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Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics
Ginger powder (GP) is a popular spice in the world. Duo to its nutritional value, GP is regarded as an attractive target for adulteration, which is not easily detected. In this study, chromaticity analysis and Fourier transform near-infrared (FT-NIR) spectroscopy combined with chemometrics were deve...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9532869/ https://www.ncbi.nlm.nih.gov/pubmed/36211746 http://dx.doi.org/10.1016/j.fochx.2022.100450 |
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author | Yu, Dai-xin Guo, Sheng Zhang, Xia Yan, Hui Zhang, Zhen-yu Chen, Xin Chen, Jiang-yan Jin, Shan-jie Yang, Jian Duan, Jin-ao |
author_facet | Yu, Dai-xin Guo, Sheng Zhang, Xia Yan, Hui Zhang, Zhen-yu Chen, Xin Chen, Jiang-yan Jin, Shan-jie Yang, Jian Duan, Jin-ao |
author_sort | Yu, Dai-xin |
collection | PubMed |
description | Ginger powder (GP) is a popular spice in the world. Duo to its nutritional value, GP is regarded as an attractive target for adulteration, which is not easily detected. In this study, chromaticity analysis and Fourier transform near-infrared (FT-NIR) spectroscopy combined with chemometrics were developed to identify and quantify of GP and its adulterants. The result showed that GPs and adulterated GPs cannot be completely distinguished by chromaticity analysis. While, the optimized NIR spectra could accurately distinguish the authentic GPs from those adulterated samples. Random forest and gradient boosting algorithms exhibited the highest accuracies (100%) in classification. Moreover, a quantitative model was successfully established to predict the adulteration level in GP. The optimal parameters of prediction to deviation were 8.92, 13.68, 14.61, and 4.30, for pure and adulterated GPs. Overall, FT-NIR spectroscopy is a promising tool, which can quickly identify potential adulteration in GP and track the types of adulterants. |
format | Online Article Text |
id | pubmed-9532869 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-95328692022-10-06 Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics Yu, Dai-xin Guo, Sheng Zhang, Xia Yan, Hui Zhang, Zhen-yu Chen, Xin Chen, Jiang-yan Jin, Shan-jie Yang, Jian Duan, Jin-ao Food Chem X Research Article Ginger powder (GP) is a popular spice in the world. Duo to its nutritional value, GP is regarded as an attractive target for adulteration, which is not easily detected. In this study, chromaticity analysis and Fourier transform near-infrared (FT-NIR) spectroscopy combined with chemometrics were developed to identify and quantify of GP and its adulterants. The result showed that GPs and adulterated GPs cannot be completely distinguished by chromaticity analysis. While, the optimized NIR spectra could accurately distinguish the authentic GPs from those adulterated samples. Random forest and gradient boosting algorithms exhibited the highest accuracies (100%) in classification. Moreover, a quantitative model was successfully established to predict the adulteration level in GP. The optimal parameters of prediction to deviation were 8.92, 13.68, 14.61, and 4.30, for pure and adulterated GPs. Overall, FT-NIR spectroscopy is a promising tool, which can quickly identify potential adulteration in GP and track the types of adulterants. Elsevier 2022-09-17 /pmc/articles/PMC9532869/ /pubmed/36211746 http://dx.doi.org/10.1016/j.fochx.2022.100450 Text en © 2022 The Author(s) https://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 | Research Article Yu, Dai-xin Guo, Sheng Zhang, Xia Yan, Hui Zhang, Zhen-yu Chen, Xin Chen, Jiang-yan Jin, Shan-jie Yang, Jian Duan, Jin-ao Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics |
title | Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics |
title_full | Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics |
title_fullStr | Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics |
title_full_unstemmed | Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics |
title_short | Rapid detection of adulteration in powder of ginger (Zingiber officinale Roscoe) by FT-NIR spectroscopy combined with chemometrics |
title_sort | rapid detection of adulteration in powder of ginger (zingiber officinale roscoe) by ft-nir spectroscopy combined with chemometrics |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9532869/ https://www.ncbi.nlm.nih.gov/pubmed/36211746 http://dx.doi.org/10.1016/j.fochx.2022.100450 |
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