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Metabolite Fingerprinting Using (1)H-NMR Spectroscopy and Chemometrics for Classification of Three Curcuma Species from Different Origins
Curcuma longa, Curcuma xanthorrhiza, and Curcuma manga have been widely used for herbal or traditional medicine purposes. It was reported that turmeric plants provided several biological activities such as antioxidant, anti-inflammatory, hepatoprotector, cardioprotector, and anticancer activities. A...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8705923/ https://www.ncbi.nlm.nih.gov/pubmed/34946709 http://dx.doi.org/10.3390/molecules26247626 |
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author | Nurani, Laela Hayu Rohman, Abdul Windarsih, Anjar Guntarti, Any Riswanto, Florentinus Dika Octa Lukitaningsih, Endang Fadzillah, Nurrulhidayah Ahmad Rafi, Mohamad |
author_facet | Nurani, Laela Hayu Rohman, Abdul Windarsih, Anjar Guntarti, Any Riswanto, Florentinus Dika Octa Lukitaningsih, Endang Fadzillah, Nurrulhidayah Ahmad Rafi, Mohamad |
author_sort | Nurani, Laela Hayu |
collection | PubMed |
description | Curcuma longa, Curcuma xanthorrhiza, and Curcuma manga have been widely used for herbal or traditional medicine purposes. It was reported that turmeric plants provided several biological activities such as antioxidant, anti-inflammatory, hepatoprotector, cardioprotector, and anticancer activities. Authentication of the Curcuma species is important to ensure its authenticity and to avoid adulteration practices. Plants from different origins will have different metabolite compositions because metabolites are affected by soil nutrition, climate, temperature, and humidity. (1)H-NMR spectroscopy, principal component analysis (PCA), and orthogonal projections to latent structures-discriminant analysis (OPLS-DA) were used for authentication of C. longa, C. xanthorrhiza, and C. manga from seven different origins in Indonesia. From the (1)H-NMR analysis it was obtained that 14 metabolites were responsible for generating classification model such as curcumin, demethoxycurcumin, alanine, methionine, threonine, lysine, alpha-glucose, beta-glucose, sucrose, alpha-fructose, beta-fructose, fumaric acid, tyrosine, and formate. Both PCA and OPLS-DA model demonstrated goodness of fit (R(2) value more than 0.8) and good predictivity (Q(2) value more than 0.45). All OPLS-DA models were validated by assessing the permutation test results with high value of original R(2) and Q(2). It can be concluded that metabolite fingerprinting using (1)H-NMR spectroscopy and chemometrics provide a powerful tool for authentication of herbal and medicinal plants. |
format | Online Article Text |
id | pubmed-8705923 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87059232021-12-25 Metabolite Fingerprinting Using (1)H-NMR Spectroscopy and Chemometrics for Classification of Three Curcuma Species from Different Origins Nurani, Laela Hayu Rohman, Abdul Windarsih, Anjar Guntarti, Any Riswanto, Florentinus Dika Octa Lukitaningsih, Endang Fadzillah, Nurrulhidayah Ahmad Rafi, Mohamad Molecules Article Curcuma longa, Curcuma xanthorrhiza, and Curcuma manga have been widely used for herbal or traditional medicine purposes. It was reported that turmeric plants provided several biological activities such as antioxidant, anti-inflammatory, hepatoprotector, cardioprotector, and anticancer activities. Authentication of the Curcuma species is important to ensure its authenticity and to avoid adulteration practices. Plants from different origins will have different metabolite compositions because metabolites are affected by soil nutrition, climate, temperature, and humidity. (1)H-NMR spectroscopy, principal component analysis (PCA), and orthogonal projections to latent structures-discriminant analysis (OPLS-DA) were used for authentication of C. longa, C. xanthorrhiza, and C. manga from seven different origins in Indonesia. From the (1)H-NMR analysis it was obtained that 14 metabolites were responsible for generating classification model such as curcumin, demethoxycurcumin, alanine, methionine, threonine, lysine, alpha-glucose, beta-glucose, sucrose, alpha-fructose, beta-fructose, fumaric acid, tyrosine, and formate. Both PCA and OPLS-DA model demonstrated goodness of fit (R(2) value more than 0.8) and good predictivity (Q(2) value more than 0.45). All OPLS-DA models were validated by assessing the permutation test results with high value of original R(2) and Q(2). It can be concluded that metabolite fingerprinting using (1)H-NMR spectroscopy and chemometrics provide a powerful tool for authentication of herbal and medicinal plants. MDPI 2021-12-16 /pmc/articles/PMC8705923/ /pubmed/34946709 http://dx.doi.org/10.3390/molecules26247626 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Nurani, Laela Hayu Rohman, Abdul Windarsih, Anjar Guntarti, Any Riswanto, Florentinus Dika Octa Lukitaningsih, Endang Fadzillah, Nurrulhidayah Ahmad Rafi, Mohamad Metabolite Fingerprinting Using (1)H-NMR Spectroscopy and Chemometrics for Classification of Three Curcuma Species from Different Origins |
title | Metabolite Fingerprinting Using (1)H-NMR Spectroscopy and Chemometrics for Classification of Three Curcuma Species from Different Origins |
title_full | Metabolite Fingerprinting Using (1)H-NMR Spectroscopy and Chemometrics for Classification of Three Curcuma Species from Different Origins |
title_fullStr | Metabolite Fingerprinting Using (1)H-NMR Spectroscopy and Chemometrics for Classification of Three Curcuma Species from Different Origins |
title_full_unstemmed | Metabolite Fingerprinting Using (1)H-NMR Spectroscopy and Chemometrics for Classification of Three Curcuma Species from Different Origins |
title_short | Metabolite Fingerprinting Using (1)H-NMR Spectroscopy and Chemometrics for Classification of Three Curcuma Species from Different Origins |
title_sort | metabolite fingerprinting using (1)h-nmr spectroscopy and chemometrics for classification of three curcuma species from different origins |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8705923/ https://www.ncbi.nlm.nih.gov/pubmed/34946709 http://dx.doi.org/10.3390/molecules26247626 |
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