High-resolution 13C nuclear magnetic resonance spectroscopy pattern recognition of fish oil capsules

被引:53
作者
Aursand, Marit [1 ]
Standal, Inger B.
Axelson, David E.
机构
[1] SINTEF, Fisheries & Aquaculture, N-7465 Trondheim, Norway
[2] Norwegian Univ Sci & Technol, Dept Biotechnol, N-7491 Trondheim, Norway
[3] MRI Consulting, Kingston, ON K7L 4V1, Canada
关键词
fish oil capsules; C-13 NMR spectroscopy; mono-; di-; triacylglycerols; positional distribution; multivariate data analysis;
D O I
10.1021/jf061754l
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
C-13 NMR (nuclear magnetic resonance) spectroscopy, in conjunction with multivariate analysis of commercial fish oil-related health food products, have been used to provide discrimination concerning the nature, composition, refinement, and/or adulteration or authentication of the products. Supervised (probabilistic neural networks, PNN) and unsupervised (principal component analysis, PCA; Kohonen neural networks; generative topographic mapping, GTM) pattern recognition techniques were used to visualize and classify samples. Simple PCA score plots demonstrated excellent, but not totally unambiguous, class distinctions, whereas Kohonen and GTM visualization provided better results. Quantitative class predictions with accuracies > 95% were achieved with PNN analysis. Trout, salmon, and cod oils were completely and correctly classified. Samples reported to be salmon oils and cod liver oils did not cluster with true salmon and cod liver oil samples, indicating mislabeling or adulteration.
引用
收藏
页码:38 / 47
页数:10
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