Quality evaluation of fish and other seafood by traditional and nondestructive instrumental methods: Advantages and limitations

abstract Although being one of the most vulnerable and perishable products, fish and other seafoods provide a wide range of health-promoting compounds. Recently, the growing interest of consumers in food quality and safety issues has contributed to the increasing demand for sensitive and rapid analytical technologies. Several traditional physicochemical, textural, sensory, and electrical methods have been used to evaluate freshness and authentication of fish and other seafood products. Despite the importance of these standard methods, they are expensive and time-consuming, and often susceptible to large sources of variation. Recently, spectroscopic methods and other emerging techniques have shown great potential due to speed of analysis, minimal sample preparation, high repeatability, low cost, and, most of all, the fact that these techniques are noninvasive and nondestructive and, therefore, could be applied to any online monitoring system. This review describes firstly and briefly the basic principles of multivariate data analysis, followed by the most commonly traditional methods used for the determination of the freshness and authenticity of fish and other seafood products. A special focus is put on the use of rapid and nondestructive techniques (spectroscopic techniques and instrumental sensors) to address several issues related to the quality of these products. Moreover, the advantages and limitations of each technique are reviewed and some perspectives are also given.

[1]  Christine Wittmann,et al.  Enzyme sensor array for the determination of biogenic amines in food samples , 2002, Analytical and bioanalytical chemistry.

[2]  T Rodemann,et al.  Use of near infrared spectroscopy to predict microbial numbers on Atlantic salmon. , 2012, Food microbiology.

[3]  D. Cozzolino,et al.  The use of rapid instrumental methods to assess freshness of half shell Pacific oysters, Crassostrea gigas: A feasibility study , 2013 .

[4]  Zulfiqur Ali,et al.  Practical Evaluation of Fish Quality by Objective, Subjective, and Statistical Testing , 2010 .

[5]  Marit Aursand,et al.  Destructive and non-destructive analytical techniques for authentication and composition analyses of foodstuffs , 2003 .

[6]  G. Currell Analytical Techniques in the Sciences , 2000 .

[7]  J. Saja,et al.  Biogenic amines and fish freshness assessment using a multisensor system based on voltammetric electrodes. Comparison between CPE and screen-printed electrodes , 2009 .

[8]  Da-Wen Sun,et al.  Recent Advances in Methods and Techniques for Freshness Quality Determination and Evaluation of Fish and Fish Fillets: A Review , 2015, Critical reviews in food science and nutrition.

[9]  Bo Jørgensen,et al.  Quality Index Method (QIM) scheme developed for farmed Atlantic salmon (Salmo salar) , 2003 .

[10]  Kathleen R. Murphy,et al.  Fluorescence spectroscopy and multi-way techniques. PARAFAC , 2013 .

[11]  Yongkang Luo,et al.  Effects of different freezing treatments on the biogenic amine and quality changes of bighead carp (Aristichthys nobilis) heads during ice storage. , 2013, Food chemistry.

[12]  R. Karoui,et al.  Alteration of raw-milk cheese by Pseudomonas spp.: monitoring the sources of contamination using fluorescence spectroscopy and metabolic profiling. , 2004, Journal of microbiological methods.

[13]  K. Miyashita,et al.  An emerging powerful technique: NMR applications on quality assessments of fish and related products. , 2010 .

[14]  Abdo Hassoun,et al.  Front-face fluorescence spectroscopy coupled with chemometric tools for monitoring fish freshness stored under different refrigerated conditions , 2015 .

[15]  Mercedes Careche,et al.  Raman spectroscopic study of structural changes in Hake (Merluccius merluccius L.) muscle proteins during frozen storage. , 2004, Journal of agricultural and food chemistry.

[16]  Dah-Jye Lee,et al.  Shape similarity measure using turn angle cross-correlation for oyster quality evaluation , 2010 .

[17]  José M. Barat,et al.  An electronic tongue for fish freshness analysis using a thick-film array of electrodes , 2008 .

[18]  M. Plascencia-Jatomea,et al.  Freshness assessment of ray fish stored in ice by biochemical, chemical and physical methods , 2011 .

[19]  Fei Liu,et al.  Application of Visible and Near Infrared Hyperspectral Imaging to Differentiate Between Fresh and Frozen–Thawed Fish Fillets , 2013, Food and Bioprocess Technology.

[20]  Barbara Rasco,et al.  Rapid Near Infrared Spectroscopic Method for the Detection of Spoilage in Rainbow Trout (Oncorhynchus mykiss) Fillet , 2006 .

[21]  Turid Rustad,et al.  Shrimp processing assessed by low field nuclear magnetic resonance, near infrared spectroscopy, and physicochemical measurements--the effect of polyphosphate content and length of prebrining on shrimp muscle. , 2011, Journal of food science.

[22]  J. Buttriss,et al.  Fish in the diet: A review , 2013 .

[23]  D. Axelson,et al.  13C NMR as a tool for authentication of different gadoid fish species with emphasis on phospholipid profiles , 2010 .

[24]  Daniel Cozzolino,et al.  A Review on the Application of Infrared Technologies to Determine and Monitor Composition and Other Quality Characteristics in Raw Fish, Fish Products, and Seafood , 2012 .

[25]  Da-Wen Sun,et al.  Recent Progress of Hyperspectral Imaging on Quality and Safety Inspection of Fruits and Vegetables: A Review. , 2015, Comprehensive reviews in food science and food safety.

[26]  E. Velázquez,et al.  Total volatile base nitrogen and its use to assess freshness in European sea bass stored in ice , 2006 .

[27]  I. Medina,et al.  Role of the raw composition of pelagic fish muscle on the development of lipid oxidation and rancidity during storage. , 2011, Journal of agricultural and food chemistry.

[28]  E. Goicoechea,et al.  Quality of farmed and wild sea bass lipids studied by (1)H NMR: usefulness of this technique for differentiation on a qualitative and a quantitative basis. , 2012, Food chemistry.

[29]  Frank Westad,et al.  Rapid control of smoked Atlantic salmon (Salmo salar) quality by electronic nose: Correlation with classical evaluation methods , 2006 .

[30]  G. Osorio-Revilla,et al.  Application of MIR-FTIR spectroscopy and chemometrics to the rapid prediction of fish fillet quality , 2014 .

[31]  F. Özoğul,et al.  Nucleotide degradation and biogenic amine formation of wild white grouper (Epinephelus aeneus) stored in ice and at chill temperature (4°C). , 2008, Food chemistry.

[32]  Turid Rustad,et al.  The effects of pre-salting methods on water distribution and protein denaturation of dry salted and rehydrated cod - A low-field NMR study , 2011 .

[33]  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.

[34]  Fangkai Han,et al.  Nondestructive detection of fish freshness during its preservation by combining electronic nose and electronic tongue techniques in conjunction with chemometric analysis , 2014 .

[35]  T. Mørkøre,et al.  Relating Sensory and Instrumental Texture Analyses of Atlantic Salmon , 2003 .

[36]  Reinhard Schubring Texture measurement on gutted cod during storage in ice using a hand-held instrument , 2002 .

[37]  Renate Grüner,et al.  Chemical shift based MR imaging and gas chromatography for quantification and localization of fat in Atlantic mackerel. , 2009 .

[38]  Roberto Paolesse,et al.  Comparison and integration of different electronic noses for freshness evaluation of cod-fish fillets , 2001 .

[39]  Angela Trocino,et al.  Prediction of chemical composition and origin identification of European sea bass (Dicentrarchus labrax L.) by near infrared reflectance spectroscopy (NIRS) , 2004 .

[40]  G. Downey,et al.  Mid-infrared spectroscopy coupled with chemometrics: a tool for the analysis of intact food systems and the exploration of their molecular structure-quality relationships - a review. , 2010, Chemical reviews.

[41]  Eric Dufour,et al.  Utilisation of a rapid technique based on front-face fluorescence spectroscopy for differentiating between fresh and frozen–thawed fish fillets , 2006 .

[42]  S. Sigurgisladottir,et al.  Solubility and viscosity of herring (Clupea harengus) proteins as affected by freezing and frozen storage. , 2007, Journal of food science.

[43]  G. Hyldig,et al.  Texture of Fish, Fish Products, and Shellfish , 2007 .

[44]  Mercedes Careche,et al.  Frozen hake fillets quality as related to texture and viscosity by mechanical methods , 1998 .

[45]  Christophe Malabat,et al.  Application of support vector machines to 1H NMR data of fish oils: methodology for the confirmation of wild and farmed salmon and their origins , 2007, Analytical and bioanalytical chemistry.

[46]  J. Salmerón,et al.  Effect of freezing on the physicochemical, textural and sensorial characteristics of salmon (Salmo salar) smoked with a liquid smoke flavouring , 2010 .

[47]  J. Eaton,et al.  Multidimensional fluorescence fingerprinting for classification of shrimp by location and species. , 2012, Environmental science & technology.

[48]  E. Martinsdóttir,et al.  Development of Quality Index Method (QIM) scheme for fresh cod (Gadus morhua) fillets and application in shelf life study , 2007 .

[49]  Simona Benedetti,et al.  Electronic Noses and Tongues , 2012 .

[50]  Oliver Tomic,et al.  Analysis of Early Lipid Oxidation in Salmon Pâté with Cod Liver Oil and Antioxidants , 2006 .

[51]  Xianli Liu,et al.  Measurement of pyrene in the gills of exposed fish using synchronous fluorescence spectroscopy. , 2012, Chemosphere.

[52]  Ismail Hakki Boyaci,et al.  Differentiation of fresh and frozen-thawed fish samples using Raman spectroscopy coupled with chemometric analysis. , 2015, Food chemistry.

[53]  Da-Wen Sun,et al.  Texture and Structure Measurements and Analyses for Evaluation of Fish and Fillet Freshness Quality: A Review. , 2014, Comprehensive reviews in food science and food safety.

[54]  Pankaj B. Pathare,et al.  Evaluation of texture parameters of Rohu fish (Labeo rohita) during iced storage , 2007 .

[55]  N. Howell,et al.  The effects of freeze-drying and storage on the FT-Raman spectra of Atlantic mackerel (Scomber scombrus) and horse mackerel (Trachurus trachurus) , 2007 .

[56]  M. Vásquez-Murrieta,et al.  Prediction of total fat, fatty acid composition and nutritional parameters in fish fillets using MID-FTIR spectroscopy and chemometrics , 2013 .

[57]  J. Wold,et al.  Assessment of the quality attributes of cod caviar paste by means of front-face fluorescence spectroscopy. , 2010, Journal of agricultural and food chemistry.

[58]  Romdhane Karoui,et al.  Mid-infrared spectroscopy as a new tool for the evaluation of fish freshness , 2007 .

[59]  Karsten Heia,et al.  VIS/NIR Spectroscopy , 2009 .

[60]  F. Toldrá,et al.  Freshness monitoring of sea bream (Sparus aurata) with a potentiometric sensor. , 2008, Food chemistry.

[61]  M. Nunes,et al.  Sensory analysis to assess the freshness of Mediterranean anchovies (Engraulis encrasicholus) stored in ice , 2006 .

[62]  D. Axelson,et al.  (13)C NMR pattern recognition techniques for the classification of Atlantic salmon (Salmo salar L.) according to their wild, farmed, and geographical origin. , 2009, Journal of agricultural and food chemistry.

[63]  M. Cardinal,et al.  Effects of freezing/thawing on the microstructure and the texture of smoked Atlantic salmon (Salmo salar) , 2000 .

[64]  S. Aubourg,et al.  Influence of storage time and temperature on lipid deterioration during cod (Gadus morhua) and haddock (Melanogrammus aeglefinus) frozen storage , 1999 .

[65]  Yutaka Fukuda,et al.  Non‐destructive Visible/NIR Spectroscopy for Differentiation of Fresh and Frozen‐thawed Fish , 2005 .

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

[67]  Sara Limbo,et al.  Freshness decay and shelf life predictive modelling of European sea bass (Dicentrarchus labrax) applying chemical methods and electronic nose , 2009 .

[68]  A. Dileep,et al.  Effect of ice storage on the physicochemical and dynamic viscoelastic properties of ribbonfish (Trichiurus spp) meat , 2006 .

[69]  Xin-An Zeng,et al.  NIR Spectroscopy and Imaging Techniques for Evaluation of Fish Quality—A Review , 2013 .

[70]  R. Ofstad,et al.  Monitoring secondary structural changes in salted and smoked salmon muscle myofiber proteins by FT-IR microspectroscopy. , 2009, Journal of agricultural and food chemistry.

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

[72]  B. Nicolaï,et al.  Front face fluorescence spectroscopy as a tool for the assessment of egg freshness during storage at a temperature of 12.2 degrees C and 87% relative humidity. , 2007, Analytica chimica acta.

[73]  I. Lavilla,et al.  Authentication of Fishery Products , 2013 .

[74]  Fereidoon Shahidi,et al.  Comparative quality assessment of cultured and wild sea bream (Sparus aurata) stored in ice. , 2002, Journal of agricultural and food chemistry.

[75]  J. Salmerón,et al.  Textural properties of raw Atlantic salmon (Salmo salar) at three points along the fillet, determined by different methods , 2006 .

[76]  Eduard Llobet,et al.  An electronic nose system based on a micro-machined gas sensor array to assess the freshness of sardines , 2009 .

[77]  Christophe Blecker,et al.  Fluorescence Spectroscopy Measurement for Quality Assessment of Food Systems—a Review , 2011 .

[78]  K. Kumar,et al.  A simple and rapid method for colorimetric determination of histamine in fish flesh , 2005 .

[79]  G. Martin,et al.  Characterization of farmed and wild salmon (Salmo salar) by a combined use of compositional and isotopic analyses , 2000 .

[80]  Franco Pedreschi,et al.  Color of Salmon Fillets By Computer Vision and Sensory Panel , 2010 .

[81]  Z. Coppes,et al.  Texture Measurements in Fish and Fish Products , 2002 .

[82]  E. Capuano,et al.  Wild salmon authenticity can be predicted by 1H-NMR spectroscopy , 2012 .

[83]  Mercedes Careche,et al.  Quality control of frozen fish using rheological techniques , 1998 .

[84]  Brian J. Marquardt,et al.  Raman analysis of fish: a potential method for rapid quality screening , 2004 .

[85]  M. Tejada,et al.  Changes in the quality indices during ice storage of farmed Senegalese sole (Solea senegalensis) , 2007 .

[86]  D. Axelson,et al.  Identification of the farm origin of salmon by fatty acid and HR 13C NMR profiling , 2009 .

[87]  J. Oehlenschläger Seafood Quality Assessment , 2013 .

[88]  Heng Tao Shen,et al.  Principal Component Analysis , 2009, Encyclopedia of Biometrics.

[89]  N. Hamada-Sato,et al.  Development of quality evaluation sensor for fish freshness control based on KI value. , 2005, Biosensors & bioelectronics.

[90]  G. Schleining,et al.  Instrumental Textural Changes in Raw White Shrimp During Iced Storage , 2011 .

[91]  Da-Wen Sun,et al.  Recent Advances in Data Mining Techniques and Their Applications in Hyperspectral Image Processing for the Food Industry , 2014 .

[92]  P. Vaz-Pires,et al.  Development of a quality index method (QIM) sensory scheme and study of shelf-life of ice-stored blackspot seabream (Pagellus bogaraveo) , 2011 .

[93]  P. Fito,et al.  Influence of brine concentration on Atlantic salmon fillet salting , 2007 .

[94]  José M. Barat,et al.  Use of the voltammetric tongue in fresh cod (Gadus morhua) quality assessment , 2013 .

[95]  Marit Aursand,et al.  Use of NMR in fish processing optimization: a review of recent progress , 2012, Magnetic resonance in chemistry : MRC.

[96]  R. Tofalo,et al.  Biogenic Amines in Raw and Processed Seafood , 2012, Front. Microbio..

[97]  Mercedes Careche,et al.  Vibrational spectroscopic analysis of hake (Merluccius merluccius L.) lipids during frozen storage. , 2012, Food chemistry.

[98]  Jana Sáde Cká,et al.  Fluorescence Spectroscopy and Chemometrics in the Food Classification − a Review , 2007 .

[99]  Qiang Cai,et al.  Rapid Classification of Hairtail Fish and Pork Freshness Using an Electronic Nose Based on the PCA Method , 2011, Sensors.

[100]  F. Özoğul,et al.  Sensory, microbiological and chemical assessment of the freshness of red mullet (Mullus barbatus) and goldband goatfish (Upeneus moluccensis) during storage in ice , 2009 .

[101]  Da-Wen Sun,et al.  Hyperspectral imaging as an effective tool for quality analysis and control of fish and other seafoods: Current research and potential applications , 2014 .

[102]  Cem Önal,et al.  A review of the liquid chromatographic methods for the determination of biogenic amines in foods. , 2013, Food chemistry.

[103]  V. Segtnan,et al.  The potential of Raman spectroscopy for characterisation of the fatty acid unsaturation of salmon. , 2006, Analytica chimica acta.

[104]  M. Ayala,et al.  Muscle tissue structural changes and texture development in sea bream, Sparus aurata L., during post-mortem storage , 2010 .

[105]  Eric Dufour,et al.  Development of a rapid method based on front-face fluorescence spectroscopy for the monitoring of fish freshness , 2003 .

[106]  Pierantonio Facco,et al.  Use of near-infrared spectroscopy for fast fraud detection in seafood: application to the authentication of wild European sea bass (Dicentrarchus labrax). , 2012, Journal of agricultural and food chemistry.

[107]  A. Mouazen,et al.  Application of the MIR for the determination of some chemical parameters in European Emmental cheeses produced during summer , 2006 .

[108]  Paolo Oliveri,et al.  Data Analysis and Chemometrics , 2012 .

[109]  Rasmus Bro,et al.  Multivariate autofluorescence of intact food systems. , 2006, Chemical reviews.

[110]  Jianrong Li,et al.  Postmortem changes in yellow grouper (Epinephelus awoara) fillets stored under vacuum packaging at 0 °C , 2011 .

[111]  Ponnadurai Ramasami,et al.  Chemical and near-infrared determination of moisture, fat and protein in tuna fishes , 2007 .

[112]  F. Vácha,et al.  Effect of low-dose irradiation on biogenic amines formation in vacuum-packed trout flesh (Oncorhynchus mykiss). , 2012, Food chemistry.

[113]  Mahmoud Omid,et al.  Freshness assessment of gilthead sea bream (Sparus aurata) by machine vision based on gill and eye color changes , 2013 .

[114]  G. Duflos,et al.  Comparison of methods of differentiating between fresh and frozen–thawed fish or fillets , 2002 .

[115]  Mercedes Careche,et al.  Estimation of freezing storage time and quality changes in hake (Merluccius merluccius, L.) by low field NMR. , 2012, Food chemistry.

[116]  Da-Wen Sun,et al.  Applications of non-destructive spectroscopic techniques for fish quality and safety evaluation and inspection , 2013 .

[117]  K. Miyashita,et al.  Handbook of seafood quality, safety and health applications. , 2010 .

[118]  R. Pérez-Martín,et al.  Assessment of quality changes in frozen sardine (Sardina pilchardus) by fluorescence detection , 1998 .

[119]  M. Wells,et al.  Chemometric discrimination among wild and cultured age-0 largemouth bass, black crappies, and white crappies based on fatty acid composition. , 2005, Journal of agricultural and food chemistry.

[120]  R. Bro,et al.  Fluorescence spectroscopy and multi-way techniques. PARAFAC , 2013 .

[121]  A. Ruiz,et al.  Study of the oxidative degradation of farmed salmon lipids by means of Fourier transform infrared spectroscopy. Influence of salting , 2004 .

[122]  Josse De Baerdemaeker,et al.  Feasibility study of discriminating the manufacturing process and sampling zone in ripened soft cheeses using attenuated total reflectance MIR and fiber optic diffuse reflectance VIS-NIR spectroscopy , 2006 .