Classification of fresh Atlantic salmon (Salmo salar L.) fillets stored under different atmospheres by hyperspectral imaging

Abstract Hyperspectral imaging (HSI) was used to investigate spectroscopic changes in fresh salmon stored under different atmospheres (air, 60% CO 2 /40% N 2 and 90% vacuum) and to determine whether HSI can classify fillets by the type of packaging. Hyperspectral images of samples kept at 4 °C were acquired and bacterial growth and lipid oxidation were measured. Principal component analysis was applied to study spectral development of samples during storage and K nearest-neighbour classifier was used for the classification of fillets by packaging type. Partial least squares regression was run to reduce the number of wavelengths included in the classification model. The results demonstrated that spectral variations could be observed in the different packaging atmospheres primarily at the wavelengths 606 and 636 nm. Using HSI, successful classification of fillets according to the packaging used (>88%) was achieved and this was largely dependent on spectral characteristics at the wavelengths 606 and 636 nm, possibly due to the different oxidation states of the haem proteins in the muscles.

[1]  Yankun Peng,et al.  Potential prediction of the microbial spoilage of beef using spatially resolved hyperspectral scattering profiles , 2011 .

[2]  K. Heia,et al.  Effects of storage atmosphere and heme state on the color and visible reflectance spectra of salmon ( Salmo salar ) fillets. , 2011, Journal of agricultural and food chemistry.

[3]  E. Elvevoll,et al.  pH-induced shift in hemoglobin spectra: a spectrophotometeric comparison of atlantic cod ( Gadus morhua ) and mammalian hemoglobin. , 2011, Journal of agricultural and food chemistry.

[4]  G. Camps-Valls,et al.  Hyperspectral system for early detection of rottenness caused by Penicillium digitatum in mandarins , 2008 .

[5]  R. Lu,et al.  Hyperspectral Scattering for assessing Peach Fruit Firmness , 2006 .

[6]  Colm P. O'Donnell,et al.  Identification of mushrooms subjected to freeze damage using hyperspectral imaging. , 2009 .

[7]  L. Gram,et al.  Spoilage and shelf-life of cod fillets packed in vacuum or modified atmospheres. , 1993, International journal of food microbiology.

[8]  Gamal ElMasry,et al.  High-speed assessment of fat and water content distribution in fish fillets using online imaging spectroscopy. , 2008, Journal of agricultural and food chemistry.

[9]  G. Nychas,et al.  Rapid monitoring of the spoilage of minced beef stored under conventionally and active packaging conditions using Fourier transform infrared spectroscopy in tandem with chemometrics. , 2009, Meat science.

[10]  I. Medina,et al.  Involvement of methemoglobin (MetHb) formation and hemin loss in the pro-oxidant activity of fish hemoglobins. , 2009, Journal of agricultural and food chemistry.

[11]  S. Matsukawa,et al.  Quantitative measurement of metmyoglobin in tuna flesh via electron paramagnetic resonance , 2008 .

[12]  S. Prasher,et al.  Prediction of drip-loss, pH, and color for pork using a hyperspectral imaging technique. , 2007, Meat science.

[13]  Aoife Gowen,et al.  Prediction of white button mushroom (Agaricus bisporus) moisture content using hyperspectral imaging , 2009 .

[14]  M. H. Stevenson,et al.  Some observations on the absorption spectra of various myoglobin derivatives found in meat. , 1996, Meat science.

[15]  K. Heia,et al.  Detection of nematodes in cod (Gadus morhua) fillets by imaging spectroscopy. , 2007, Journal of food science.

[16]  K. Shikama The Molecular Mechanism of Autoxidation for Myoglobin and Hemoglobin: A Venerable Puzzle. , 1998, Chemical reviews.

[17]  Karsten Heia,et al.  Effects of single wavelength selection for Anisakid roundworm larvae detection through multispectral imaging. , 2007, Journal of food protection.

[18]  Ning Wang,et al.  Detecting chilling injury in Red Delicious apple using hyperspectral imaging and neural networks , 2009 .

[19]  Francesco Villani,et al.  Influence of modified atmosphere packaging on the chilled shelf life of gutted farmed bass (Dicentrarchus labrax) , 2006 .

[20]  Karsten Heia,et al.  Visible/near-infrared spectroscopy detects autolytic changes during storage of Atlantic salmon (Salmo salar L.). , 2011, Journal of food science.

[21]  J. A. Ordóñez,et al.  Effect of oxygen- and carbon dioxide-enriched atmospheres on shelf-life extension of refrigerated ground pork. , 1980, Meat science.

[22]  C. Gariépy,et al.  Shelf life of ground poultry meat stored under modified atmosphere. , 2000, Poultry science.

[23]  S. Aubourg,et al.  Autolytic degradation and microbiological activity in farmed Coho salmon (Oncorhynchus kisutch) during chilled storage , 2007 .

[24]  Y. H. Hui,et al.  Food biochemistry and food processing , 2006 .

[25]  Yongliang Liu,et al.  Two-dimensional correlation analysis of visible/near-infrared spectral intensity variations of chicken breasts with various chilled and frozen storages. , 2004, Journal of agricultural and food chemistry.

[26]  Kurt C. Lawrence,et al.  Performance of hyperspectral imaging system for poultry surface fecal contaminant detection. , 2006 .

[27]  Y. Hui,et al.  Biochemistry of Seafood Processing , 2012 .

[28]  S. Joo,et al.  Oxymyoglobin and Lipid Oxidation in Yellowfin Tuna (Thunnus albacares) Loins , 2003 .

[29]  J. A. Ordóñez,et al.  Effect of Carbon Dioxide and Oxygen Enriched Atmospheres on Microbiological and Chemical Changes in Refrigerated Tuna (Thunnus alalunga) Steaks , 1995 .

[30]  W. Zijlstra,et al.  Spectrophotometry of Hemoglobin: Absorption Spectra of Bovine Oxyhemoglobin, Deoxyhemoglobin, Carboxyhemoglobin, and Methemoglobin , 1997 .

[31]  M. Johnstone,et al.  Comparative biochemistry of myoglobins. , 1962, The Journal of biological chemistry.

[32]  L. Gram,et al.  Fish spoilage bacteria--problems and solutions. , 2002, Current opinion in biotechnology.

[33]  Karsten Heia,et al.  Automatic freshness assessment of cod (Gadus morhua) fillets by Vis/Nir spectroscopy , 2011 .

[34]  M. Ngadi,et al.  Hyperspectral imaging for nondestructive determination of some quality attributes for strawberry , 2007 .

[35]  Kristberg Kristbergsson,et al.  Characterization of volatile compounds in chilled cod (Gadus morhua) fillets by gas chromatography and detection of quality indicators by an electronic nose. , 2005, Journal of agricultural and food chemistry.

[36]  Qun Sun,et al.  Myoglobin and lipid oxidation interactions: mechanistic bases and control. , 2010, Meat science.

[37]  Morten Sivertsvik,et al.  A review of modified atmosphere packaging of fish and fishery products – significance of microbial growth, activities and safety , 2002 .

[38]  M. Richards,et al.  Contributions of blood and blood components to lipid oxidation in fish muscle. , 2002, Journal of agricultural and food chemistry.

[39]  G. Choubert,et al.  Colour changes of fillets of rainbow trout (Oncorhynchus mykiss W.) fed astaxanthin or canthaxanthin during storage under controlled or modified atmosphere , 2006 .

[40]  A. Gowen,et al.  Use of hyperspectral imaging for evaluation of the shelf-life of fresh white button mushrooms (Agaricus bisporus) stored in different packaging films , 2010 .

[41]  M. Richards,et al.  Role of deoxyhemoglobin in lipid oxidation of washed cod muscle mediated by trout, poultry and beef hemoglobins. , 2002, Meat science.

[42]  Margrethe Esaiassen,et al.  Predicting sensory score of cod (Gadus morhua) from visible spectroscopy , 2005 .

[43]  R G Bell,et al.  Effect of residual oxygen on the colour, odour and taste of carbon dioxide-packaged beef, lamb and pork during short term storage at chill temperatures. , 1993, Meat science.

[44]  K. Kawasaki,et al.  Changes of proximate compositions and myoglobin content in the dorsal ordinary muscles of the cultured Pacific bluefin tuna Thunnus orientalis with growth , 2007, Fisheries Science.

[45]  J. Barat,et al.  Nondestructive assessment of freshness in packaged sliced chicken breasts using SW-NIR spectroscopy , 2011 .

[46]  Karsten Heia,et al.  Visible/Near‐Infrared Spectroscopy: A New Tool for the Evaluation of Fish Freshness? , 2002 .

[47]  B. Rønsholdt,et al.  Determination of total carotenoid content in rainbow trout muscle by multivariate calibration of VIS reflectance spectra , 2001 .

[48]  Moon S. Kim,et al.  Development of hyperspectral imaging technique for the detection of apple surface defects and contaminations , 2004 .

[49]  O. Sørheim,et al.  The effects of carbon monoxide on Atlantic salmon (Salmo salar L.) , 2011 .

[50]  Paw Dalgaard,et al.  Methods to evaluate fish freshness in research and industry , 1997 .

[51]  S. Prasher,et al.  Pork quality and marbling level assessment using a hyperspectral imaging system , 2007 .

[52]  J. Oehlenschläger,et al.  Seafood research from fish to dish: quality, safety and processing of wild and farmed fish , 2006 .

[53]  I. Undeland,et al.  Loss of redness (a*) as a tool to follow hemoglobin-mediated lipid oxidation in washed cod mince. , 2004, Journal of agricultural and food chemistry.

[54]  M. Hunt,et al.  Current research in meat color. , 2005, Meat science.

[55]  J. Qin,et al.  Detection of citrus canker using hyperspectral reflectance imaging with spectral information divergence , 2009 .

[56]  Ashok Samal,et al.  Visible/near-infrared hyperspectral imaging for beef tenderness prediction , 2008 .

[57]  E. Fry,et al.  Absorption spectrum (380-700 nm) of pure water. II. Integrating cavity measurements. , 1997, Applied optics.

[58]  R. N. Costilow,et al.  Role of bacteria in the oxidation of myoglobin. , 1961, Applied microbiology.

[59]  Frøydis Bjerke,et al.  Quality changes of prerigor filleted Atlantic salmon (Salmo salar L.) packaged in modified atmosphere using CO2 emitter, traditional MAP, and vacuum. , 2009, Journal of food science.

[60]  J. M. Frias,et al.  Hyperspectral imaging for the investigation of quality deterioration in sliced mushrooms (Agaricus bisporus) during storage , 2008 .

[61]  W. Visessanguan,et al.  Changes of pigments and color in sardine (Sardinella gibbosa) and mackerel (Rastrelliger kanagurta) muscle during iced storage , 2005 .

[62]  Richard G. Taylor,et al.  Trends in Postmortem Aging in Fish: Understanding of Proteolysis and Disorganization of the Myofibrillar Structure , 2006, Critical reviews in food science and nutrition.