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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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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. |
format | Online Article Text |
id | pubmed-6151857 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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