Literature DB >> 33412558

Multivariate method for prediction of fumonisins B1 and B2 and zearalenone in Brazilian maize using Near Infrared Spectroscopy (NIR).

Denize Tyska1, Adriano Olnei Mallmann2, Juliano Kobs Vidal1, Carlos Alberto Araújo de Almeida1, Luciane Tourem Gressler3, Carlos Augusto Mallmann1.   

Abstract

Fumonisins (FBs) and zearalenone (ZEN) are mycotoxins which occur naturally in grains and cereals, especially maize, causing negative effects on animals and humans. Along with the need for constant monitoring, there is a growing demand for rapid, non-destructive methods. Among these, Near Infrared Spectroscopy (NIR) has made great headway for being an easy-to-use technology. NIR was applied in the present research to quantify the contamination level of total FBs, i.e., fumonisin B1+fumonisin B2 (FB1+FB2), and ZEN in Brazilian maize. From a total of six hundred and seventy-six samples, 236 were analyzed for FBs and 440 for ZEN. Three regression models were defined: one with 18 principal components (PCs) for FB1, one with 10 PCs for FB2, and one with 7 PCs for ZEN. Partial least square regression algorithm with full cross-validation was applied as internal validation. External validation was performed with 200 unknown samples (100 for FBs and 100 for ZEN). Correlation coefficient (R), determination coefficient (R2), root mean square error of prediction (RMSEP), standard error of prediction (SEP) and residual prediction deviation (RPD) for FBs and ZEN were, respectively: 0.809 and 0.991; 0.899 and 0.984; 659 and 69.4; 682 and 69.8; and 3.33 and 2.71. No significant difference was observed between predicted values using NIR and reference values obtained by Liquid Chromatography Coupled to Tandem Mass Spectrometry (LC-MS/MS), thus indicating the suitability of NIR to rapidly analyze a large numbers of maize samples for FBs and ZEN contamination. The external validation confirmed a fair potential of the model in predicting FB1+FB2 and ZEN concentration. This is the first study providing scientific knowledge on the determination of FBs and ZEN in Brazilian maize samples using NIR, which is confirmed as a reliable alternative methodology for the analysis of such toxins.

Entities:  

Year:  2021        PMID: 33412558      PMCID: PMC7790530          DOI: 10.1371/journal.pone.0244957

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  39 in total

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Journal:  Food Addit Contam       Date:  2001-11

Review 2.  Fusarium mycotoxins: effects on reproductive function in domestic animals--a review.

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Journal:  Theriogenology       Date:  2013-08-02       Impact factor: 2.740

Review 3.  Worldwide Occurrence of Mycotoxins in Cereals and Cereal-Derived Food Products: Public Health Perspectives of Their Co-occurrence.

Authors:  Hyun Jung Lee; Dojin Ryu
Journal:  J Agric Food Chem       Date:  2017-01-09       Impact factor: 5.279

Review 4.  Risk assessment of the mycotoxin zearalenone.

Authors:  T Kuiper-Goodman; P M Scott; H Watanabe
Journal:  Regul Toxicol Pharmacol       Date:  1987-09       Impact factor: 3.271

5.  Worldwide contamination of food-crops with mycotoxins: Validity of the widely cited 'FAO estimate' of 25.

Authors:  Mari Eskola; Gregor Kos; Christopher T Elliott; Jana Hajšlová; Sultan Mayar; Rudolf Krska
Journal:  Crit Rev Food Sci Nutr       Date:  2019-09-03       Impact factor: 11.176

Review 6.  Recent research on fumonisins: a review.

Authors:  P M Scott
Journal:  Food Addit Contam Part A Chem Anal Control Expo Risk Assess       Date:  2011-07-12

7.  A novel chemometric classification for FTIR spectra of mycotoxin-contaminated maize and peanuts at regulatory limits.

Authors:  Gregor Kos; Markus Sieger; David McMullin; Celine Zahradnik; Michael Sulyok; Tuba Öner; Boris Mizaikoff; Rudolf Krska
Journal:  Food Addit Contam Part A Chem Anal Control Expo Risk Assess       Date:  2016-08-16

8.  Exposure to fumonisins and the occurrence of neural tube defects along the Texas-Mexico border.

Authors:  Stacey A Missmer; Lucina Suarez; Marilyn Felkner; Elaine Wang; Alfred H Merrill; Kenneth J Rothman; Katherine A Hendricks
Journal:  Environ Health Perspect       Date:  2006-02       Impact factor: 9.031

9.  Zearalenone and reproductive function in farm animals.

Authors:  Fiorenza Minervini; Maria Elena Dell'Aquila
Journal:  Int J Mol Sci       Date:  2008-12-11       Impact factor: 6.208

10.  Current challenges in the diagnosis of zearalenone toxicosis as illustrated by a field case of hyperestrogenism in suckling piglets.

Authors:  Isabel Hennig-Pauka; Franz-Josef Koch; Simone Schaumberger; Bettina Woechtl; Johannes Novak; Michael Sulyok; Veronika Nagl
Journal:  Porcine Health Manag       Date:  2018-09-12
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  2 in total

1.  A Preliminary Study to Classify Corn Silage for High or Low Mycotoxin Contamination by Using near Infrared Spectroscopy.

Authors:  Francesca Ghilardelli; Mario Barbato; Antonio Gallo
Journal:  Toxins (Basel)       Date:  2022-05-03       Impact factor: 5.075

Review 2.  Research Progress of Applying Infrared Spectroscopy Technology for Detection of Toxic and Harmful Substances in Food.

Authors:  Wenliang Qi; Yanlong Tian; Daoli Lu; Bin Chen
Journal:  Foods       Date:  2022-03-23
  2 in total

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