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spelling paper:paper_14248220_v12_n9_p12220_HildingOhlsson2023-06-08T16:13:59Z Voltamperometric discrimination of urea and melamine adulterated skimmed milk powder Fauerbach, Jonathan Arturo Sacco, Natalia Jimena Bonetto, Marìa Celina Cortón, Eduardo F-PCA KNN Milk adulteration Rapid screening methods Voltammetry F-PCA Functional principal component analysis KNN Milk adulterations Rapid screening Screening methods Significant differences Voltammetric data Cyclic voltammetry Metabolism Principal component analysis Voltammetry Urea melamine triazine derivative urea animal article chemistry dairy product f-PCA food contamination KNN methodology milk milk adulteration potentiometry powder principal component analysis rapid screening methods f-PCA KNN milk adulteration rapid screening methods voltammetry Animals Dairy Products Food Contamination Milk Powders Principal Component Analysis Triazines Urea Nitrogen compounds like urea and melamine are known to be commonly used for milk adulteration resulting in undesired intoxication; a well-known example is the Chinese episode occurred in 2008. The development of a rapid, reliable and economic test is of relevance in order to improve adulterated milk identification. Cyclic voltammetry studies using an Au working electrode were performed on adulterated and non-adulterated milk samples from different independent manufacturers. Voltammetric data and their first derivative were subjected to functional principal component analysis (f-PCA) and correctly classified by the KNN classifier. The adulterated and non-adulterated milk samples showed significant differences. Best results of prediction were obtained with first derivative data. Detection limits in milk samples adulterated with 1% of its total nitrogen derived from melamine or urea were as low as 85.0 mg·L-1 and 121.4 mg·L-1, respectively. We present this method as a fast and robust screening method for milk adulteration analysis and prevention of food intoxication. © 2012 by the authors; licensee MDPI, Basel, Switzerland. Fil:Fauerbach, J.A. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:Sacco, N.J. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:Bonetto, M.C. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. Fil:Cortón, E. Universidad de Buenos Aires. Facultad de Ciencias Exactas y Naturales; Argentina. 2012 https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_14248220_v12_n9_p12220_HildingOhlsson http://hdl.handle.net/20.500.12110/paper_14248220_v12_n9_p12220_HildingOhlsson
institution Universidad de Buenos Aires
institution_str I-28
repository_str R-134
collection Biblioteca Digital - Facultad de Ciencias Exactas y Naturales (UBA)
topic F-PCA
KNN
Milk adulteration
Rapid screening methods
Voltammetry
F-PCA
Functional principal component analysis
KNN
Milk adulterations
Rapid screening
Screening methods
Significant differences
Voltammetric data
Cyclic voltammetry
Metabolism
Principal component analysis
Voltammetry
Urea
melamine
triazine derivative
urea
animal
article
chemistry
dairy product
f-PCA
food contamination
KNN
methodology
milk
milk adulteration
potentiometry
powder
principal component analysis
rapid screening methods
f-PCA
KNN
milk adulteration
rapid screening methods
voltammetry
Animals
Dairy Products
Food Contamination
Milk
Powders
Principal Component Analysis
Triazines
Urea
spellingShingle F-PCA
KNN
Milk adulteration
Rapid screening methods
Voltammetry
F-PCA
Functional principal component analysis
KNN
Milk adulterations
Rapid screening
Screening methods
Significant differences
Voltammetric data
Cyclic voltammetry
Metabolism
Principal component analysis
Voltammetry
Urea
melamine
triazine derivative
urea
animal
article
chemistry
dairy product
f-PCA
food contamination
KNN
methodology
milk
milk adulteration
potentiometry
powder
principal component analysis
rapid screening methods
f-PCA
KNN
milk adulteration
rapid screening methods
voltammetry
Animals
Dairy Products
Food Contamination
Milk
Powders
Principal Component Analysis
Triazines
Urea
Fauerbach, Jonathan Arturo
Sacco, Natalia Jimena
Bonetto, Marìa Celina
Cortón, Eduardo
Voltamperometric discrimination of urea and melamine adulterated skimmed milk powder
topic_facet F-PCA
KNN
Milk adulteration
Rapid screening methods
Voltammetry
F-PCA
Functional principal component analysis
KNN
Milk adulterations
Rapid screening
Screening methods
Significant differences
Voltammetric data
Cyclic voltammetry
Metabolism
Principal component analysis
Voltammetry
Urea
melamine
triazine derivative
urea
animal
article
chemistry
dairy product
f-PCA
food contamination
KNN
methodology
milk
milk adulteration
potentiometry
powder
principal component analysis
rapid screening methods
f-PCA
KNN
milk adulteration
rapid screening methods
voltammetry
Animals
Dairy Products
Food Contamination
Milk
Powders
Principal Component Analysis
Triazines
Urea
description Nitrogen compounds like urea and melamine are known to be commonly used for milk adulteration resulting in undesired intoxication; a well-known example is the Chinese episode occurred in 2008. The development of a rapid, reliable and economic test is of relevance in order to improve adulterated milk identification. Cyclic voltammetry studies using an Au working electrode were performed on adulterated and non-adulterated milk samples from different independent manufacturers. Voltammetric data and their first derivative were subjected to functional principal component analysis (f-PCA) and correctly classified by the KNN classifier. The adulterated and non-adulterated milk samples showed significant differences. Best results of prediction were obtained with first derivative data. Detection limits in milk samples adulterated with 1% of its total nitrogen derived from melamine or urea were as low as 85.0 mg·L-1 and 121.4 mg·L-1, respectively. We present this method as a fast and robust screening method for milk adulteration analysis and prevention of food intoxication. © 2012 by the authors; licensee MDPI, Basel, Switzerland.
author Fauerbach, Jonathan Arturo
Sacco, Natalia Jimena
Bonetto, Marìa Celina
Cortón, Eduardo
author_facet Fauerbach, Jonathan Arturo
Sacco, Natalia Jimena
Bonetto, Marìa Celina
Cortón, Eduardo
author_sort Fauerbach, Jonathan Arturo
title Voltamperometric discrimination of urea and melamine adulterated skimmed milk powder
title_short Voltamperometric discrimination of urea and melamine adulterated skimmed milk powder
title_full Voltamperometric discrimination of urea and melamine adulterated skimmed milk powder
title_fullStr Voltamperometric discrimination of urea and melamine adulterated skimmed milk powder
title_full_unstemmed Voltamperometric discrimination of urea and melamine adulterated skimmed milk powder
title_sort voltamperometric discrimination of urea and melamine adulterated skimmed milk powder
publishDate 2012
url https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_14248220_v12_n9_p12220_HildingOhlsson
http://hdl.handle.net/20.500.12110/paper_14248220_v12_n9_p12220_HildingOhlsson
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AT sacconataliajimena voltamperometricdiscriminationofureaandmelamineadulteratedskimmedmilkpowder
AT bonettomariacelina voltamperometricdiscriminationofureaandmelamineadulteratedskimmedmilkpowder
AT cortoneduardo voltamperometricdiscriminationofureaandmelamineadulteratedskimmedmilkpowder
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