NIR spectroscopy and chemometric tools to identify high content of deoxynivalenol in barley

被引:27
作者
Carames, Elem Tamirys dos Santos [1 ]
Piacentini, Karim C. [1 ]
Alves, Lucas Teixeira [1 ]
Pallone, Juliana Azevedo Lima [1 ]
Rocha, Liliana de Oliveira [1 ]
机构
[1] Univ Estadual Campinas, Sch Food Engn, Dept Food Sci, Sao Paulo, Brazil
来源
FOOD ADDITIVES AND CONTAMINANTS PART A-CHEMISTRY ANALYSIS CONTROL EXPOSURE & RISK ASSESSMENT | 2020年 / 37卷 / 09期
基金
巴西圣保罗研究基金会;
关键词
DON; FT-NIR; near infrared; mycotoxin; chemometrics; NEAR-INFRARED NIR; VARIABLE SELECTION; INHIBITION; FUMONISINS;
D O I
10.1080/19440049.2020.1778189
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
Deoxynivalenol (DON) is one of the mycotoxins produced mainly by theFusarium graminearumspecies complex in small grain cereals, including barley. This toxin can cause alimentary disorders, immune function depression and gastroenteritis. The negative health effects associated with DON coupled to the increasing concern about green and rapid methods of analysis motivated this study. In this context, near infrared (NIR) spectroscopy data were applied for exploratory analysis to distinguish barley with high and low levels of DON contamination (> or <1250 mu g/kg according to the European Union threshold), by Partial Least Squares-Discriminant Analysis (PLS-DA), and to verify the performance of Partial Least Squares-Regression (PLS-R) to predict DON concentration in barley samples. Maximum values of specificity and sensitivity were achieved in the calibration set; 90.9% and 81.9% were observed in the cross-validation set for the PLS-DA classification model. PLS-R quantification of DON in barley presented low values of error (RMSEC = 101.94 mu g/kg and RMSEP = 160.76 mu g/kg). Thus, we found that NIR in combination with adequate chemometric tools could be applied as a green technique to monitor DON contamination in barley.
引用
收藏
页码:1542 / 1552
页数:11
相关论文
共 38 条
[1]   Genes, gene clusters, and biosynthesis of trichothecenes and fumonisins in Fusarium [J].
Alexander, Nancy J. ;
Proctor, Robert H. ;
McCormick, Susan P. .
TOXIN REVIEWS, 2009, 28 (2-3) :198-215
[2]   The successive projections algorithm for variable selection in spectroscopic multicomponent analysis [J].
Araújo, MCU ;
Saldanha, TCB ;
Galvao, RKH ;
Yoneyama, T ;
Chame, HC ;
Visani, V .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2001, 57 (02) :65-73
[3]   Identification of fiber added to semolina by near infrared (NIR) spectral techniques [J].
Badaro, Amanda Teixeira ;
Morimitsu, Fernanda Lie ;
Ferreira, Amanda Rios ;
Pedrosa Silva Clerici, Maria Teresa ;
Barbin, Douglas Fernandes .
FOOD CHEMISTRY, 2019, 289 :195-203
[4]   Pathway of deoxynivalenol-induced apoptosis in human colon carcinoma cells [J].
Bensassi, Fatma ;
El Golli-Bennour, Emna ;
Abid-Essefi, Salwa ;
Bouaziz, Chayma ;
Hajlaoui, Mohamed Rabeh ;
Bacha, Hassen .
TOXICOLOGY, 2009, 264 (1-2) :104-109
[5]   Determination of seventeen mycotoxins in barley and malt in the Czech Republic [J].
Bolechova, Martina ;
Benesova, Karolina ;
Belakova, Sylvie ;
Caslavsky, Josef ;
Pospichalova, Marketa ;
Mikulikova, Renata .
FOOD CONTROL, 2015, 47 :108-113
[6]  
Brazil, 2017, LIM MAX TOL MIC DEOX
[7]   Quality control of cashew apple and guava nectar by near infrared spectroscopy [J].
Carames, Elem T. S. ;
Alamar, Priscila D. ;
Poppi, Ronei J. ;
Lima Pallone, Juliana A. .
JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2017, 56 :41-46
[8]   The Fusarium graminearum genome reveals a link between localized polymorphism and pathogen specialization [J].
Cuomo, Christina A. ;
Gueldener, Ulrich ;
Xu, Jin-Rong ;
Trail, Frances ;
Turgeon, B. Gillian ;
Di Pietro, Antonio ;
Walton, Jonathan D. ;
Ma, Li-Jun ;
Baker, Scott E. ;
Rep, Martijn ;
Adam, Gerhard ;
Antoniw, John ;
Baldwin, Thomas ;
Calvo, Sarah ;
Chang, Yueh-Long ;
DeCaprio, David ;
Gale, Liane R. ;
Gnerre, Sante ;
Goswami, Rubella S. ;
Hammond-Kosack, Kim ;
Harris, Linda J. ;
Hilburn, Karen ;
Kennell, John C. ;
Kroken, Scott ;
Magnuson, Jon K. ;
Mannhaupt, Gertrud ;
Mauceli, Evan ;
Mewes, Hans-Werner ;
Mitterbauer, Rudolf ;
Muehlbauer, Gary ;
Muensterkoetter, Martin ;
Nelson, David ;
O'Donnell, Kerry ;
Ouellet, Thérèse ;
Qi, Weihong ;
Quesneville, Hadi ;
Roncero, M. Isabel G. ;
Seong, Kye-Yong ;
Tetko, Igor V. ;
Urban, Martin ;
Waalwijk, Cees ;
Ward, Todd J. ;
Yao, Jiqiang ;
Birren, Bruce W. ;
Kistler, H. Corby .
SCIENCE, 2007, 317 (5843) :1400-1402
[9]   Vibrational spectroscopy and chemometrics tools for authenticity and improvement the safety control in goat milk [J].
da Paixao Teixeira, Jose Luan ;
dos Santos Carames, Elem Tamirys ;
Baptista, Debora Parra ;
Gigante, Mirna Lucia ;
Lima Pallone, Juliana Azevedo .
FOOD CONTROL, 2020, 112
[10]   Fourier transform near-infrared and mid-infrared spectroscopy as efficient tools for rapid screening of deoxynivalenol contamination in wheat bran [J].
De Girolamo, Annalisa ;
Cervellieri, Salvatore ;
Cortese, Marina ;
Porricelli, Anna Chiara Raffaella ;
Pascale, Michelangelo ;
Longobardi, Francesco ;
von Holst, Christoph ;
Ciaccheri, Leonardo ;
Lippolis, Vincenzo .
JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE, 2019, 99 (04) :1946-1953