4, Ireland.
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23
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Damez JL, Clerjon S. Quantifying and predicting meat and meat products quality attributes using electromagnetic waves: An overview. Meat Sci 2013; 95:879-96. [DOI: 10.1016/j.meatsci.2013.04.037] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2013] [Revised: 04/11/2013] [Accepted: 04/12/2013] [Indexed: 10/26/2022]
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Mapping of Fat and Moisture Distribution in Atlantic Salmon Using Near-Infrared Hyperspectral Imaging. FOOD BIOPROCESS TECH 2013. [DOI: 10.1007/s11947-013-1228-z] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Non-destructive assessment of instrumental and sensory tenderness of lamb meat using NIR hyperspectral imaging. Food Chem 2013; 141:389-96. [DOI: 10.1016/j.foodchem.2013.02.094] [Citation(s) in RCA: 158] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2012] [Revised: 02/03/2013] [Accepted: 02/23/2013] [Indexed: 11/22/2022]
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Wu D, Sun DW. Application of visible and near infrared hyperspectral imaging for non-invasively measuring distribution of water-holding capacity in salmon flesh. Talanta 2013; 116:266-76. [DOI: 10.1016/j.talanta.2013.05.030] [Citation(s) in RCA: 79] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2012] [Revised: 05/08/2013] [Accepted: 05/14/2013] [Indexed: 10/26/2022]
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Liu D, Qu J, Sun DW, Pu H, Zeng XA. Non-destructive prediction of salt contents and water activity of porcine meat slices by hyperspectral imaging in a salting process. INNOV FOOD SCI EMERG 2013. [DOI: 10.1016/j.ifset.2013.09.002] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Ivorra E, Girón J, Sánchez AJ, Verdú S, Barat JM, Grau R. Detection of expired vacuum-packed smoked salmon based on PLS-DA method using hyperspectral images. J FOOD ENG 2013. [DOI: 10.1016/j.jfoodeng.2013.02.022] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Wu D, Sun DW. Potential of time series-hyperspectral imaging (TS-HSI) for non-invasive determination of microbial spoilage of salmon flesh. Talanta 2013; 111:39-46. [DOI: 10.1016/j.talanta.2013.03.041] [Citation(s) in RCA: 175] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2012] [Revised: 03/05/2013] [Accepted: 03/16/2013] [Indexed: 11/29/2022]
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He HJ, Wu D, Sun DW. Non-destructive and rapid analysis of moisture distribution in farmed Atlantic salmon (Salmo salar) fillets using visible and near-infrared hyperspectral imaging. INNOV FOOD SCI EMERG 2013. [DOI: 10.1016/j.ifset.2013.02.009] [Citation(s) in RCA: 80] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Amigo JM, Martí I, Gowen A. Hyperspectral Imaging and Chemometrics. DATA HANDLING IN SCIENCE AND TECHNOLOGY 2013. [DOI: 10.1016/b978-0-444-59528-7.00009-0] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/05/2022]
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Fast detection and visualization of minced lamb meat adulteration using NIR hyperspectral imaging and multivariate image analysis. Talanta 2013. [DOI: 10.1016/j.talanta.2012.10.020] [Citation(s) in RCA: 153] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Dowlati M, de la Guardia M, Dowlati M, Mohtasebi SS. Application of machine-vision techniques to fish-quality assessment. Trends Analyt Chem 2012. [DOI: 10.1016/j.trac.2012.07.011] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Elmasry G, Kamruzzaman M, Sun DW, Allen P. Principles and Applications of Hyperspectral Imaging in Quality Evaluation of Agro-Food Products: A Review. Crit Rev Food Sci Nutr 2012; 52:999-1023. [DOI: 10.1080/10408398.2010.543495] [Citation(s) in RCA: 225] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Elmasry G, Barbin DF, Sun DW, Allen P. Meat Quality Evaluation by Hyperspectral Imaging Technique: An Overview. Crit Rev Food Sci Nutr 2012; 52:689-711. [DOI: 10.1080/10408398.2010.507908] [Citation(s) in RCA: 160] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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Mathiassen JR, Misimi E, Bondø M, Veliyulin E, Østvik SO. Trends in application of imaging technologies to inspection of fish and fish products. Trends Food Sci Technol 2011. [DOI: 10.1016/j.tifs.2011.03.006] [Citation(s) in RCA: 80] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Kamruzzaman M, ElMasry G, Sun DW, Allen P. Application of NIR hyperspectral imaging for discrimination of lamb muscles. J FOOD ENG 2011. [DOI: 10.1016/j.jfoodeng.2010.12.024] [Citation(s) in RCA: 135] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Santos-Garcés E, Gou P, Garcia-Gil N, Arnau J, Fulladosa E. Non-destructive analysis of aw, salt and water in dry-cured hams during drying process by means of computed tomography. J FOOD ENG 2010. [DOI: 10.1016/j.jfoodeng.2010.06.027] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Carton I, Böcker U, Ofstad R, Sørheim O, Kohler A. Monitoring secondary structural changes in salted and smoked salmon muscle myofiber proteins by FT-IR microspectroscopy. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2009; 57:3563-70. [PMID: 19292444 DOI: 10.1021/jf803668e] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Fourier transform infrared (FT-IR) microspectroscopy and light microscopy were used to study changes in the myofibrillar proteins and microstructure in salmon muscle due to dry salting and smoking. Light microscopy showed that the myofibers of the smoked samples were more shrunken and their shape more irregular and edged than for the nonsmoked samples. FT-IR microspectroscopy showed that salting time mostly contributed in the amide I region, revealing that secondary structural changes of proteins were primarily affected by salting. The main variation in the amide II region was caused by smoking. As it is known that smoke components can react with amino acid side chains and that the contribution of the side chain in the amide II region is larger than that in amide I, it is concluded that the observed differences are due to interactions between carbonyl compounds of smoke and amino acid side chains.
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Affiliation(s)
- Izaskun Carton
- Matforsk AS, Nofima Food, and Centre for Biospectroscopy and Data Modelling, Osloveien 1, N-1430 As, Norway.
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Håseth T, Høy M, Egelandsdal B, Sørheim O. Nondestructive Analysis of Salt, Water, and Protein in Dried Salted Cod using Computed Tomography. J Food Sci 2009; 74:E147-53. [DOI: 10.1111/j.1750-3841.2009.01102.x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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