Near-infrared hyperspectral imaging as a novel approach for T-2 and HT-2 toxins estimation in oat samples

被引:2
|
作者
Teixido-Orries, Irene [1 ]
Molino, Francisco [1 ]
Gatius, Ferran [2 ]
Sanchis, Vicente [1 ]
Marin, Sonia [1 ]
机构
[1] Univ Lleida, CERCA Ctr, Dept Food Technol Engn & Sci, Appl Mycol Unit,AGROTECNIO, Ave Rovira Roure 191, Lleida 25198, Spain
[2] Univ Lleida, Dept Chem, Ave Rovira Roure 191, Lleida 25198, Spain
关键词
T-2; toxin; HT-2; Near-infrared; Hyperspectral imaging; Oat; Cereal sorting; DEOXYNIVALENOL CONTAMINATION; SPECTROSCOPY; FOOD; PRODUCTS; KERNELS; QUALITY; GROWTH; WHEAT;
D O I
10.1016/j.foodcont.2023.109952
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Oat and oat-based products are expected to present the highest levels of some Fusarium mycotoxins, such as T-2 and HT-2 toxins. The content of these trichothecenes has been increasing in oats in the last few years. Moreover, oat and oat-based products consumption is expanding, so it is even more relevant to control their mycotoxin content at the reception of the food and feed companies. Near-infrared hyperspectral imaging (NIR-HSI) is considered a promising technique for determining mycotoxins in cereals because it is quicker, cheaper and more sustainable than conventional techniques. However, it has never been used to assess T-2 and HT-2 toxins content. In the present study, NIR-HSI has been applied in 119 oat naturally contaminated samples to quantify T-2+HT-2 toxins and classify samples according to the EU indicative level for unprocessed oats (1000 & mu;g/kg). Hyperspectral images were taken for unground and ground samples and the sum of T-2 and HT-2 toxins content was analysed by ELISA as the reference method. The data were pre-treated and analysed by multivariate tools, applying PLS regression for quantification and four classification models. The best-fitted T-2+HT-2 toxins prediction model was for unground samples and SNV plus 1st derivative pre-treatment (R2 = 0.64 and RMSECV = 157.80 & mu;g/kg). The correlation between the predicted and observed T-2+HT-2 toxins values was 0.80, and the most characteristic wavelengths were 1038, 1110 and 1393 nm. The maximum classification accuracy was 94.1% for whole and milled samples according to the EU indicative level. These findings suggest that T-2 and HT-2 toxins detection by NIR-HSI is possible in oat grains, even if further investigations are needed.
引用
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页数:11
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