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Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants

A non-targeted detection method using near-infrared (NIR) spectroscopy combined with chemometric modeling was developed for the rapid screening of commercial milk powder (MP) products as authentic or potentially mixed with known and unknown adulterants. Two benchtop FT-NIR spectrometers and a handhe...

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Detalles Bibliográficos
Autores principales: Karunathilaka, Sanjeewa R., Yakes, Betsy Jean, He, Keqin, Chung, Jin Kyu, Mossoba, Magdi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6151857/
https://www.ncbi.nlm.nih.gov/pubmed/30258995
http://dx.doi.org/10.1016/j.heliyon.2018.e00806
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author Karunathilaka, Sanjeewa R.
Yakes, Betsy Jean
He, Keqin
Chung, Jin Kyu
Mossoba, Magdi
author_facet Karunathilaka, Sanjeewa R.
Yakes, Betsy Jean
He, Keqin
Chung, Jin Kyu
Mossoba, Magdi
author_sort Karunathilaka, Sanjeewa R.
collection PubMed
description A non-targeted detection method using near-infrared (NIR) spectroscopy combined with chemometric modeling was developed for the rapid screening of commercial milk powder (MP) products as authentic or potentially mixed with known and unknown adulterants. Two benchtop FT-NIR spectrometers and a handheld NIR device were evaluated for model development. The performance of SIMCA classification models was then validated using an independent test set of genuine MP samples and a set of gravimetrically prepared mixtures consisting of MPs spiked with each of eleven potential adulterants. Classification models yielded 100% sensitivities for the benchtop spectrometers. Better specificity, which was influenced by the nature of the adulterant, was obtained for the benchtop FT-NIR instruments than for the handheld NIR device, which suffered from lower spectral resolution and a narrower spectral range. FT-NIR spectroscopy and SIMCA classification models show promise for the rapid screening of commercial MPs for the detection of potential adulteration.
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spelling pubmed-61518572018-09-26 Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants Karunathilaka, Sanjeewa R. Yakes, Betsy Jean He, Keqin Chung, Jin Kyu Mossoba, Magdi Heliyon Article A non-targeted detection method using near-infrared (NIR) spectroscopy combined with chemometric modeling was developed for the rapid screening of commercial milk powder (MP) products as authentic or potentially mixed with known and unknown adulterants. Two benchtop FT-NIR spectrometers and a handheld NIR device were evaluated for model development. The performance of SIMCA classification models was then validated using an independent test set of genuine MP samples and a set of gravimetrically prepared mixtures consisting of MPs spiked with each of eleven potential adulterants. Classification models yielded 100% sensitivities for the benchtop spectrometers. Better specificity, which was influenced by the nature of the adulterant, was obtained for the benchtop FT-NIR instruments than for the handheld NIR device, which suffered from lower spectral resolution and a narrower spectral range. FT-NIR spectroscopy and SIMCA classification models show promise for the rapid screening of commercial MPs for the detection of potential adulteration. Elsevier 2018-09-21 /pmc/articles/PMC6151857/ /pubmed/30258995 http://dx.doi.org/10.1016/j.heliyon.2018.e00806 Text en http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Karunathilaka, Sanjeewa R.
Yakes, Betsy Jean
He, Keqin
Chung, Jin Kyu
Mossoba, Magdi
Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants
title Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants
title_full Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants
title_fullStr Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants
title_full_unstemmed Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants
title_short Non-targeted NIR spectroscopy and SIMCA classification for commercial milk powder authentication: A study using eleven potential adulterants
title_sort non-targeted nir spectroscopy and simca classification for commercial milk powder authentication: a study using eleven potential adulterants
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6151857/
https://www.ncbi.nlm.nih.gov/pubmed/30258995
http://dx.doi.org/10.1016/j.heliyon.2018.e00806
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