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
收藏
页数:11
相关论文
共 50 条
  • [21] Distribution of T-2 and HT-2 Toxins in Milling Fractions of Durum Wheat
    Pascale, Michelangelo
    Haidukowski, Miriam
    Lattanzio, Veronica Maria Teresa
    Silvestri, Marco
    Ranieri, Roberto
    Visconti, Angelo
    JOURNAL OF FOOD PROTECTION, 2011, 74 (10) : 1700 - 1707
  • [22] Enzymatic hydrolysis of T-2 toxin for the quantitative determination of total T-2 and HT-2 toxins in cereals
    Lattanzio, Veronica M. T.
    Solfrizzo, Michele
    Visconti, Angelo
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2009, 395 (05) : 1325 - 1334
  • [23] A rapid fluorescence polarization immunoassay for the determination of T-2 and HT-2 toxins in wheat
    Vincenzo Lippolis
    Michelangelo Pascale
    Stefania Valenzano
    Valeria Pluchinotta
    Sabine Baumgartner
    Rudolf Krska
    Angelo Visconti
    Analytical and Bioanalytical Chemistry, 2011, 401 : 2561 - 2571
  • [24] Fluorescence Polarization Immunoassay for the Determination of T-2 and HT-2 Toxins and Their Glucosides in Wheat
    Lippolis, Vincenzo
    Porricelli, Anna C. R.
    Mancini, Erminia
    Ciasca, Biancamaria
    Lattanzio, Veronica M. T.
    De Girolamo, Annalisa
    Maragos, Chris M.
    McCormick, Susan
    Li, Peiwu
    Logrieco, Antonio F.
    Pascale, Michelangelo
    TOXINS, 2019, 11 (07)
  • [25] A rapid fluorescence polarization immunoassay for the determination of T-2 and HT-2 toxins in wheat
    Lippolis, Vincenzo
    Pascale, Michelangelo
    Valenzano, Stefania
    Pluchinotta, Valeria
    Baumgartner, Sabine
    Krska, Rudolf
    Visconti, Angelo
    ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2011, 401 (08) : 2561 - 2571
  • [26] Rapid immunochemical tests for qualitative and quantitative determination of T-2 and HT-2 toxins
    Goftman, V. V.
    Beloglazova, N. V.
    Ediage, E. Njumbe
    De Saeger, S.
    Dietrich, R.
    Maertlbauer, E.
    Goryacheva, I. Yu.
    ANALYTICAL METHODS, 2012, 4 (12) : 4244 - 4249
  • [27] Occurrence of Fusarium langsethiae and T-2 and HT-2 Toxins in Italian Malting Barley
    Morcia, Caterina
    Tumino, Giorgio
    Ghizzoni, Roberta
    Badeck, Franz W.
    Lattanzio, Veronica M. T.
    Pascale, Michelangelo
    Terzi, Valeria
    TOXINS, 2016, 8 (08):
  • [28] Comparative Performance of Rapid Diagnostics for the Detection of T-2 and HT-2 Toxins in Oats
    Meneely, Julie
    Greer, Brett
    Kolawole, Oluwatobi
    He, Qiqi
    Elliott, Christopher
    MOLECULES, 2023, 28 (18):
  • [29] Comparison of Apoptosis and Autophagy in Human Chondrocytes Induced by the T-2 and HT-2 Toxins
    Yu, Fang-Fang
    Lin, Xia-Lu
    Wang, Xi
    Ping, Zhi-Guang
    Guo, Xiong
    TOXINS, 2019, 11 (05):
  • [30] Fusarium langsethiae - a HT-2 and T-2 Toxins Producer that Needs More Attention
    Imathiu, Samuel M.
    Edwards, Simon G.
    Ray, Rumiana V.
    Back, Matthew A.
    JOURNAL OF PHYTOPATHOLOGY, 2013, 161 (01) : 1 - 10