Prediction of Deoxynivalenol Contamination in Wheat via Infrared Attenuated Total Reflection Spectroscopy and Multivariate Data Analysis

被引:3
作者
Fomina, Polina [1 ]
Femenias, Antoni [1 ]
Tafintseva, Valeria [2 ]
Freitag, Stephan [3 ]
Sulyok, Michael [3 ]
Aledda, Miriam [2 ]
Kohler, Achim [2 ]
Krska, Rudolf [3 ,4 ]
Mizaikoff, Boris [1 ,5 ]
机构
[1] Ulm Univ, Inst Analyt & Bioanalyt Chem, D-89075 Ulm, Germany
[2] Norwegian Univ Life Sci, Fac Sci & Technol, N-1432 As, Norway
[3] Univ Nat Resources & Life Sci, Inst Bioanalyt & Agrometabol, Dept Agrobiotechnol IFA Tulln, A-3430 Vienna, Austria
[4] Queens Univ Belfast, Inst Global Food Secur, Sch Biol Sci, Belfast BT9 5DL, North Ireland
[5] Hahn Schickard, D-89077 Ulm, Germany
来源
ACS FOOD SCIENCE & TECHNOLOGY | 2024年 / 4卷 / 04期
基金
欧盟地平线“2020”;
关键词
attenuated total reflection; ATR; infraredspectroscopy; Fourier transform infrared spectroscopy; FTIR; deoxynivalenol; DON; fungalinfection; mycotoxins; wheat; sparse partialdiscriminant least-squares analysis; SPLS-DA; PARTIAL LEAST-SQUARES; MIDINFRARED SPECTROSCOPY; CLIMATE-CHANGE; FUSARIUM FUNGI; MYCOTOXINS; FOOD; PEANUTS; SAFETY; MAIZE; FOCUS;
D O I
10.1021/acsfoodscitech.3c00674
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
The climate crisis further exacerbates the challenges for food production. For instance, the increasingly unpredictable growth of fungal species in the field can lead to an unprecedented high prevalence of several mycotoxins, including the most important toxic secondary metabolite produced by Fusarium spp., i.e., deoxynivalenol (DON). The presence of DON in crops may cause health problems in the population and livestock. Hence, there is a demand for advanced strategies facilitating the detection of DON contamination in cereal-based products. To address this need, we introduce infrared attenuated total reflection (IR-ATR) spectroscopy combined with advanced data modeling routines and optimized sample preparation protocols. In this study, we address the limited exploration of wheat commodities to date via IR-ATR spectroscopy. The focus of this study was optimizing the extraction protocol for wheat by testing various solvents aligned with a greener and more sustainable analytical approach. The employed chemometric method, i.e., sparse partial least-squares discriminant analysis, not only facilitated establishing robust classification models capable of discriminating between high vs low DON-contaminated samples adhering to the EU regulatory limit of 1250 mu g/kg but also provided valuable insights into the relevant parameters shaping these models.
引用
收藏
页码:895 / 904
页数:10
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