Rapid authentication of European sea bass (Dicentrarchus labrax L.) according to production method, farming system, and geographical origin by near infrared spectroscopy coupled with chemometrics

被引:52
作者
Ghidini, Sergio [1 ]
Varra, Maria Olga [1 ]
Dall'Asta, Chiara [1 ]
Badiani, Anna [2 ]
Ianieri, Adriana [1 ]
Zanardi, Emanuela [1 ]
机构
[1] Univ Parma, Dept Food & Drug, Str Taglio 10, I-43126 Parma, Italy
[2] Univ Bologna, Dept Vet Med Sci, Via Tolara di Sopra 50, I-40064 Bologna, Italy
关键词
Authentication; European sea bass; Farming system; Geographical origin; NIR spectroscopy; Chemometrics; NIR SPECTROSCOPY; ORTHOGONAL PROJECTIONS; CHEMICAL-COMPOSITION; FATTY-ACID; WILD; QUALITY; DIFFERENTIATION; PREDICTION; FOOD;
D O I
10.1016/j.foodchem.2018.12.075
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Chemometric analysis of near-infrared spectroscopy (NIRS) data was applied to investigate the possibility to rapidly authenticate European sea bass (Dicentrarchus labrax L.) according to production method (wild or farmed), rearing system (extensive, semi-intensive or intensive), and geographical origin (Western, Central or Eastern Mediterranean Sea). NIR spectra from 1100 to 2500 nm were subjected to an exploratory principal component analysis (PCA) followed by orthogonal partial last square-discriminant analysis (OPLS-DA) to develop classifiers able to distinguish samples according to the various conditions under study. Models provided a correct classification rate of 100% for both wild and farmed sea bass, and of 67%, 80%, 100% for extensively, semi-intensively, and intensively-reared subjects, respectively. As for geographical provenance, 100% of Eastern, 88% of Central and 85% of Western Mediterranean Sea samples were correctly discriminated. The successful results obtained confirmed suitability of chemometric analysis applied to NIRS data for fast authentication of European sea bass origin.
引用
收藏
页码:321 / 327
页数:7
相关论文
共 41 条
  • [1] Analytical methods used for the authentication of food of animal origin
    Abbas, Ouissam
    Zadravec, Manuela
    Baeten, Vincent
    Mikus, Tomislav
    Lesic, Tina
    Vulic, Ana
    Prpic, Jelena
    Jemersic, Lorena
    Pleadin, Jelka
    [J]. FOOD CHEMISTRY, 2018, 246 : 6 - 17
  • [2] Aenugu H.P. R., 2011, International Journal of ChemTech Research, V3, P825
  • [3] Differentiation of cultured and wild sea bass (Dicentrarchus labrax):: total lipid content, fatty acid and trace mineral composition
    Alasalvar, C
    Taylor, KDA
    Zubcov, E
    Shahidi, F
    Alexis, M
    [J]. FOOD CHEMISTRY, 2002, 79 (02) : 145 - 150
  • [4] [Anonymous], Official Journal of European Communities L, V354, P1
  • [5] Differentiating the wild or farmed origin of Mediterranean fish: a review of tools for sea bream and sea bass
    Arechavala-Lopez, Pablo
    Fernandez-Jover, Damian
    Black, Kenneth D.
    Ladoukakis, Emmanuel
    Bayle-Sempere, Just T.
    Sanchez-Jerez, Pablo
    Dempster, Tim
    [J]. REVIEWS IN AQUACULTURE, 2013, 5 (03) : 137 - 157
  • [6] Partial least squares for discrimination
    Barker, M
    Rayens, W
    [J]. JOURNAL OF CHEMOMETRICS, 2003, 17 (03) : 166 - 173
  • [7] Discrimination of wild and cultured european sea bass (Dicentrarchus labrax) using chemical and isotopic analyses
    Bell, J. Gordon
    Preston, Tom
    Henderson, R. James
    Strachan, Fiona
    Bron, James E.
    Cooper, Karen
    Morrison, Douglas J.
    [J]. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2007, 55 (15) : 5934 - 5941
  • [8] NIR spectroscopy: a rapid-response analytical tool
    Blanco, M
    Villarroya, I
    [J]. TRAC-TRENDS IN ANALYTICAL CHEMISTRY, 2002, 21 (04) : 240 - 250
  • [9] Consequences of sample size, variable selection, and model validation and optimisation, for predicting classification ability from analytical data
    Brereton, Richard G.
    [J]. TRAC-TRENDS IN ANALYTICAL CHEMISTRY, 2006, 25 (11) : 1103 - 1111
  • [10] Application of non-invasive techniques to differentiate sea bass (Dicentrarchus labrax, L. 1758) quality cultured under different conditions
    Costa, Corrado
    D'Andrea, Stefano
    Russo, Riccardo
    Antonucci, Francesca
    Pallottino, Federico
    Menesatti, Paolo
    [J]. AQUACULTURE INTERNATIONAL, 2011, 19 (04) : 765 - 778