Determination of potential absorbance bands of fumonisin B1 in methanol with near infrared spectroscopy

被引:1
|
作者
Laubscher, Anja [1 ]
Rose, Lindy J. [2 ]
Williams, Paul J. [1 ,3 ]
机构
[1] Stellenbosch Univ, Dept Food Sci, Stellenbosch, South Africa
[2] Stellenbosch Univ, Dept Plant Pathol, Stellenbosch, South Africa
[3] Stellenbosch Univ, Dept Food Sci, Hammanshand & Helshoogte Rd, ZA-7602 Stellenbosch, South Africa
关键词
Chemometrics; FB1 absorbance bands; fumonisin B1; maize; mycotoxin detection; near infrared spectroscopy; variable selection; HUMAN ESOPHAGEAL CANCER; PARTIAL LEAST-SQUARES; FUSARIUM-MONILIFORME; VARIABLE SELECTION; CORN KERNELS; HIGH-RISK; MYCOTOXINS; MAIZE; CONTAMINATION; REFLECTANCE;
D O I
10.1177/09670335231183098
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
The contamination of maize, a major staple food in South Africa, with fumonisin B1 (FB1), has become a major food safety concern. The regulation of this mycotoxin is extremely important and requires efficient detection methods. Near infrared (NIR) spectroscopy has gained widespread interest as a rapid and non-destructive mycotoxin analysis method. The purpose of this study was, therefore, to determine the NIR absorbance bands of FB1. The spectra of 30 FB1 solutions, constituted in methanol, as well as 30 methanol-only samples were recorded in the spectral range of 1000-2500 nm (10,000 - 4000 cm(-1)). The data was pre-processed with multiplicative scatter correction (MSC) and a partial least squares discriminant analysis (PLS-DA) model was computed. The variable importance in projection (VIP) scores and selectivity ratio (SR) values were used for wavelength selection. A new PLS-DA model was computed with 454 chosen wavelengths and the regression vector of this model was investigated to further identify and remove irrelevant wavelengths. The final model was computed with 150 wavelengths and nine latent variables (LVs) and obtained a classification accuracy of 100% for both the calibration and external validation sets. By investigating the regression vector of the final PLS-DA model, potential FB1 absorbance bands were identified at 1446 nm, 1453 nm, 1891 nm, 2036 nm, 2046 nm, 2148 nm, 2224 nm, 2262 nm and 2273 nm. This study was therefore able to identify the previously unknown NIR absorbance bands of FB1 at 100 ppm.
引用
收藏
页码:211 / 223
页数:13
相关论文
共 50 条
  • [21] Formation of N-(carboxymethyl)fumonisin B1, following the reaction of fumonisin B1 with reducing sugars
    Howard, PC
    Churchwell, MI
    Couch, LH
    Marques, MM
    Doerge, DR
    JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 1998, 46 (09) : 3546 - 3557
  • [22] Purity Assessment of Fumonisin B1 by Quantitative 1H NMR Spectroscopy
    Yun, Suyeon
    Yoon, Jeongbin
    Kim, Byungjoo
    Ahn, Sangdoo
    Choi, Kihwan
    BULLETIN OF THE KOREAN CHEMICAL SOCIETY, 2020, 41 (04) : 413 - 417
  • [23] Interaction of Fumonisin B1, N-Palmitoyl-Fumonisin B1, 5-O-Palmitoyl-Fumonisin B1, and Fumonisin B4 Mycotoxins with Human Serum Albumin and Their Toxic Impacts on Zebrafish Embryos
    Csenki, Zsolt
    Bartok, Tibor
    Bock, Illes
    Horvath, Levente
    Lemli, Beata
    Zsido, Balazs Zoltan
    Angeli, Cserne
    Hetenyi, Csaba
    Szabo, Istvan
    Urbanyi, Bela
    Kovacs, Melinda
    Poor, Miklos
    BIOMOLECULES, 2023, 13 (05)
  • [24] Characteristic wavelengths optimization improved the predictive performance of near-infrared spectroscopy models for determination of aflatoxin B1 in maize
    Deng, Jihong
    Jiang, Hui
    Chen, Quansheng
    JOURNAL OF CEREAL SCIENCE, 2022, 105
  • [25] Determination of fumonisin B1 levels in body fluids and hair from piglets fed fumonisin B1-contaminated diets
    Souto, Pollyana C. M. C.
    Jager, Alessandra V.
    Tonin, Fernando G.
    Petta, Tania
    Di Gregorio, Mayra C.
    Cossalter, Anne-Marie
    Pinton, Philippe
    Oswald, Isabelle P.
    Rottinghaus, George E.
    Oliveira, Carlos A. F.
    FOOD AND CHEMICAL TOXICOLOGY, 2017, 108 : 1 - 9
  • [26] Impedimetric aptamer-based determination of the mold toxin fumonisin B1
    Xiujuan Chen
    Yukun Huang
    Xiaoyuan Ma
    Fei Jia
    Xiaofei Guo
    Zhouping Wang
    Microchimica Acta, 2015, 182 : 1709 - 1714
  • [27] Impedimetric aptamer-based determination of the mold toxin fumonisin B1
    Chen, Xiujuan
    Huang, Yukun
    Ma, Xiaoyuan
    Jia, Fei
    Guo, Xiaofei
    Wang, Zhouping
    MICROCHIMICA ACTA, 2015, 182 (9-10) : 1709 - 1714
  • [28] The determination of fumonisin B1 using non injection liposome immunoanalysis.
    Ho, JA
    Durst, RA
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1998, 215 : U29 - U29
  • [29] Near-infrared laser spectroscopy of TiS:: The b1Π-X3Δ transition
    Cheung, ASC
    Ran, Q
    Tam, WS
    Mok, DKW
    Yeung, PM
    JOURNAL OF MOLECULAR SPECTROSCOPY, 2000, 203 (01) : 96 - 104
  • [30] Preparation of reagents for the determination of fumonisin B1 by flow-injection immunoanalysis
    Ho, JAA
    Durst, RA
    ANALYTICA CHIMICA ACTA, 2000, 414 (1-2) : 51 - 60