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Evaluation of human breastmilk adulteration by combining Fourier transform infrared spectroscopy and partial least square modeling
A two‐step chemometric procedure was developed on the attenuated total reflection‐Fourier transform infrared data of human breastmilk to detect adulteration by water or cow milk. The samples, collected from a Milk Bank, were analyzed before and after adulteration with whole, skimmed, semi‐skimmed co...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6593478/ https://www.ncbi.nlm.nih.gov/pubmed/31289668 http://dx.doi.org/10.1002/fsn3.1067 |
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author | De Luca, Michele Ioele, Giuseppina Spatari, Claudia Caruso, Luisa Galasso, Maria P. Ragno, Gaetano |
author_facet | De Luca, Michele Ioele, Giuseppina Spatari, Claudia Caruso, Luisa Galasso, Maria P. Ragno, Gaetano |
author_sort | De Luca, Michele |
collection | PubMed |
description | A two‐step chemometric procedure was developed on the attenuated total reflection‐Fourier transform infrared data of human breastmilk to detect adulteration by water or cow milk. The samples, collected from a Milk Bank, were analyzed before and after adulteration with whole, skimmed, semi‐skimmed cow milk and water. A preliminary clustering via principal component analysis distinguished three classes: pure milk, milk adulterated with water, and milk adulterated with cow milk. A first partial least square‐discriminant analysis (PLS‐DA) classification model was built and then applied on new samples to identify the specific adulterants. The external validation on this model reached 100% of the correct identification of pure milk and 90% of the type of adulterants. In the following step, four PLS calibration models were built to quantify the amount of the adulterant detected in the classification analysis. The prediction performance of these models on new samples showed satisfactory parameters with root mean square error of prediction and percentage relative error lower than 1.38% and 3.31%, respectively. |
format | Online Article Text |
id | pubmed-6593478 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-65934782019-07-09 Evaluation of human breastmilk adulteration by combining Fourier transform infrared spectroscopy and partial least square modeling De Luca, Michele Ioele, Giuseppina Spatari, Claudia Caruso, Luisa Galasso, Maria P. Ragno, Gaetano Food Sci Nutr Original Research A two‐step chemometric procedure was developed on the attenuated total reflection‐Fourier transform infrared data of human breastmilk to detect adulteration by water or cow milk. The samples, collected from a Milk Bank, were analyzed before and after adulteration with whole, skimmed, semi‐skimmed cow milk and water. A preliminary clustering via principal component analysis distinguished three classes: pure milk, milk adulterated with water, and milk adulterated with cow milk. A first partial least square‐discriminant analysis (PLS‐DA) classification model was built and then applied on new samples to identify the specific adulterants. The external validation on this model reached 100% of the correct identification of pure milk and 90% of the type of adulterants. In the following step, four PLS calibration models were built to quantify the amount of the adulterant detected in the classification analysis. The prediction performance of these models on new samples showed satisfactory parameters with root mean square error of prediction and percentage relative error lower than 1.38% and 3.31%, respectively. John Wiley and Sons Inc. 2019-05-23 /pmc/articles/PMC6593478/ /pubmed/31289668 http://dx.doi.org/10.1002/fsn3.1067 Text en © 2019 The Authors. Food Science & Nutrition published by Wiley Periodicals, Inc. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Research De Luca, Michele Ioele, Giuseppina Spatari, Claudia Caruso, Luisa Galasso, Maria P. Ragno, Gaetano Evaluation of human breastmilk adulteration by combining Fourier transform infrared spectroscopy and partial least square modeling |
title | Evaluation of human breastmilk adulteration by combining Fourier transform infrared spectroscopy and partial least square modeling |
title_full | Evaluation of human breastmilk adulteration by combining Fourier transform infrared spectroscopy and partial least square modeling |
title_fullStr | Evaluation of human breastmilk adulteration by combining Fourier transform infrared spectroscopy and partial least square modeling |
title_full_unstemmed | Evaluation of human breastmilk adulteration by combining Fourier transform infrared spectroscopy and partial least square modeling |
title_short | Evaluation of human breastmilk adulteration by combining Fourier transform infrared spectroscopy and partial least square modeling |
title_sort | evaluation of human breastmilk adulteration by combining fourier transform infrared spectroscopy and partial least square modeling |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6593478/ https://www.ncbi.nlm.nih.gov/pubmed/31289668 http://dx.doi.org/10.1002/fsn3.1067 |
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