FT-NIR spectroscopy for rapid analysis of deoxynivalenol in wheat and wheat bran
Abstract
Deoxynivalenol (DON) is a mycotoxin mainly produced by several Fusarium species occurring in cereals andderived products. Rapid, robust and inexpensive methods using Fourier-Transform-Near Infrared (FT-NIR)spectroscopy have been recently developed at ISPA-CNR to predict DON levels in durum wheat. LinearDiscriminant Analysis (LDA) models were developed based on different cut-off limits (i.e. 1000, 1200 and1400 ?g/kg DON) that were set at levels lower than the EC maximum limit for DON in unprocessed durumwheat (i.e. 1750 ?g/kg). The overall classification rates of models were 89-91% with false compliant valuesof 3-7%. Model using a cut-off of 1400 ?g/kg fulfilled the requirement of the European official guidelinesfor screening methods. Partial Least-Squares (PLS) regression analysis was also used to determine DONcontent in wheat samples in the range of <50-6000 ?g/kg (as determined by a reference HPLC method). Themodel displayed good regression quality with a root mean square error (RMSE) of prediction of 868 ?g/kg.The feasibility of using FT-NIR spectroscopy was also investigated to rapidly predict DON in durum wheatbran at levels up to 1600 ?g/kg by both LDA and PLS analysis. The LDA model used a cut-off value of 400?g/kg that was lower than the EC maximum limit for DON in bran (i.e. 750 ?g/kg) and displayed aclassification rate of 80% with 5% of false compliant samples. Good performance results were also obtainedby applying the PLS statistical model, confirming a good fit between HPLC and FT-NIR data in the testedrange with an RMSE of cross-validation of 191 ?g/kg.These findings confirmed the suitability of FT-NIR to rapidly screen a large number of wheat samples forDON contamination and to verify the compliance with EU regulation.
Autore Pugliese
Tutti gli autori
-
De Girolamo A.; Lippolis V.; Cervellieri S.; Bernardi N.; Pascale M.
Titolo volume/Rivista
Non Disponibile
Anno di pubblicazione
2014
ISSN
Non Disponibile
ISBN
Non Disponibile
Numero di citazioni Wos
Nessuna citazione
Ultimo Aggiornamento Citazioni
Non Disponibile
Numero di citazioni Scopus
Non Disponibile
Ultimo Aggiornamento Citazioni
Non Disponibile
Settori ERC
Non Disponibile
Codici ASJC
Non Disponibile
Condividi questo sito sui social