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Wheat lipids to discriminate species, varieties, geographical origins and crop years
Authors:Carla ArmaninoRodolfo De Acutis  Maria Rosa Festa
Affiliation:a Dipartimento di Chimica, Università “La Sapienza”, Piazzale A. Moro 5, 00185 Rome, Italy
b Dipartimento di Chimica e Tecnologie Farmaceutiche e Alimentari, Via Brigata Salerno, 16147 Genova, Italy
Abstract:The knowledge of lipid components of wheat finds a precious information in order to differentiate between Triticum durum (TD) and Triticum aestivum (TA). The determination of the percentages of methyl esters of the differently unsaturated fatty acids with 18-carbon atoms (C18), of sterol fraction and of the other components is of particular weight. In this paper, the classification methods of linear discriminant analysis (LDA) and quadratic discriminant analysis (QDA) were applied in order to measure the classification and prediction abilities of the determined (percentages of the) components of the lipid fraction of wheat in differentiating among species, origins, varieties and crops. By univariate feature selection method (Fisher weights (FW)) and linear discriminant analysis, it was found that the only oleate is able to distinguish between the two species with a prediction rate of 100%. Inside the species Triticum durum, it was obtained a prediction rate of 83.9% while discriminating between the different origins, a prediction rate of 82.2% while discriminating among varieties and a prediction rate of 94.3% among crop years.
Keywords:Lipid wheat analysis   Principal component analysis   Classification methods
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