Review
Applications of non-destructive spectroscopic techniques for fish quality and safety evaluation and inspection

https://doi.org/10.1016/j.tifs.2013.08.005Get rights and content

Highlights

  • We review spectroscopic techniques for fish quality evaluation and inspection.

  • VIS spectroscopy is suitable for measuring fish freshness quality.

  • IR spectroscopy is known as a complementary method for fish quality evaluation.

  • Raman spectroscopy is valuable for protein structures and lipid oxidation detection.

  • Spectral imaging has great potential for fish quality evaluation and inspection.

Fish quality and safety is a scientific discipline describing handling, preparation, processing, transportation and storage condition in ways that prevent food-borne illness and provide fish and fish products with premium quality for human health and the acceptance of consumers. However, it is well-known that fish is one of the most vulnerable and perishable aquatic products, and it serves as a growth medium for microorganisms that can be pathogenic or cause fish spoilage. Therefore, it is imperative to pay close attention to fish quality and safety. The traditional techniques and methods for evaluation and detection of fish quality and safety are tedious, laborious, expensive and time-consuming while spectroscopic techniques have successfully overcome some of these disadvantages and can supplement or replace them. There are growing interests in spectroscopic techniques due to high specificity, convenience, non-destructive, non-invasive, cost-effective and quick response. Spectroscopic techniques have shown great potentials for the detection of pathogens, foreign contamination, protein structure changes, and lipid oxidation, and for spoilage monitoring in fish in order to confirm whether it is safe for consumption and international trades or not. This review focuses on several valuable spectroscopic techniques including visible (VIS) spectroscopy, near-infrared (NIR) spectroscopy, mid-infrared (MIR) spectroscopy, Raman spectroscopy, nuclear magnetic resonance (NMR) spectroscopy, and spectral imaging mainly related to hyperspectral imaging (HSI) and nuclear magnetic resonance imaging (NMRI). Moreover, the advantages and limitations of these techniques are noted and some perspectives about the current work are also presented.

Introduction

The market of fish and fish products is growing continuously as fish and fish products are commercially important for international trade as well as widely consumed muscle food. However, there are many problems and challenges associated with the evaluation of fish quality and safety at industrial level. It is widely known that fish and fish products are mainly composed of moisture, protein, fat and other compositions that contribute to fish quality and safety. Furthermore, fish quality and safety is also mainly influenced by diverse processes related to storage methods, time and temperature. In addition, changes in color, texture, juiciness, flavor and biochemical properties of fish are important factors that affect consumers' sensory evaluation of fish quality and their decisions in making a second purchase. On the other hand, fish is considered as the best sources of good fats, vitamins, and minerals to promote good human health (Forné, Abián, & Cerdà, 2010), thus it is a significant part of our daily diet, providing roughly 40% of the protein intake, and is consumed by nearly two-thirds of the world's population. Therefore, maintaining good quality and safety is of utmost importance in production and trade of fish and fishery products, hence it is necessary to develop fish quality evaluation and inspection techniques.

On one hand, there are many well established traditional analytical techniques and methods available, including sensory evaluation based on quality index method (Pons-Sanchez-Cascado, Vidal-Carou, Nunes, & Veciana-Nogues, 2006), microbial inspection based on total viable counts (Song, Luo, You, Shen, & Hu, 2011), biochemical methods related to high-performance liquid chromatography (Mendes, Cardoso, & Pestana, 2009), solid-phase micro-extraction gas chromatography–mass spectrometry (Iglesias et al., 2009), two-dimensional difference gel electrophoresis (Addis et al., 2012), and proteome analysis (Carrera, Cañas, & Gallardo, 2012). These techniques and methods play a pivotal role in current industrial fish quality and safety evaluation and inspection and some of them have been used as gold standards and regulation methods serving scientific researches due to their relative validity and accuracy. However these techniques and methods are normally expensive, time-consuming, laborious, tedious, and require highly skilled operators and are not suitable for on/in-line monitoring.

In order to surmount the aforementioned disadvantages, there is a need for complementary techniques to detect quality parameters and safety threats in the field of rapid screening. With recent technological progress in photonics and optics, many non-destructive, fast and cost-effective spectroscopic techniques have been developed for food quality and safety assessment and inspection and for online monitoring (van den Berg, Lyndgaard, Sørensen, & Engelsen, 2012). With regard to fish quality and safety, Uddin and Okazaki (2010) reviewed the applications of vibrational spectroscopy to the analysis of fish and other aquatic food products. In a recent study, another review published was intended to provide an overview of application of infrared technologies to determine and monitor composition and other quality characteristics in raw fish, fish products, and seafood (Cozzolino & Murray, 2012). However, no review is available to specifically address the application of several spectroscopic techniques including visible (VIS) spectroscopy (Abdel-Nour, Ngadi, Prasher, & Karimi, 2011; Antonucci et al., 2011; Zhu, Cheng, Wu, & He, 2011), near-infrared (NIR) spectroscopy (Alexandrakis, Downey, & Scannell, 2012; Magwaza et al., 2012; Pojić & Mastilović, 2013), mid-infrared (MIR) spectroscopy (Boubellouta & Dufour, 2012; Woodcock, Fagan, O'Donnell, & Downey, 2008; Wu, Nie, He, & Bao, 2012), Raman spectroscopy (Günaydın, Şir, Kavlak, Güner, & Mutlu, 2010; Liu, et al., 2013; Lu, Al-Qadiri, Lin, & Rasco, 2011; Sowoidnich, Schmidt, Maiwald, Sumpf, & Kronfeldt, 2010), nuclear magnetic resonance (NMR) spectroscopy (Ko, Cheng, Chen, & Hsieh, 2012; Rodríguez, Eim, Simal, Femenia, & Rosselló, 2013; Santagapita et al., 2012; Shao & Li, 2011; Sivam, Waterhouse, Zujovic, Perera, & Sun-Waterhouse, 2013), and spectral imaging (ElMasry, Sun, & Allen, 2011, 2012; Kamruzzaman, ElMasry, Sun, & Allen, 2011) for assessing, measuring and predicting the quality of fish and for quantitative and qualitative analysis of fish and related products. Therefore, the objective of this paper is to review applications of these spectroscopic techniques for fish quality and safety evaluation and inspection. Fig. 1 compares the spectral ranges used in these spectroscopic techniques.

Section snippets

Applications

The objective of determining fish quality is to provide the consumer wholesome, tasty and safe fish muscle at a reasonable price. Evaluation and inspection of fish quality is also critical for preparation of consistent quality fish products. In the past few years, the potential of using spectroscopic techniques for objective and non-contact fish quality measurements has been proved in the industry. However, due to the complex and enormous amount of hidden information in spectral data,

Advantages and limitations

Spectroscopic techniques including VIS spectroscopy, NIR spectroscopy, MIR spectroscopy, Raman spectroscopy, NMR spectroscopy and spectral imaging have been successfully applied for fish quality evaluation and inspection as illustrated in Table 1. Compared with the traditional chemical and instrumental methods, the spectroscopic techniques have been proved to be non-destructive, non-contact, objective and cost-effective, which can be used as routine procedures implemented in the fish industry

Conclusions

Spectroscopic techniques have been dramatically developed in the past decade, and these non-destructive and non-invasive spectroscopic techniques have been widely and extensively applied for the analysis of fish characteristics and components which could reflect fish quality and safety. In this review, several spectroscopic techniques including VIS spectroscopy, NIR spectroscopy, MIR spectroscopy, Raman spectroscopy, NMR spectroscopy and spectral imaging are described for their great potentials

Acknowledgments

The authors are grateful to the Guangdong Province Government (China) for its support through the program “Leading Talent of Guangdong Province (Da-Wen Sun)”. Special thanks to Dr. Qijun Wang and Zhong Han from South China University of Technology for their kind suggestions.

References (107)

  • I.S. Gribbestad et al.

    High-resolution 1H magnetic resonance spectroscopy of whole fish, fillets and extracts of farmed Atlantic salmon (Salmo salar) for quality assessment and compositional analyses

    Aquaculture

    (2005)
  • M. Gudjónsdóttir 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

    Journal of Food Engineering

    (2011)
  • J. Iglesias et al.

    Study of the volatile compounds useful for the characterisation of fresh and frozen-thawed cultured gilthead sea bream fish by solid-phase microextraction gas chromatography-mass spectrometry

    Food Chemistry

    (2009)
  • M. Kamruzzaman et al.

    Application of NIR hyperspectral imaging for discrimination of lamb muscles

    Journal of Food Engineering

    (2011)
  • K. Khodabux et al.

    Chemical and near-infrared determination of moisture, fat and protein in tuna fishes

    Food Chemistry

    (2007)
  • K. Leelapongwattana et al.

    Raman spectroscopic analysis and rheological measurements on natural actomyosin from haddock (Melanogrammus aeglefinus) during refrigerated (4 °C) and frozen (−10 °C) storage in the presence of trimethylamine-N-oxide demethylase from kidney of lizardfish (Saurida tumbil)

    Food Chemistry

    (2008)
  • M. Lin et al.

    Predicting sodium chloride content in commercial king (Oncorhynchus tshawytscha) and chum (O. keta) hot smoked salmon fillet portions by short-wavelength near-infrared (SW-NIR) spectroscopy

    Food Research International

    (2003)
  • R. Liu et al.

    Contribution of protein conformation and intermolecular bonds to fish and pork gelation properties

    Food Hydrocolloids

    (2011)
  • X. Lu et al.

    Using of infrared spectroscopy to study the survival and injury of Escherichia coli O157: H7, Campylobacter jejuni and Pseudomonas aeruginosa under cold stress in low nutrient media

    Food Microbiology

    (2011)
  • B.J. Marquardt et al.

    Raman analysis of fish: a potential method for rapid quality screening

    LWT – Food Science and Technology

    (2004)
  • R. Mendes et al.

    Measurement of malondialdehyde in fish: a comparison study between HPLC methods and the traditional spectrophotometric test

    Food Chemistry

    (2009)
  • D. Nielsen et al.

    Lipid content in herring (Clupea harengus L.) – influence of biological factors and comparison of different methods of analyses: solvent extraction, Fatmeter, NIR and NMR

    LWT – Food Science and Technology

    (2005)
  • H. Nilsen et al.

    Predicting sensory score of cod (Gadus morhua) from visible spectroscopy

    LWT – Food Science and Technology

    (2005)
  • S.H. Olsen et al.

    Impact of pre-slaughter stress on residual blood in fillet portions of farmed Atlantic cod (Gadus morhua) – measured chemically and by visible and near-infrared spectroscopy

    Aquaculture

    (2008)
  • S. Pons-Sanchez-Cascado et al.

    Sensory analysis to assess the freshness of Mediterranean anchovies (Engraulis encrasicholus) stored in ice

    Food Control

    (2006)
  • A. Rodriguez-Casado et al.

    Structural changes in sardine (Sardina pilchardus) muscle during iced storage: investigation by DRIFT spectroscopy

    Food Chemistry

    (2007)
  • I. Sánchez-Alonso et al.

    Estimation of freezing storage time and quality changes in hake (Merluccius merluccius, L.) by low field NMR

    Food Chemistry

    (2012)
  • C.N.G. Scotter

    Non-destructive spectroscopic techniques for the measurement of food quality

    Trends in Food Science & Technology

    (1997)
  • J.H. Shao et al.

    Evaluation of structural changes in raw and heated meat batters prepared with different lipids using Raman spectroscopy

    Food Research International

    (2011)
  • A.H. Sivertsen et al.

    Automatic nematode detection in cod fillets (Gadus morhua L.) by hyperspectral imaging

    Journal of Food Engineering

    (2012)
  • A.H. Sivertsen et al.

    Automatic freshness assessment of cod (Gadus morhua) fillets by Vis/Nir spectroscopy

    Journal of Food Engineering

    (2011)
  • D.-W. Sun

    Comparison and selection of EMC/ERH isotherm equations for rice

    Journal of Stored Products Research

    (1999)
  • D.-W. Sun et al.

    Selection of EMC/ERH isotherm equations for rapeseed

    Journal of Agricultural Engineering Research

    (1998)
  • D.-W. Sun et al.

    Low temperature moisture transfer characteristics of barley: thin-layer models and equilibrium isotherms

    Journal of Agricultural Engineering Research

    (1994)
  • C. Tan et al.

    Improvement of spectral calibration for food analysis through multi-model fusion

    Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy

    (2012)
  • N. Tito et al.

    Use of near-infra red spectroscopy to predict microbial numbers on Atlantic salmon

    Food Microbiology

    (2012)
  • A. Trocino et al.

    Assessing the quality of organic and conventionally-farmed European sea bass (Dicentrarchus labrax)

    Food Chemistry

    (2012)
  • E. Veliyulin et al.

    Non-destructive nuclear magnetic resonance image study of belly bursting in herring (Clupea harengus)

    Food Chemistry

    (2007)
  • A. Vogt et al.

    A comparison of selected rapid methods for fat measurement in fresh herring (Clupea harengus)

    Journal of Food Composition and Analysis

    (2002)
  • L. Wang et al.

    Rapid cooling of porous and moisture foods by using vacuum cooling technology

    Trends in food science & technology

    (2001)
  • N. Abdel-Nour et al.

    Prediction of egg freshness and albumen quality using visible/near infrared spectroscopy

    Food and Bioprocess Technology

    (2011)
  • N. Afseth et al.

    Raman and near-infrared spectroscopy for quantification of fat composition in a complex food model system

    Applied Spectroscopy

    (2005)
  • D. Alexandrakis et al.

    Rapid non-destructive detection of spoilage of intact chicken breast muscle using near-infrared and Fourier transform mid-infrared spectroscopy and multivariate statistics

    Food and Bioprocess Technology

    (2012)
  • F. Antonucci et al.

    Non-destructive estimation of mandarin maturity status through portable VIS-NIR spectrophotometer

    Food and Bioprocess Technology

    (2011)
  • M. Aursand et al.

    13C NMR pattern recognition techniques for the classification of Atlantic salmon (Salmo salar L.) according to their wild, farmed, and geographical origin

    Journal of Agricultural and Food Chemistry

    (2009)
  • F. Badii et al.

    Effect of antioxidants, citrate, and cryoprotectants on protein denaturation and texture of frozen cod (Gadus morhua)

    Journal of Agricultural and Food Chemistry

    (2002)
  • F. van den Berg et al.

    Process analytical technology in the food industry

    Trends in Food Science & Technology

    (2012)
  • T. Boubellouta et al.

    Cheese-matrix characteristics during heating and cheese melting temperature prediction by synchronous fluorescence and mid-infrared spectroscopies

    Food and Bioprocess Technology

    (2012)
  • M. Carbonaro et al.

    Secondary structure of food proteins by Fourier transform spectroscopy in the mid-infrared region

    Amino Acids

    (2010)
  • M. Carrera et al.

    Proteomics for the assessment of quality and safety of fishery products

    Food Research International

    (2012)
  • Cited by (131)

    View all citing articles on Scopus
    View full text