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Guo KX, Li YF, Tang H, Wei HY, Zeng W, Yang XC, Luo Y, Ke XH. Comparative analysis and evaluation of wild and cultivated Radix Fici Simplicissimae using an UHPLC-Q-Orbitrap mass spectrometry-based metabolomics approach. Sci Rep 2024; 14:7421. [PMID: 38548824 PMCID: PMC10978936 DOI: 10.1038/s41598-024-58078-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 03/25/2024] [Indexed: 04/01/2024] Open
Abstract
Radix Fici Simplicissimae (RFS) is widely studied, and is in demand for its value in medicines and food products, with increased scientific focus on its cultivation and breeding. We used ultra-high-performance liquid chromatography quadrupole-orbitrap mass spectrometry-based metabolomics to elucidate the similarities and differences in phytochemical compositions of wild Radix Fici Simplicissimae (WRFS) and cultivated Radix Fici Simplicissimae (CRFS). Untargeted metabolomic analysis was performed with multivariate statistical analysis and heat maps to identify the differences. Eighty one compounds were identified from WRFS and CRFS samples. Principal component analysis and orthogonal partial least squares discrimination analysis indicated that mass spectrometry could effectively distinguish WRFS from CRFS. Among these, 17 potential biomarkers with high metabolic contents could distinguish between the two varieties, including seven phenylpropanoids, three flavonoids, one flavonol, one alkaloid, one glycoside, and four organic acids. Notably, psoralen, apigenin, and bergapten, essential metabolites that play a substantial pharmacological role in RFS, are upregulated in WRFS. WRFS and CRFS are rich in phytochemicals and are similar in terms of the compounds they contain. These findings highlight the effects of different growth environments and drug varieties on secondary metabolite compositions and provide support for targeted breeding for improved CRFS varieties.
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Affiliation(s)
- Kai-Xin Guo
- Guangzhou University of Chinese Medicine, Guangzhou, 510405, China
| | - Yan-Fang Li
- Guangzhou University of Chinese Medicine, Guangzhou, 510405, China
| | - Hui Tang
- Guangzhou University of Chinese Medicine, Guangzhou, 510405, China
| | - Hao-Yang Wei
- Guangzhou University of Chinese Medicine, Guangzhou, 510405, China
| | - Wei Zeng
- Guangzhou University of Chinese Medicine, Guangzhou, 510405, China
| | - Xiao-Cui Yang
- Qingyuan Traditional Chinese Medicine Hospital, Qingyuan, 511500, China
| | - Yan Luo
- Guangzhou University of Chinese Medicine, Guangzhou, 510405, China.
| | - Xue-Hong Ke
- Guangzhou University of Chinese Medicine, Guangzhou, 510405, China.
- Experimental Center, The First Hospital Affiliated to Guangzhou University of Chinese Medicine, Guangzhou University of Chinese Medicine, Jichang Road No. 16, Guangzhou, 510405, China.
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Fuentes CA, Öztop MH, Rojas-Rioseco M, Bravo M, Göksu AÖ, Manley M, Castillo RDP. Application of segmented analysis via multivariate curve resolution with alternating least squares to 1H-nuclear magnetic resonance spectroscopy to identify different sugar sources. Food Chem 2023; 428:136817. [PMID: 37459678 DOI: 10.1016/j.foodchem.2023.136817] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 06/19/2023] [Accepted: 07/03/2023] [Indexed: 07/31/2023]
Abstract
The different types of sugar employed in the food industry exhibit chemical similarity and are mostly dominated by sucrose. Owing to the sugar origin of and differences in production, the presence of certain minor organic compounds differs. To differentiate between sugars based on their botanical source, geographical origin, or storage conditions, commercial brown sugars and sugar beet extracts were analyzed by 1H NMR spectroscopy applying a segmented analysis by means of multivariate curve resolution-alternating least squares (MCR-ALS). Principal component analysis and partial least squares-discriminant analysis yielded excellent differentiation between sugars from different sources after the application of this preprocessing strategy; without loss of chemical information and with direct interpretation of the results. By applying a segmented analysis via MCR-ALS to 1H NMR sugar data, similar spectroscopic profiles could be differentiated. This improved the selectivity of 1H NMR spectroscopy for sugar source differentiation which can be useful for industrial sugar authentication purposes.
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Affiliation(s)
- Cristian A Fuentes
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción 4070386, Chile; Laboratorio de Bioespectroscopia y Quimiometría (BioSpeQ), Centro de Biotecnología, Universidad de Concepción, Concepción 4070386, Chile
| | - Mecit Halil Öztop
- Department of Food Engineering, Middle East Technical University, Ankara 06800, Turkey
| | - Macarena Rojas-Rioseco
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción 4070386, Chile; Laboratorio de Bioespectroscopia y Quimiometría (BioSpeQ), Centro de Biotecnología, Universidad de Concepción, Concepción 4070386, Chile
| | - Martín Bravo
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción 4070386, Chile; Laboratorio de Bioespectroscopia y Quimiometría (BioSpeQ), Centro de Biotecnología, Universidad de Concepción, Concepción 4070386, Chile
| | - Aylin Özgür Göksu
- Kayseri Sugar R&D Center, Kayseri Sugar Factory, Kayseri 38070, Turkey
| | - Marena Manley
- Deparment of Food Science, Stellenbosch University, Private Bag X1, Matieland (Stellenbosch) 7602, South Africa.
| | - Rosario Del P Castillo
- Departamento de Análisis Instrumental, Facultad de Farmacia, Universidad de Concepción, Concepción 4070386, Chile; Laboratorio de Bioespectroscopia y Quimiometría (BioSpeQ), Centro de Biotecnología, Universidad de Concepción, Concepción 4070386, Chile
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Chen G, Zhang H, Jiang J, Chen S, Zhang H, Zhang G, Zheng C, Xu H. Metabolomics approach to growth-age discrimination in mountain-cultivated ginseng (Panax ginseng C. A. Meyer) using ultra-high-performance liquid chromatography coupled with quadrupole-time-of-flight mass spectrometry. J Sep Sci 2023; 46:e2300445. [PMID: 37736007 DOI: 10.1002/jssc.202300445] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Revised: 09/04/2023] [Accepted: 09/05/2023] [Indexed: 09/23/2023]
Abstract
Mountain-cultivated ginseng is typically harvested after 10 years, while ginseng aged over 15 years is considered wild ginseng. This study aims to differentiate mountain-cultivated ginseng by age, as the fraudulent practice of selling low-aged cultivated ginseng disguised as high-aged one is damaging the market. In this study, LC-MS analyzed 98 ginseng samples, and multivariate statistical analysis identified patterns between samples to select influential components. Machine learning models were developed to identify ginseng samples of different ages. The untargeted metabolomic analysis clearly divided samples aged 4-20 years into three age groups. Twenty-two potential age-dependent biomarkers were discovered to differentiate the three sample groups. Three machine learning models were used to predict new samples, and the optimal model was selected. Some biomarkers could determine age phases according to the differentiation of mountain-cultivated ginseng samples. These biomarkers were thoroughly analyzed for variation trends. The machine learning models established using the screened biomarkers successfully predicted the age group of new samples.
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Affiliation(s)
- Gan Chen
- School of Pharmacy, Shanghai University of Traditional Chinese Medicine, Shanghai, P. R. China
| | - Hong Zhang
- School of Pharmacy, Shanghai University of Traditional Chinese Medicine, Shanghai, P. R. China
| | - Jiaming Jiang
- School of Pharmacy, Shanghai University of Traditional Chinese Medicine, Shanghai, P. R. China
| | - Simin Chen
- School of Pharmacy, Shanghai University of Traditional Chinese Medicine, Shanghai, P. R. China
| | - Hongmei Zhang
- School of Pharmacy, Shanghai University of Traditional Chinese Medicine, Shanghai, P. R. China
| | - Gongmin Zhang
- School of Pharmacy, Shanghai University of Traditional Chinese Medicine, Shanghai, P. R. China
| | - Changwu Zheng
- School of Pharmacy, Shanghai University of Traditional Chinese Medicine, Shanghai, P. R. China
| | - Hongxi Xu
- Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, P. R. China
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4
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Chen Y, Xu Y, Wen J, Yu Y, Wu J, Cheng L, Cheang WS, Liu W, Fu M. Analysis of Flavonoid Metabolites in Citrus reticulata 'Chachi' at Different Collection Stages Using UPLC-ESI-MS/MS. Foods 2023; 12:3945. [PMID: 37959064 PMCID: PMC10648965 DOI: 10.3390/foods12213945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 10/13/2023] [Accepted: 10/18/2023] [Indexed: 11/15/2023] Open
Abstract
Flavonoids are essential substances with antioxidant properties and high medicinal value. Citrus reticulata 'Chachi' peel (CRCP) is rich in flavonoids and has numerous health benefits. The different maturity periods of CRCP can affect the flavonoid contents and pharmacological effects. In this study, we successfully performed UPLC-ESI-MS/MS-based metabolic analysis to compare the metabolites of CRCP at different harvesting periods (Jul, Aug, Sep, Oct, Nov, and Dec) using a systematic approach. The results revealed the identification of a total of 168 flavonoid metabolites, including 61 flavones, 54 flavonols, 14 flavone C-glycosides, 14 dihydroflavones, 9 flavanones, 8 isoflavones, 3 flavanols, 3 dihydroflavonols, and 2 chalcones. Clustering analysis and PCA were used to separate the CRCP samples collected at different stages. Furthermore, from July to December, the relative contents of isoflavones, dihydroflavones, and dihydroflavonols gradually increased and flavanols gradually decreased over time. The relative content of flavonoid C-glycosides showed an increasing and then decreasing trend, reaching the highest value in August. This study contributes to a better understanding of flavonoid metabolites in CRCP at different harvesting stages and informs their potential future utilization.
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Affiliation(s)
- Yuting Chen
- Sericultural & Argi-Food Research Institute, Guangdong Academy of Agricultural Sciences/Key Laboratory of Functional Foods, Ministry of Agriculture and Rural Affairs/Guangdong Key Laboratory of Agricultural Products Processing, No. 133 Yiheng Street, Tianhe District, Guangzhou 510610, China; (Y.C.); (Y.X.); (J.W.); (Y.Y.); (J.W.); (L.C.)
- College of Food and Pharmaceutical Engineering, Wuzhou University, Wuzhou 543002, China
| | - Yujuan Xu
- Sericultural & Argi-Food Research Institute, Guangdong Academy of Agricultural Sciences/Key Laboratory of Functional Foods, Ministry of Agriculture and Rural Affairs/Guangdong Key Laboratory of Agricultural Products Processing, No. 133 Yiheng Street, Tianhe District, Guangzhou 510610, China; (Y.C.); (Y.X.); (J.W.); (Y.Y.); (J.W.); (L.C.)
| | - Jing Wen
- Sericultural & Argi-Food Research Institute, Guangdong Academy of Agricultural Sciences/Key Laboratory of Functional Foods, Ministry of Agriculture and Rural Affairs/Guangdong Key Laboratory of Agricultural Products Processing, No. 133 Yiheng Street, Tianhe District, Guangzhou 510610, China; (Y.C.); (Y.X.); (J.W.); (Y.Y.); (J.W.); (L.C.)
| | - Yuanshan Yu
- Sericultural & Argi-Food Research Institute, Guangdong Academy of Agricultural Sciences/Key Laboratory of Functional Foods, Ministry of Agriculture and Rural Affairs/Guangdong Key Laboratory of Agricultural Products Processing, No. 133 Yiheng Street, Tianhe District, Guangzhou 510610, China; (Y.C.); (Y.X.); (J.W.); (Y.Y.); (J.W.); (L.C.)
| | - Jijun Wu
- Sericultural & Argi-Food Research Institute, Guangdong Academy of Agricultural Sciences/Key Laboratory of Functional Foods, Ministry of Agriculture and Rural Affairs/Guangdong Key Laboratory of Agricultural Products Processing, No. 133 Yiheng Street, Tianhe District, Guangzhou 510610, China; (Y.C.); (Y.X.); (J.W.); (Y.Y.); (J.W.); (L.C.)
| | - Lina Cheng
- Sericultural & Argi-Food Research Institute, Guangdong Academy of Agricultural Sciences/Key Laboratory of Functional Foods, Ministry of Agriculture and Rural Affairs/Guangdong Key Laboratory of Agricultural Products Processing, No. 133 Yiheng Street, Tianhe District, Guangzhou 510610, China; (Y.C.); (Y.X.); (J.W.); (Y.Y.); (J.W.); (L.C.)
| | - Wai-San Cheang
- Institute of Chinese Medical Sciences, State Key Laboratory of Quality Research in Chinese Medicine, University of Macau, Macao SAR 999078, China;
| | - Wenwen Liu
- Institute of Quality Standard and Monitoring Technology for Agro-Products of Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China;
| | - Manqin Fu
- Sericultural & Argi-Food Research Institute, Guangdong Academy of Agricultural Sciences/Key Laboratory of Functional Foods, Ministry of Agriculture and Rural Affairs/Guangdong Key Laboratory of Agricultural Products Processing, No. 133 Yiheng Street, Tianhe District, Guangzhou 510610, China; (Y.C.); (Y.X.); (J.W.); (Y.Y.); (J.W.); (L.C.)
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Liu QB, Liu J, Lu JG, Yang MR, Zhang W, Li WJ, Qian ZM, Jiang ZH, Bai LP. Quantitative 1H NMR with global spectral deconvolution approach for quality assessment of natural and cultured Cordyceps sinensis. J Pharm Biomed Anal 2023; 235:115603. [PMID: 37542829 DOI: 10.1016/j.jpba.2023.115603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 07/14/2023] [Accepted: 07/24/2023] [Indexed: 08/07/2023]
Abstract
Cordyceps sinensis is a precious medicinal food which has been successfully cultivated indoors. It remains to be investigated for a simultaneous comparison on aqueous components of natural and cultivated samples. Herein, an approach of quantitative nuclear magnetic resonance (qNMR) analysis combined with global spectral deconvolution (GSD) was established for simultaneous quantification of 26 aqueous components in C. sinensis. Processed by GSD, the distorted baselines of 1H NMR spectra were greatly improved, and overlapped signals were also well separated so as to achieve accurate identification and quantitation of components in C. sinensis. Method validation by UHPLC-QTOF-MS and TOF-SIMS analysis revealed that qNMR combined with GSD is a reliable approach for simultaneous quantification of multiple components including characteristic markers of glutamine, GABA and trehalose in authentic and fake C. sinensis. The well-established qNMR approach can be used for quality assessment of natural and cultivated C. sinensis as well as differentiation from fake ones.
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Affiliation(s)
- Qian-Bao Liu
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macao Special Administrative Region of China
| | - Jiazheng Liu
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macao Special Administrative Region of China
| | - Jing-Guang Lu
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macao Special Administrative Region of China; Macau Institute for Applied Research in Medicine and Health, Taipa, Macao Special Administrative Region of China
| | - Ming-Rong Yang
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macao Special Administrative Region of China
| | - Wei Zhang
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macao Special Administrative Region of China
| | - Wen-Jia Li
- Dongguan HEC Cordyceps R and D Co., Ltd., Dongguan, People's Republic of China
| | - Zheng-Ming Qian
- Dongguan HEC Cordyceps R and D Co., Ltd., Dongguan, People's Republic of China
| | - Zhi-Hong Jiang
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macao Special Administrative Region of China; Macau Institute for Applied Research in Medicine and Health, Taipa, Macao Special Administrative Region of China.
| | - Li-Ping Bai
- State Key Laboratory of Quality Research in Chinese Medicine, Macau University of Science and Technology, Taipa, Macao Special Administrative Region of China; Macau Institute for Applied Research in Medicine and Health, Taipa, Macao Special Administrative Region of China.
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6
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Study on the taste active compounds in Douchi using metabolomics method. Food Chem 2023; 412:135343. [PMID: 36701969 DOI: 10.1016/j.foodchem.2022.135343] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 12/18/2022] [Accepted: 12/27/2022] [Indexed: 12/30/2022]
Abstract
Douchi is a traditional famous seasoning in China. This study adopted electronic tongue and metabolomics to analyze the taste characteristics and taste active compounds of 12 samples from three most famous types of Douchi (Liuyang Douchi, Yangjiang Douchi, Yongchuan Douchi). Thirty-six differential metabolites mainly enriched from the arginine biosynthesis were identified among these Douchis. Umami and bitterness are considered as two taste that bring positive and negative perceptions for Douchi. The succinic acid was found to be responsible for the umami in LY, YJ and YC Douchi, with the TAVs of 2054, 643, 174, respectively, rather than the glutamic acid and aspartic acid. The leucine was identified as the main metabolite for bitterness, with the TAVs of 9, 9, 7 respectively. KEGG enrichment analysis found that the umami, sourness and saltiness might be related to alanine, aspartate and glutamate metabolism and the bitterness might be related to aminoacyl-tRNA biosynthesis pathway.
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Steg A, Oczkowicz M, Smołucha G. Omics as a Tool to Help Determine the Effectiveness of Supplements. Nutrients 2022; 14:nu14245305. [PMID: 36558464 PMCID: PMC9784029 DOI: 10.3390/nu14245305] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 12/07/2022] [Accepted: 12/12/2022] [Indexed: 12/15/2022] Open
Abstract
There has been considerable interest in dietary supplements in the last two decades. Companies are releasing new specifics at an alarming pace, while dietary supplements are one of the less-studied substances released for public consumption. However, access to state-of-the-art and high-throughput techniques, such as the ones used in omics, make it possible to check the impact of a substance on human transcriptome or proteome and provide answers to whether its use is reasonable and beneficial. In this review, the main domains of omics are briefly introduced. The review focuses on the three most widely used omics techniques: NGS, LC-MS, NMR, and their usefulness in studying dietary supplements. Examples of studies are described for some of the most commonly supplemented substances, such as vitamins: D, E, A, and plant extracts: resveratrol, green tea, ginseng, and curcumin extract. Techniques used in omics have proven to be useful in studying dietary supplements. NGS techniques are helpful in identifying pathways that change upon supplementation and determining polymorphisms or conditions that qualify for the necessity of a given supplementation. LC-MS techniques are used to establish the serum content of supplemented a compound and its effects on metabolites. Both LC-MS and NMR help establish the actual composition of a compound, its primary and secondary metabolites, and its potential toxicity. Moreover, NMR techniques determine what conditions affect the effectiveness of supplementation.
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NMR Metabolome-Based Classification of Cymbopogon Species: a Prospect for Phyto-equivalency of its Different Accessions Using Chemometric Tools. FOOD ANAL METHOD 2022. [DOI: 10.1007/s12161-022-02257-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Abstract
Cymbopogon species are widely distributed worldwide and known for their high essential oil content with potential commercial and medicinal benefits justifying for their inclusion in food and cosmetics. Most species received scant characterization regarding their full complement of bioactive constituents necessary to explain their medicinal activities. In this study, the metabolite profiles of 5 Cymbopogon species, C. citratus, C. flexuosus, C. procerus, C. martini, and C. nardus, were characterized via NMR-based metabolomics. The results of 13 shoot accessions revealed the identification and quantification of 23 primary and secondary metabolites belonging to various compound classes. Multivariate analyses were used for species classification, though found not successful in discrimination based on geographical origin. Nevertheless, C. citratus was found particularly enriched in neral, geranial, (E)-aconitic acid, isoorientin, and caffeic acid as the major characterizing metabolites compared to other species, while an unknown apigenin derivative appeared to discriminate C. martini. The high essential oil and phenolic content in C. citratus emphasizes its strong antioxidant activity, whereas (E)-aconitic acid accounts for its traditional use as insecticide. This study affords the first insight into metabolite compositional differences among Cymbopogon species. Moreover, antimicrobial, insecticidal, antidiabetic, and antioxidant compounds were identified that can be utilized as biomarkers for species authentication.
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Hu Y, Wang Z, Liu J, Yang W, Yang Q, Liu YC, You QY, Chen XJ, Wan JB. Chemical Stability of a Chinese Herbal Spirit Using LC-MS-Based Metabolomics and Accelerated Tests. Front Pharmacol 2022; 13:857706. [PMID: 35330825 PMCID: PMC8940302 DOI: 10.3389/fphar.2022.857706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Accepted: 02/18/2022] [Indexed: 11/22/2022] Open
Abstract
As a prevalent medicinal liquor among Chinese people, a type of Chinese herbal spirit from Jing Brand Co., Ltd (CHS-J) is a newly developed health beverage with the health functions of anti-fatigue and immune enhancement. The researchers from the enterprise found that the contents of several components in CHS-J samples have been significantly decreasing during the stated storage period, as detected by the HPLC-UV method, which would make a great challenge for quality control of CHS-J. Furthermore, the chemical stability of CHS-J during the storage period is greatly challenged affected, especially in the environment of high temperature and light exposure. To systematically reveal the unstable components and promote the quality control of CHS-J, the chemical stability of CHS-J during the shelving storage period was characterized by the UPLC/Q-TOFMS-based metabolomics approach. First, the targeted and untargeted metabolomics approaches discovered the significantly changed components in CHS-J samples produced in different years. Furthermore, the accelerated tests of newly produced CHS samples and several authorized standards were conducted to validate the above results and elucidate the possible mechanisms underlying these chemical changes. Moreover, these chemical changes during the storage period had little influence on the anti-fatigue effect of CHS-J samples. These findings will offer new insight into the understanding of the chemical stability of CHS-J and will facilitate the quality control of CHS-J.
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Affiliation(s)
- Yan Hu
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, China.,State Key Laboratory Breeding Base of Systematic Research, Development and Utilization of Chinese Medicine Resources, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Zhe Wang
- Hubei Provincial Key Laboratory for Quality and Safety of Traditional Chinese Medicine Health Food, Jing Brand Co., Ltd, Wuhan, China
| | - Jiayue Liu
- Hubei Provincial Key Laboratory for Quality and Safety of Traditional Chinese Medicine Health Food, Jing Brand Co., Ltd, Wuhan, China
| | - Wen Yang
- Hubei Provincial Key Laboratory for Quality and Safety of Traditional Chinese Medicine Health Food, Jing Brand Co., Ltd, Wuhan, China
| | - Qiang Yang
- Hubei Provincial Key Laboratory for Quality and Safety of Traditional Chinese Medicine Health Food, Jing Brand Co., Ltd, Wuhan, China
| | - Yuan-Cai Liu
- Hubei Provincial Key Laboratory for Quality and Safety of Traditional Chinese Medicine Health Food, Jing Brand Co., Ltd, Wuhan, China
| | - Qiu-Yun You
- Pharmacy School, Hubei University of Chinese Medicine, Wuhan, China
| | - Xiao-Jia Chen
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, China
| | - Jian-Bo Wan
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, China
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Wei Q, Liu G, Zhang C, Sun J, Zhang Y. Identification of characteristic volatile compounds and prediction of fermentation degree of pomelo wine using partial least squares regression. Lebensm Wiss Technol 2022. [DOI: 10.1016/j.lwt.2021.112830] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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11
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Hu X, Yan H, Wang X, Wang Z, Li Y, Zheng L, Yang J, Jing W, Cheng X, Wei F, Ma S. Machine learning methods to predict the cultivation age of Panacis Quinquefolii Radix. Chin Med 2021; 16:100. [PMID: 34627327 PMCID: PMC8501543 DOI: 10.1186/s13020-021-00511-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2021] [Accepted: 09/20/2021] [Indexed: 12/16/2022] Open
Abstract
Background American ginseng (AG) is a valuable medicine widely consumed as a herbal remedy throughout the world. Huge price difference among AG with different growth years leads to intentional adulteration for higher profits. Thus, developing reliable approaches to authenticate the cultivation ages of AG products is of great use in preventing age falsification. Methods A total of 106 batches of AG samples along with their 9 physicochemical features were collected and measured from experiments, which was then split into a training set and two test sets (test set 1 and 2) according to the cultivation regions. Principle component analysis (PCA) was carried out to examine the distribution of the three data sets. Four machine learning (ML) algorithms, namely elastic net, k-nearest neighbors, support vector machine and multi-layer perception (MLP) were employed to construct predictive models using the features as inputs and their growth years as outputs. In addition, a similarity-based applicability domain (AD) was defined for these models to ensure the reliability of the predictive results for AG samples produced in different regions. Results A positive correlation was observed between the several features and the growth years. PCA revealed diverse distributions among different cultivation regions. The most accurate model derived from MLP shows good prediction power for the fivefold cross validation and the test set 1 with mean square error (MSE) of 0.017 and 0.016 respectively, but a higher MSE value of 1.260 for the test set 2. After applying the AD, all models showed much lower prediction errors for the test samples within AD (IDs) than those outside the AD (ODs). MLP remains the best predictive model with an MSE value of 0.030 for the IDs. Conclusion Cultivation years have a close relationship with bioactive components of AG. The constructed models and AD are also able to predict the cultivation years and discriminate samples that have inaccurate prediction results. The AD-equipped models used in this study provide useful tools for determining the age of AG in the market and are freely available at https://github.com/dreadlesss/Panax_age_predictor. Supplementary Information The online version contains supplementary material available at 10.1186/s13020-021-00511-5.
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Affiliation(s)
- Xiaowen Hu
- National Institutes for Food and Drug Control, Institute for Control of Chinese Traditional Medicine and Ethnic Medicine, Beijing, 100050, China
| | - Hua Yan
- National Institutes for Food and Drug Control, Institute for Control of Chinese Traditional Medicine and Ethnic Medicine, Beijing, 100050, China
| | - Xiaodong Wang
- XtalPi-AI Research Center (XARC), Tower A, Dongsheng Building, No. 8, Zhongguancun East Road, Haidian District, Beijing, 100083, China
| | - Zonghu Wang
- XtalPi-AI Research Center (XARC), Tower A, Dongsheng Building, No. 8, Zhongguancun East Road, Haidian District, Beijing, 100083, China
| | - Yuanpeng Li
- XtalPi-AI Research Center (XARC), Tower A, Dongsheng Building, No. 8, Zhongguancun East Road, Haidian District, Beijing, 100083, China
| | - Lianjun Zheng
- XtalPi-AI Research Center (XARC), Tower A, Dongsheng Building, No. 8, Zhongguancun East Road, Haidian District, Beijing, 100083, China
| | - Jianbo Yang
- National Institutes for Food and Drug Control, Institute for Control of Chinese Traditional Medicine and Ethnic Medicine, Beijing, 100050, China
| | - Wenguang Jing
- National Institutes for Food and Drug Control, Institute for Control of Chinese Traditional Medicine and Ethnic Medicine, Beijing, 100050, China
| | - Xianlong Cheng
- National Institutes for Food and Drug Control, Institute for Control of Chinese Traditional Medicine and Ethnic Medicine, Beijing, 100050, China
| | - Feng Wei
- National Institutes for Food and Drug Control, Institute for Control of Chinese Traditional Medicine and Ethnic Medicine, Beijing, 100050, China.
| | - Shuangcheng Ma
- National Institutes for Food and Drug Control, Institute for Control of Chinese Traditional Medicine and Ethnic Medicine, Beijing, 100050, China.
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Sinan KI, Zengin G, Fiorentino A, D'Abrosca B, Ak G, Lobine D, Etienne OK, Subratty AH, Mahomoodally F. Biological insights and NMR metabolic profiling of different extracts of Spermacoce verticillata (L.) G. Mey. Chem Biodivers 2021; 18:e2100371. [PMID: 34390173 DOI: 10.1002/cbdv.202100371] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2021] [Accepted: 08/13/2021] [Indexed: 11/08/2022]
Abstract
Spermacoce verticillata (L.) G. Mey. is commonly used in the folk medicine by various cultures to manage common diseases. Herein, the chemical and biological profiles of S. verticillata were studied in order to provide a comprehensive characterization of bioactive compounds and also to highlight the therapeutic properties. The in vitro antioxidant activity using free-radical scavenging, phosphomolybdenum, ferrous-ion chelating and reducing power assays, and the inhibitory activity against key enzymes such as acetylcholinesterase (AChE) and butyrylcholinesterase (BChE), tyrosinase, α-amylase and α-glucosidase of S. verticillata extracts (dichloromethane, ethyl acetate, methanol and water) were investigated. The highest total phenolic and flavonoid content were observed in the methanolic and aqueous extracts. Exhaustive 2DNMR investigation has revealed the presence of rutin, ursolic and oleanoic acids. The methanolic extract, followed by aqueous extract have showed remarkable free radical quenching and reducing ability, while the dichloromethane extract was the best source of metal chelators. The tested extracts showed notable inhibitory activity against cholinesterases (AChE: 1.63 - 4.99 mg GALAE/g extract and BChE: 12.40 - 15.48 mg GALAE/g extract) and tyrosinase (60.85 - 159.64 mg KAE/g extract). No inhibitory activity was displayed by ethyl acetate and aqueous extracts against BChE and tyrosinase, respectively. All the tested extracts showed modest α-amylase inhibitory activity, while only the ethyl acetate and aqueous extracts were potent against α-glycosidase. This study further validates the use of S. verticillata in the traditional medicine, while advocating for further investigation for phytomedicine development.
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Affiliation(s)
| | - Gökhan Zengin
- Selçuk Üniversitesi: Selcuk Universitesi, biology, Campus, Türkiye, 42225, Konya, TURKEY
| | - Antonio Fiorentino
- Universita degli Studi della Campania Luigi Vanvitelli, Pharmacy, Campania, campania, ITALY
| | - Brigida D'Abrosca
- University of Campania Luigi Vanvitelli: Universita degli Studi della Campania Luigi Vanvitelli, Pharmacy, Campania, campania, ITALY
| | - Gunes Ak
- Selçuk Üniversitesi: Selcuk Universitesi, biology, Campus, Türkiye, konya, TURKEY
| | - Devina Lobine
- University of Mauritius, health sciences, Reduit, Reduit, MAURITIUS
| | - Ouattara Katinan Etienne
- Felix Houphouet-Boigny National Polytechnic Institute: Institut National Polytechnique Felix Houphouet-Boigny, Botany, Abidjan, Abidjan, COTE D'IVOIRE
| | | | - Fawzi Mahomoodally
- University of Mauritius, Department of Health Sciences, reduit, 230, Reduit, MAURITIUS
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13
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Zeghoud S, Rebiai A, Hemmami H, Ben Seghir B, Elboughdiri N, Ghareba S, Ghernaout D, Abbas N. ATR-FTIR Spectroscopy, HPLC Chromatography, and Multivariate Analysis for Controlling Bee Pollen Quality in Some Algerian Regions. ACS OMEGA 2021; 6:4878-4887. [PMID: 33644595 PMCID: PMC7905949 DOI: 10.1021/acsomega.0c05816] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 01/28/2021] [Indexed: 06/12/2023]
Abstract
Bee pollen collected by honeybees (Apis mellifera) is one of the bee products, and it is as valuable as honey, propolis, royal jelly, or beebread. Its quality varies according to its geographic location or plant sources. This study aimed to apply rapid, simple, and accurate analytical methods such as attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR) and high-performance liquid chromatography (HPLC) along with chemometrics analysis to construct a model aimed at discriminating between different pollen samples. In total, 33 samples were collected and analyzed using principal component analysis (PCA), hierarchical clustering analysis (HCA), and partial least squares regression (PLS) to assess the differences and similarities between them. The PCA score plot based on both HPLC and ATR-FTIR revealed the same discriminatory pattern, and the samples were divided into four major classes depending on their total content of polyphenols. The results revealed that spectral data obtained from ATR-FTIR acquired in the region (4000-500 cm-1) were further subjected to a standard normal variable (SNV) method that removes scattering effects from spectra. However, PCA, HCA, and PLS showed that the best PLS model was obtained with a regression coefficient (R 2) of 0.9001, root-mean-square estimation error (RMSEE) of 0.0304, and root-mean-squared error cross-validation (RMSEcv) of 0.036. Discrimination between the three species has also been possible by combining the pre-processed ATR-FTIR spectra with PCA and PLS. Additionally, the HPLC chromatograms after pre-treatment (SNV) were subjected to unsupervised analysis (PCA-HCA) and supervised analysis (PLS). The PLS model confers good results by factors (R 2 = 0.98, RMSEE = 8.22, and RMSEcv = 27.86). Prospects for devising bee pollen quality assessment methods include utilizing ATR-FTIR and HPLC in combination with multivariate methods for rapid authentication of the geographic location or plant sources of bee pollen.
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Affiliation(s)
- Soumeia Zeghoud
- Laboratory
Valorization and Technology of Saharan Resources (VTRS), University of El-Oued, P.O. Box 789, El-Oued 39000, Algeria
| | - Abdelkrim Rebiai
- Laboratory
Valorization and Technology of Saharan Resources (VTRS), University of El-Oued, P.O. Box 789, El-Oued 39000, Algeria
| | - Hadia Hemmami
- Laboratory
Valorization and Technology of Saharan Resources (VTRS), University of El-Oued, P.O. Box 789, El-Oued 39000, Algeria
| | - Bachir Ben Seghir
- Laboratory
of Industrial Analysis and Materials Engineering (LAGIM), University 8 May 1945, P.O. Box 401, Guelma 24000, Algeria
| | - Noureddine Elboughdiri
- Chemical
Engineering Department, College of Engineering, University of Ha’il, P.O. Box 2440, Ha’il 81441, Saudi Arabia
- Chemical
Engineering Process Department, National School of Engineering Gabes, University of Gabes, Gabes 6011, Tunisia
| | - Saad Ghareba
- Chemical
Engineering Department, College of Engineering, University of Ha’il, P.O. Box 2440, Ha’il 81441, Saudi Arabia
- Department
of Chemical and Petroleum Engineering, ElMergib
University, Alkhums 40414, Libya
| | - Djamel Ghernaout
- Chemical
Engineering Department, College of Engineering, University of Ha’il, P.O. Box 2440, Ha’il 81441, Saudi Arabia
- Chemical
Engineering Department, Faculty of Engineering, University of Blida, P.O. Box 270, Blida 09000, Algeria
| | - Nadir Abbas
- Chemical
Engineering Department, College of Engineering, University of Ha’il, P.O. Box 2440, Ha’il 81441, Saudi Arabia
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Chen ZF, Lin QB, Song XC, Chen S, Zhong HN, Nerin C. Discrimination of Virgin and Recycled Polyethylene Based on Volatile Organic Compounds Using a Headspace GC-MS Coupled with Chemometrics Approach. Food Packag Shelf Life 2020. [DOI: 10.1016/j.fpsl.2020.100553] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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15
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Binello A, Grillo G, Barge A, Allegrini P, Ciceri D, Cravotto G. A Cross-Flow Ultrasound-Assisted Extraction of Curcuminoids from Curcuma longa L.: Process Design to Avoid Degradation. Foods 2020; 9:foods9060743. [PMID: 32512773 PMCID: PMC7353576 DOI: 10.3390/foods9060743] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Revised: 05/28/2020] [Accepted: 06/02/2020] [Indexed: 02/06/2023] Open
Abstract
Rhizomes of Curcuma longa L. are well known for their content of curcuminoids, which are compounds with interesting biological activity against various inflammatory states and diseases. Curcuminoids can degrade during processing. This piece of work investigates fast, efficient and cost-effective metabolite recovery from turmeric under ultrasound-assisted extraction (UAE). An analytical evaluation of curcuminoid stability under sonication in different solvents is reported for the first time. HPLC and quantitative 1H-NMR were used. Under the applied conditions, EtOAc was found to be the optimal extraction medium, rather than EtOH, due to its lower radical generation, which facilitates better curcuminoid stability. Kinetic characterization, by means of the Peleg equation, was applied for single-step UAE on two different rhizome granulometries. Over a time of 90 min, maximum extraction yields were 25.63% and 47.56% for 6 and 2 mm matrix powders, respectively. However, it was observed that the largest portion of curcuminoid recovery was achieved in the first 30 min. Model outcomes were used as the basis for the design of a suitable multi-step cross-flow approach that supports and emphasizes the disruptive role of cavitation. The maximum curcuminoid yield was achieved over three steps (92.10%) and four steps (80.04%), for lower and higher granulometries, respectively. Finally, the central role of the solvent was further confirmed by turmeric oleoresin purification. The EtOAc extract was purified via crystallization, and a 95% pure curcuminoid product was isolated without any chromatographic procedure. No suitable crystallization was observed for the EtOH extract.
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Affiliation(s)
- Arianna Binello
- Dipartimento di Scienza e Tecnologia del Farmaco, University of Turin, Via P. Giuria 9, 10125 Turin, Italy; (A.B.); (G.G.); (A.B.)
| | - Giorgio Grillo
- Dipartimento di Scienza e Tecnologia del Farmaco, University of Turin, Via P. Giuria 9, 10125 Turin, Italy; (A.B.); (G.G.); (A.B.)
| | - Alessandro Barge
- Dipartimento di Scienza e Tecnologia del Farmaco, University of Turin, Via P. Giuria 9, 10125 Turin, Italy; (A.B.); (G.G.); (A.B.)
| | - Pietro Allegrini
- INDENA S.pA., Viale Ortles, 12, 20139 Milan, Italy; (P.A.); (D.C.)
| | - Daniele Ciceri
- INDENA S.pA., Viale Ortles, 12, 20139 Milan, Italy; (P.A.); (D.C.)
| | - Giancarlo Cravotto
- Dipartimento di Scienza e Tecnologia del Farmaco, University of Turin, Via P. Giuria 9, 10125 Turin, Italy; (A.B.); (G.G.); (A.B.)
- Correspondence: ; Tel.: +39-011-6707183; Fax: +39-011-6707162
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16
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Lee MY, Seo HS, Singh D, Lee SJ, Lee CH. Unraveling dynamic metabolomes underlying different maturation stages of berries harvested from Panax ginseng. J Ginseng Res 2020; 44:413-423. [PMID: 32372863 PMCID: PMC7195594 DOI: 10.1016/j.jgr.2019.02.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Revised: 01/28/2019] [Accepted: 02/13/2019] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Ginseng berries (GBs) show temporal metabolic variations among different maturation stages, determining their organoleptic and functional properties. METHODS We analyzed metabolic variations concomitant to five different maturation stages of GBs including immature green (IG), mature green (MG), partially red (PR), fully red (FR), and overmature red (OR) using mass spectrometry (MS)-based metabolomic profiling and multivariate analyses. RESULTS The partial least squares discriminant analysis score plot based on gas chromatography-MS datasets highlighted metabolic disparity between preharvest (IG and MG) and harvest/postharvest (PR, FR, and OR) GB extracts along PLS1 (34.9%) with MG distinctly segregated across PLS2 (18.2%). Forty-three significantly discriminant primary metabolites were identified encompassing five developmental stages (variable importance in projection > 1.0, p < 0.05). Among them, most amino acids, organic acids, 5-C sugars, ethanolamines, purines, and palmitic acid were detected in preharvest GB extracts, whereas 6-C sugars, phenolic acid, and oleamide levels were distinctly higher during later maturation stages. Similarly, the partial least squares discriminant analysis based on liquid chromatography-MS datasets displayed preharvest and harvest/postharvest stages clustered across PLS1 (11.1 %); however, MG and PR were separated from IG, FR, and OR along PLS2 (5.6 %). Overall, 24 secondary metabolites were observed significantly discriminant (variable importance in projection > 1.0, p < 0.05), with most displaying higher relative abundance during preharvest stages excluding ginsenosides Rg1 and Re. Furthermore, we observed strong positive correlations between total flavonoid and phenolic metabolite contents in GB extracts and antioxidant activity. CONCLUSION Comprehending the dynamic metabolic variations associated with GB maturation stages rationalize their optimal harvest time per se the related agroeconomic traits.
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Affiliation(s)
- Mee Youn Lee
- Department of Bioscience and Biotechnology, Konkuk University, Seoul, Republic of Korea
| | - Han Sol Seo
- Department of Bioscience and Biotechnology, Konkuk University, Seoul, Republic of Korea
| | - Digar Singh
- Department of Bioscience and Biotechnology, Konkuk University, Seoul, Republic of Korea
| | | | - Choong Hwan Lee
- Department of Bioscience and Biotechnology, Konkuk University, Seoul, Republic of Korea
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17
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Creydt M, Fischer M. Food authentication in real life: How to link nontargeted approaches with routine analytics? Electrophoresis 2020; 41:1665-1679. [PMID: 32249434 DOI: 10.1002/elps.202000030] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2020] [Revised: 03/19/2020] [Accepted: 03/23/2020] [Indexed: 12/20/2022]
Abstract
In times of increasing globalization and the resulting complexity of trade flows, securing food quality is an increasing challenge. The development of analytical methods for checking the integrity and, thus, the safety of food is one of the central questions for actors from science, politics, and industry. Targeted methods, for the detection of a few selected analytes, still play the most important role in routine analysis. In the past 5 years, nontargeted methods that do not aim at individual analytes but on analyte profiles that are as comprehensive as possible have increasingly come into focus. Instead of investigating individual chemical structures, data patterns are collected, evaluated and, depending on the problem, fed into databases that can be used for further nontargeted approaches. Alternatively, individual markers can be extracted and transferred to targeted methods. Such an approach requires (i) the availability of authentic reference material, (ii) the corresponding high-resolution laboratory infrastructure, and (iii) extensive expertise in processing and storing very large amounts of data. Probably due to the requirements mentioned above, only a few methods have really established themselves in routine analysis. This review article focuses on the establishment of nontargeted methods in routine laboratories. Challenges are summarized and possible solutions are presented.
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Affiliation(s)
- Marina Creydt
- Hamburg School of Food Science, Institute of Food Chemistry, University of Hamburg, Hamburg, Germany
| | - Markus Fischer
- Hamburg School of Food Science, Institute of Food Chemistry, University of Hamburg, Hamburg, Germany
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18
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Huang L, Grosser J, Gmitter FG, Sims CA, Wang Y. Effects of Scion/Rootstock Combination on Flavor Quality of Orange Juice from Huanglongbing (HLB)-Affected Trees: A Two-Year Study of the Targeted Metabolomics. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2020; 68:3286-3296. [PMID: 32052973 DOI: 10.1021/acs.jafc.9b07934] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
The bacterial disease Huanglongbing (HLB) has been causing large economic losses in the citrus industry worldwide. Aimed at unraveling the mechanisms of scion/rootstock combination on improving HLB-affected orange juice quality, a specific scion/rootstock combination field trial was designed using three sibling rootstocks and two late-maturing sweet orange scion cultivars. Scion/rootstock combination significantly improved the overall consumer liking of orange juice from the HLB-affected trees. Rootstocks showed significant effects on the consumer liking and overall flavor, while scions had significant effects on the freshness and overall orange flavor intensity of the juice. A PLS-DA model combined with KEGG pathway enrichment analysis and some biomarker metabolites further indicated that scions mainly affected metabolism of alanine, aspartate, and glutamate in orange fruits. Meanwhile, rootstocks had an impact on the biosynthetic pathways of secondary metabolites. Sugars and organic acids were not closely correlated with the overall liking and sensory perception of orange juice. Rather, flavonoids, terpenoids, and volatile aromas played important roles in improving consumer overall liking. These results indicated that an optimum tolerant scion/rootstock combination can make a positive contribution toward improved fruit or juice quality from HLB-affected citrus trees.
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Affiliation(s)
- Linhua Huang
- Citrus Research Institute, Southwest University, Xiema, Beibei, Chongqing 400712, China
- Citrus Research and Education Center, University of Florida, 700 Experiment Station Road, Lake Alfred, Florida 33850, United States
| | - Jude Grosser
- Citrus Research and Education Center, University of Florida, 700 Experiment Station Road, Lake Alfred, Florida 33850, United States
| | - Frederick G Gmitter
- Citrus Research and Education Center, University of Florida, 700 Experiment Station Road, Lake Alfred, Florida 33850, United States
| | - Charles A Sims
- Food Science and Human Nutrition, University of Florida, 572 Newell Drive, Gainesville, Florida 32611, United States
| | - Yu Wang
- Citrus Research and Education Center, University of Florida, 700 Experiment Station Road, Lake Alfred, Florida 33850, United States
- Food Science and Human Nutrition, University of Florida, 572 Newell Drive, Gainesville, Florida 32611, United States
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19
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Minard G, Tikhonov G, Ovaskainen O, Saastamoinen M. The microbiome of the Melitaea cinxia butterfly shows marked variation but is only little explained by the traits of the butterfly or its host plant. Environ Microbiol 2019; 21:4253-4269. [PMID: 31436012 PMCID: PMC6900084 DOI: 10.1111/1462-2920.14786] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2018] [Revised: 08/14/2019] [Accepted: 08/20/2019] [Indexed: 12/13/2022]
Abstract
Understanding of the ecological factors that shape intraspecific variation of insect microbiota in natural populations is relatively poor. In Lepidopteran caterpillars, microbiota is assumed to be mainly composed of transient bacterial symbionts acquired from the host plant. We sampled Glanville fritillary (Melitaea cinxia) caterpillars from natural populations to describe their gut microbiome and to identify potential ecological factors that determine its structure. Our results demonstrate high variability of microbiota composition even among caterpillars that shared the same host plant individual and most likely the same genetic background. We observed that the caterpillars harboured microbial classes that varied among individuals and alternated between two distinct communities (one composed of mainly Enterobacteriaceae and another with more variable microbiota community). Even though the general structure of the microbiota was not attributed to the measured ecological factors, we found that phylogenetically similar microbiota showed corresponding responses to the sex and the parasitoid infection of the caterpillar and to those of the host plant's microbial and chemical composition. Our results indicate high among-individual variability in the microbiota of the M. cinxia caterpillar and contradict previous findings that the host plant is the major driver of the microbiota communities of insect herbivores.
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Affiliation(s)
- Guillaume Minard
- Organismal and Evolutionary Biology Research ProgrammeUniversity of HelsinkiHelsinkiFinland
- Université de LyonLyonFrance
- Ecologie Microbienne, UMR CNRS 5557, UMR INRA 1418, VetAgro Sup, Université Lyon 1VilleurbanneFrance
| | - Gleb Tikhonov
- Organismal and Evolutionary Biology Research ProgrammeUniversity of HelsinkiHelsinkiFinland
| | - Otso Ovaskainen
- Organismal and Evolutionary Biology Research ProgrammeUniversity of HelsinkiHelsinkiFinland
- Centre for Biodiversity Dynamics, Department of BiologyNorwegian University of Science and TechnologyN‐7491TrondheimNorway
| | - Marjo Saastamoinen
- Organismal and Evolutionary Biology Research ProgrammeUniversity of HelsinkiHelsinkiFinland
- Helsinki Institute of Life SciencesUniversity of HelsinkiHelsinkiFinland
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20
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Luo Y, Zeng W, Huang KE, Li DX, Chen W, Yu XQ, Ke XH. Discrimination of Citrus reticulata Blanco and Citrus reticulata ‘Chachi’ as well as the Citrus reticulata ‘Chachi’ within different storage years using ultra high performance liquid chromatography quadrupole/time-of-flight mass spectrometry based metabolomics approach. J Pharm Biomed Anal 2019; 171:218-231. [DOI: 10.1016/j.jpba.2019.03.056] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2018] [Revised: 03/07/2019] [Accepted: 03/25/2019] [Indexed: 10/27/2022]
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21
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Yoon D, Choi BR, Ma S, Lee JW, Jo IH, Lee YS, Kim GS, Kim S, Lee DY. Metabolomics for Age Discrimination of Ginseng Using a Multiplex Approach to HR-MAS NMR Spectroscopy, UPLC-QTOF/MS, and GC × GC-TOF/MS. Molecules 2019; 24:molecules24132381. [PMID: 31252608 PMCID: PMC6651322 DOI: 10.3390/molecules24132381] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2019] [Revised: 06/21/2019] [Accepted: 06/25/2019] [Indexed: 01/09/2023] Open
Abstract
(1) Background: The ability to determine the age of ginseng is very important because the price of ginseng depends on the cultivation period. Since morphological observation is subjective, a new scientific and systematic method for determining the age of ginseng is required. (2) Methods: Three techniques were used for a metabolomics approach. High-resolution magic-angle-spinning nuclear magnetic resonance (HR-MAS NMR) spectroscopy was used to analyze powdered ginseng samples without extraction. Ultrahigh-performance liquid chromatography quadrupole time-of-flight mass spectrometry (UPLC-QTOF/MS) and gas chromatography quadrupole time-of-fight mass spectrometry (GC-TOF/MS) were used to analyze the extracts of 4-, 5-, and 6-year-old ginseng. (3) Results: A metabolomics approach has the potential to discriminate the age of ginseng. Among the primary metabolites detected from NMR spectroscopy, the levels of fumarate and choline showed moderate prediction with an area under the curve (AUC) value of more than 0.7. As a result of UPLC-QTOF/MS-based profiling, 61 metabolites referring to the VIP (variable importance in the projection) score contributed to discriminating the age of ginseng. The results of GC×GC-TOF/MS showed clear discrimination of 4-, 5-, and 6-year-old ginseng using orthogonal partial least-squares discriminant analysis (OPLS-DA) to 100% of the discrimination rate. The results of receiver operating characteristic (ROC) analysis, 16 metabolites between 4- and 5-year-old ginseng, and 18 metabolites between 5- and 6-year-old ginseng contributed to age discrimination in all regions. (4) Conclusions: These results showed that metabolic profiling and multivariate statistical analyses can distinguish the age of ginseng. Especially, it is meaningful that ginseng samples from different areas had the same metabolites for age discrimination. In future studies, it will be necessary to identify the unknown variables and to collaboratively study with other fields the biochemistry of aging in ginseng.
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Affiliation(s)
- Dahye Yoon
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Bo-Ram Choi
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Seohee Ma
- Department of Chemistry, Center for Proteome Biophysics and Chemistry Institute for Functional Materials, Pusan National University, Busan 46241, Korea
| | - Jae Won Lee
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Ick-Hyun Jo
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Young-Seob Lee
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Geum-Soog Kim
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea
| | - Suhkmann Kim
- Department of Chemistry, Center for Proteome Biophysics and Chemistry Institute for Functional Materials, Pusan National University, Busan 46241, Korea.
| | - Dae Young Lee
- Department of Herbal Crop Research, National Institute of Horticultural and Herbal Science, RDA, Eumseong 27709, Korea.
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22
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Tian Q, Liu F, Xu Z, Liu H, Yin H, Sun Z, Chen M, Li Z, Ma L, Huang C. Evaluation of the chemical consistency of Yin‐Chen‐Hao‐Tang prepared by combined and separated decoction methods using high‐performance liquid chromatography and quadrupole time‐of‐flight mass spectrometry coupled with multivariate statistical analysis. J Sep Sci 2019; 42:1664-1675. [DOI: 10.1002/jssc.201800961] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2018] [Revised: 02/13/2019] [Accepted: 02/16/2019] [Indexed: 11/09/2022]
Affiliation(s)
- Qiang Tian
- School of Life Science and EngineeringSouthwest University of Science and Technology Mianyang Sichuan P. R. China
| | - Fang Liu
- Shanghai Research Center for Modernization of Traditional Chinese MedicineShanghai Institute of Material Medica Pudong Shanghai P. R. China
| | - Zhou Xu
- Shanghai Research Center for Modernization of Traditional Chinese MedicineShanghai Institute of Material Medica Pudong Shanghai P. R. China
| | - Huan Liu
- Shanghai Research Center for Modernization of Traditional Chinese MedicineShanghai Institute of Material Medica Pudong Shanghai P. R. China
| | - Hao Yin
- Shanghai Research Center for Modernization of Traditional Chinese MedicineShanghai Institute of Material Medica Pudong Shanghai P. R. China
| | - Zhaolin Sun
- Shanghai Research Center for Modernization of Traditional Chinese MedicineShanghai Institute of Material Medica Pudong Shanghai P. R. China
| | - Mingcang Chen
- Shanghai Research Center for Modernization of Traditional Chinese MedicineShanghai Institute of Material Medica Pudong Shanghai P. R. China
| | - Zhixiong Li
- Shanghai Research Center for Modernization of Traditional Chinese MedicineShanghai Institute of Material Medica Pudong Shanghai P. R. China
| | - Lin Ma
- School of Life Science and EngineeringSouthwest University of Science and Technology Mianyang Sichuan P. R. China
| | - Chenggang Huang
- Shanghai Research Center for Modernization of Traditional Chinese MedicineShanghai Institute of Material Medica Pudong Shanghai P. R. China
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23
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The antioxidant activities of phosphorylated polysaccharide from native ginseng. Int J Biol Macromol 2019; 126:842-845. [PMID: 30610944 DOI: 10.1016/j.ijbiomac.2018.12.266] [Citation(s) in RCA: 60] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2018] [Revised: 12/28/2018] [Accepted: 12/30/2018] [Indexed: 12/12/2022]
Abstract
The extraction method and antioxidant activities of polysaccharides from native ginseng were studied. The optimum extraction conditions were as follows: the ratio of material to liquid (g/mL) was 1/25, the extraction temperature was 85 °C, the ultrasonic power was 195 W, and the action time was 60 min. The yield of polysaccharide was 27%. The polysaccharide was chemically modified with phosphorus oxychloride-pyridine to obtain phosphorylated derivative. Antioxidant test showed that polysaccharide from native ginseng had significant scavenging effect on free radicals. It indicated that the phosphorylated derivative had higher scavenging ability to every kind of radicals than the underivatized polysaccharide. The polysaccharide and its phosphorylated derivative had strong antioxidant activity, which could provide scientific basis for the comprehensive utilization and development of the resources of native ginseng.
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Seo C, Kim D, Kim Y, Lee H, Kim H, Park KW, Oh D, Park J, Yang D, Paik M. Monitoring of Organic Acids in Ginseng Roots Produced by Conventional and Environmentally Friendly Farming by Gas Chromatography–Mass Spectrometry. B KOREAN CHEM SOC 2018. [DOI: 10.1002/bkcs.11626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Chan Seo
- College of Pharmacy and Research Institute of Life and Pharmaceutical SciencesSunchon National University Suncheon 540‐950 South Korea
| | - Donghyun Kim
- Material Research Lab, Amorepacific R&D Unit Yongin 446‐729 South Korea
| | - Youngbae Kim
- College of Pharmacy and Research Institute of Life and Pharmaceutical SciencesSunchon National University Suncheon 540‐950 South Korea
| | - Hyeon‐Seong Lee
- College of Pharmacy and Research Institute of Life and Pharmaceutical SciencesSunchon National University Suncheon 540‐950 South Korea
| | - Hyunbin Kim
- College of Pharmacy and Research Institute of Life and Pharmaceutical SciencesSunchon National University Suncheon 540‐950 South Korea
| | - Kyung Wuk Park
- Suncheon Research Center for Natural MedicineSunchon National University Suncheon 540‐950 South Korea
| | - Dong‐Joo Oh
- Osulloc Farm Co., Ltd. Andeok‐Myeon Seogwipo‐si 63521 Republic of Korea
| | - Junseong Park
- Department of Engineering ChemistryChungbuk National University Cheongju 28644 South Korea
| | - Deok‐Chun Yang
- Department of Oriental Medicinal Biotechnology, College of Life SciencesKyung Hee University Yongin 17104 South Korea
| | - Man‐Jeong Paik
- College of Pharmacy and Research Institute of Life and Pharmaceutical SciencesSunchon National University Suncheon 540‐950 South Korea
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Huang BM, Zha QL, Chen TB, Xiao SY, Xie Y, Luo P, Wang YP, Liu L, Zhou H. Discovery of markers for discriminating the age of cultivated ginseng by using UHPLC-QTOF/MS coupled with OPLS-DA. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2018; 45:8-17. [PMID: 29551643 DOI: 10.1016/j.phymed.2018.03.011] [Citation(s) in RCA: 72] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2017] [Revised: 01/12/2018] [Accepted: 03/07/2018] [Indexed: 05/23/2023]
Abstract
BACKGROUND Ginseng (Ginseng Radix et Rhizoma, Panax ginseng C.A. Meyer) is gaining more publicity in modern society due to its health benefit and huge value in market. In the practice of grading and pricing of ginseng, the age is one of the major factor influencing the price and grade of ginseng. Therefore, the age discrimination is an important task for the quality control of ginseng. However, the traditional morphological methods are too subjective to be reproductive in discrimination. PURPOSE To establish a method that can discriminate the ginseng samples with different cultivation years. STUDY DESIGN To analyze the correlation between chemical compositions and cultivation years of cultivated ginseng samples of different age and thus discover potential quality marker (Q-marker) for discriminating the age of cultivated ginseng. METHODS In the present study, the ultra-high performance liquid chromatography coupled with the quadrupole-time of flight mass spectrometry (UHPLC-QTOF/MS) were utilized for the age discrimination and marker discovery. A statistical data processing procedure was established to screen markers and reduce the false positive rate. RESULTS The results showed that the ginseng samples from 2- to 6-year-old could be well separated in the orthogonal projections on the latent structure - discrimination analysis (OPLS-DA) using the markers screened by the established statistical procedure, which could reduce approximately 20% of the insignificant markers and false positive discoveries. Ultimately, more than 50 compounds contributing to the age discrimination were identified including one new compound (malonylginsenoside). One negative marker (1038.4825@8.98) was discovered for the 2-year-old ginseng, and an equation was established to effectively predict the age of 3- to 6-year-old of ginseng. CONCLUSION The constructed method can discriminate the ginseng samples with different cultivation years and is a complement to the traditional discrimination method of ginseng age.
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Affiliation(s)
- Bao-Ming Huang
- Faculty of Chinese Medicine, Macau University of Science and Technology and State Key Laboratory of Quality Research in Chinese Medicine (Macau University of Science and Technology), Taipa, Macau, PR China
| | - Qing-Lin Zha
- Jiangxi University of Traditional Chinese Medicine, Nanchang, Jiangxi Province, PR China
| | - Ting-Bo Chen
- Faculty of Chinese Medicine, Macau University of Science and Technology and State Key Laboratory of Quality Research in Chinese Medicine (Macau University of Science and Technology), Taipa, Macau, PR China
| | - Sheng-Yuan Xiao
- State Local Joint Engineering Research Center of Ginseng, Jilin Agricultural University, Changchun, Jilin Province, PR China; Institute of Special Wild Economic Animal and Plant Science, Chinese Academy of Agricultural Science, Changchun, Jilin Province, PR China
| | - Ying Xie
- Faculty of Chinese Medicine, Macau University of Science and Technology and State Key Laboratory of Quality Research in Chinese Medicine (Macau University of Science and Technology), Taipa, Macau, PR China
| | - Pei Luo
- Faculty of Chinese Medicine, Macau University of Science and Technology and State Key Laboratory of Quality Research in Chinese Medicine (Macau University of Science and Technology), Taipa, Macau, PR China
| | - Ying-Ping Wang
- State Local Joint Engineering Research Center of Ginseng, Jilin Agricultural University, Changchun, Jilin Province, PR China; Institute of Special Wild Economic Animal and Plant Science, Chinese Academy of Agricultural Science, Changchun, Jilin Province, PR China
| | - Liang Liu
- Faculty of Chinese Medicine, Macau University of Science and Technology and State Key Laboratory of Quality Research in Chinese Medicine (Macau University of Science and Technology), Taipa, Macau, PR China
| | - Hua Zhou
- Faculty of Chinese Medicine, Macau University of Science and Technology and State Key Laboratory of Quality Research in Chinese Medicine (Macau University of Science and Technology), Taipa, Macau, PR China; International Institute of Translation Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong Province, PR China.
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Kim YJ, Joo SC, Shi J, Hu C, Quan S, Hu J, Sukweenadhi J, Mohanan P, Yang DC, Zhang D. Metabolic dynamics and physiological adaptation of Panax ginseng during development. PLANT CELL REPORTS 2018; 37:393-410. [PMID: 29150823 DOI: 10.1007/s00299-017-2236-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2017] [Accepted: 11/09/2017] [Indexed: 05/27/2023]
Abstract
The dynamics of metabolites from leaves to roots of Panax ginseng during development has revealed the tissue-specific and year-specific metabolic networks. Being an essential Oriental medicinal plant, ginseng (Panax ginseng Meyer) is a slow-growing perennial herb-accumulating pharmaceutically active metabolites such as ginsenosides in roots during growth. However, little is known about how ginseng plants survive in the harsh environments such as winter cold and summer heat for a longer period and accumulates those active metabolites as the plant grows. To understand the metabolic kinetics in both source and sink organs such as leaves and roots of ginseng plant, respectively, and to assess the changes in ginsenosides biosynthesis during ginseng growth, we investigated the metabolic profiles from leaves and roots of 1-, 4-, and 6-year-old field-grown ginseng plants. Using an integrated non-targeted metabolomic approach, we identified in total 348 primary and secondary metabolites, which provided us for the first time a global metabolomic assessment of ginseng during growth, and morphogenesis. Strikingly, the osmoprotectants and oxidized chemicals were highly accumulated in 4- and 6-year-old ginseng leaves suggested that ginseng develop a wide range of metabolic strategies to adapt unfavorable conditions as they mature. In 6-year-old plants, ginsenosides were decreased in leaves but increased in roots up to 1.2- to sixfold, supporting the view that there is a long-distance transport of ginsenosides from leaves to roots as ginseng plants mature. Our findings provide insights into the metabolic kinetics during the development of ginseng plant and this could complement the pharmacological importance of ginseng and its compounds according to their age.
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Affiliation(s)
- Yu-Jin Kim
- Department of Oriental Medicinal Biotechnology, College of Life Science, Kyung Hee University, Giheung-gu, Yongin-si, Gyeonggi-do, 17104, Republic of Korea.
- Joint International Research Laboratory of Metabolic and Developmental Sciences, Shanghai Jiao Tong University-University of Adelaide Joint Centre for Agriculture and Health, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 20040, People's Republic of China.
| | - Sung Chul Joo
- Department of Oriental Medicinal Biotechnology, College of Life Science, Kyung Hee University, Giheung-gu, Yongin-si, Gyeonggi-do, 17104, Republic of Korea
| | - Jianxin Shi
- Joint International Research Laboratory of Metabolic and Developmental Sciences, Shanghai Jiao Tong University-University of Adelaide Joint Centre for Agriculture and Health, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 20040, People's Republic of China
| | - Chaoyang Hu
- Joint International Research Laboratory of Metabolic and Developmental Sciences, Shanghai Jiao Tong University-University of Adelaide Joint Centre for Agriculture and Health, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 20040, People's Republic of China
| | - Sheng Quan
- Joint International Research Laboratory of Metabolic and Developmental Sciences, Shanghai Jiao Tong University-University of Adelaide Joint Centre for Agriculture and Health, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 20040, People's Republic of China
| | - Jianping Hu
- Department of Energy Plant Research Laboratory and Plant Biology Department, Michigan State University, East Lansing, MI, 48824, USA
| | - Johan Sukweenadhi
- Department of Oriental Medicinal Biotechnology, College of Life Science, Kyung Hee University, Giheung-gu, Yongin-si, Gyeonggi-do, 17104, Republic of Korea
| | - Padmanaban Mohanan
- Graduate School of Biotechnology and Ginseng Bank, College of Life Sciences, Kyung Hee University, Giheung-gu, Yongin-si, Gyeonggi-do, 17104, Republic of Korea
| | - Deok-Chun Yang
- Department of Oriental Medicinal Biotechnology, College of Life Science, Kyung Hee University, Giheung-gu, Yongin-si, Gyeonggi-do, 17104, Republic of Korea.
- Graduate School of Biotechnology and Ginseng Bank, College of Life Sciences, Kyung Hee University, Giheung-gu, Yongin-si, Gyeonggi-do, 17104, Republic of Korea.
| | - Dabing Zhang
- Joint International Research Laboratory of Metabolic and Developmental Sciences, Shanghai Jiao Tong University-University of Adelaide Joint Centre for Agriculture and Health, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 20040, People's Republic of China.
- Crop Biotech Institute and Department of Plant Molecular Systems Biotechnology, Kyung Hee University, Yongin, 446-701, Republic of Korea.
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Nuclear magnetic resonance based metabolomic differentiation of different Astragali Radix. Chin J Nat Med 2018; 15:363-374. [PMID: 28558872 DOI: 10.1016/s1875-5364(17)30057-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2016] [Indexed: 11/23/2022]
Abstract
Astragali Radix (AR) is one of the most popular herbal medicines in traditional Chinese medicine (TCM). Wild AR is believed to be of high quality, and substitution with cultivated AR is frequently encountered in the market. In the present study, two types of ARs (wild and cultivated) from Astragalus membranaceus (Fisch.) Bge. and A. membranaceus var. mongholicus (Bge.) Hsiao, growing in different regions of China, were analyzed by NMR profiling coupled with multivariate analysis. Results showed that both could be differentiated successfully and cultivation patterns or growing years might have greater impact on the metabolite compositions than the variety; the metabolites responsible for the separation were identified. In addition, three extraction methods were compared and the method (M1) was used for further analysis. In M1, the extraction solvent composed of water, methanol, and chloroform in the ratio of 1 : 1 : 2 was used to obtain the aqueous methanol (upper layer) and chloroform (lower layer) fractions, respectively, showing the best separation. The differential metabolites among different methods were also revealed. Moreover, the sucrose/glucose ratio could be used as a simple index to differentiate wild and cultivated AR. Meanwhile, the changes of correlation pattern among the differential metabolites of the two varieties were found. The work demonstrated that NMR-based non-targeted profiling approach, combined with multivariate statistical analysis, can be used as a powerful tool for differentiating AR of different cultivation types or growing years.
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Park SE, Seo SH, Lee KI, Na CS, Son HS. Metabolite profiling of fermented ginseng extracts by gas chromatography mass spectrometry. J Ginseng Res 2018; 42:57-67. [PMID: 29348723 PMCID: PMC5766698 DOI: 10.1016/j.jgr.2016.12.010] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2016] [Revised: 11/07/2016] [Accepted: 12/20/2016] [Indexed: 12/01/2022] Open
Abstract
BACKGROUND Ginseng contains many small metabolites such as amino acids, fatty acids, carbohydrates, and ginsenosides. However, little is known about the relationships between microorganisms and metabolites during the entire ginseng fermentation process. We investigated metabolic changes during ginseng fermentation according to the inoculation of food-compatible microorganisms. METHODS Gas chromatography mass spectrometry (GC-MS) datasets coupled with the multivariate statistical method for the purpose of latent-information extraction and sample classification were used for the evaluation of ginseng fermentation. Four different starter cultures (Saccharomyces bayanus, Bacillus subtilis, Lactobacillus plantarum, and Leuconostoc mesenteroide) were used for the ginseng extract fermentation. RESULTS The principal component analysis score plot and heat map showed a clear separation between ginseng extracts fermented with S. bayanus and other strains. The highest levels of fructose, maltose, and galactose in the ginseng extracts were found in ginseng extracts fermented with B. subtilis. The levels of succinic acid and malic acid in the ginseng extract fermented with S. bayanus as well as the levels of lactic acid, malonic acid, and hydroxypruvic acid in the ginseng extract fermented with lactic acid bacteria (L. plantarum and L. mesenteroide) were the highest. In the results of taste features analysis using an electronic tongue, the ginseng extracts fermented with lactic acid bacteria were significantly distinguished from other groups by a high index of sour taste probably due to high lactic acid contents. CONCLUSION These results suggest that a metabolomics approach based on GC-MS can be a useful tool to understand ginseng fermentation and evaluate the fermentative characteristics of starter cultures.
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Affiliation(s)
- Seong-Eun Park
- School of Korean Medicine, Dongshin University, Naju, Republic of Korea
| | - Seung-Ho Seo
- School of Korean Medicine, Dongshin University, Naju, Republic of Korea
| | - Kyoung In Lee
- Biotechnology Industrialization Center, Dongshin University, Naju, Republic of Korea
| | - Chang-Su Na
- School of Korean Medicine, Dongshin University, Naju, Republic of Korea
| | - Hong-Seok Son
- School of Korean Medicine, Dongshin University, Naju, Republic of Korea
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Lee BJ, Kim HY, Lim SR, Huang L, Choi HK. Discrimination and prediction of cultivation age and parts of Panax ginseng by Fourier-transform infrared spectroscopy combined with multivariate statistical analysis. PLoS One 2017; 12:e0186664. [PMID: 29049369 PMCID: PMC5648215 DOI: 10.1371/journal.pone.0186664] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2017] [Accepted: 10/05/2017] [Indexed: 01/13/2023] Open
Abstract
Panax ginseng C.A. Meyer is a herb used for medicinal purposes, and its discrimination according to cultivation age has been an important and practical issue. This study employed Fourier-transform infrared (FT-IR) spectroscopy with multivariate statistical analysis to obtain a prediction model for discriminating cultivation ages (5 and 6 years) and three different parts (rhizome, tap root, and lateral root) of P. ginseng. The optimal partial-least-squares regression (PLSR) models for discriminating ginseng samples were determined by selecting normalization methods, number of partial-least-squares (PLS) components, and variable influence on projection (VIP) cutoff values. The best prediction model for discriminating 5- and 6-year-old ginseng was developed using tap root, vector normalization applied after the second differentiation, one PLS component, and a VIP cutoff of 1.0 (based on the lowest root-mean-square error of prediction value). In addition, for discriminating among the three parts of P. ginseng, optimized PLSR models were established using data sets obtained from vector normalization, two PLS components, and VIP cutoff values of 1.5 (for 5-year-old ginseng) and 1.3 (for 6-year-old ginseng). To our knowledge, this is the first study to provide a novel strategy for rapidly discriminating the cultivation ages and parts of P. ginseng using FT-IR by selected normalization methods, number of PLS components, and VIP cutoff values.
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Affiliation(s)
- Byeong-Ju Lee
- Bio-Integration Research Center for Nutra-Pharmaceutical Epigenetics, College of Pharmacy, Chung-Ang University, Seoul, Republic of Korea
| | - Hye-Youn Kim
- Bio-Integration Research Center for Nutra-Pharmaceutical Epigenetics, College of Pharmacy, Chung-Ang University, Seoul, Republic of Korea
| | - Sa Rang Lim
- Bio-Integration Research Center for Nutra-Pharmaceutical Epigenetics, College of Pharmacy, Chung-Ang University, Seoul, Republic of Korea
| | - Linfang Huang
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China
| | - Hyung-Kyoon Choi
- Bio-Integration Research Center for Nutra-Pharmaceutical Epigenetics, College of Pharmacy, Chung-Ang University, Seoul, Republic of Korea
- * E-mail:
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Exogenous Feeding of Fructose and Phenylalanine Further Improves Betulin Production in Suspended Betula platyphylla Cells under Nitric Oxide Treatment. Molecules 2017; 22:molecules22071035. [PMID: 28665342 PMCID: PMC6152328 DOI: 10.3390/molecules22071035] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2017] [Revised: 06/18/2017] [Accepted: 06/18/2017] [Indexed: 01/11/2023] Open
Abstract
The aim of this study was to assay by NMR the metabolites which contribute to betulin production. 8-day-old suspended birch (Betula platyphylla) cells were treated by sodium nitroprusside (SNP) treatment, an NO donor, and 2-(4-carboxyphenyl)-4,4,5,5-tetramethyl-imidazoline-1-oxyl-3-oxide (cPTIO), an NO-specific scavenger. The results showed that betulin production was increased by five times after SNP treatment, similar with that of the control under cPTIO treatment. Forty one metabolites were detected after SNP treatment or cPTIO treatment. Among them, 10 were found to significantly contribute to the differences observed between controls and treated cell culture samples. To validate the contribution of the above 10 metabolites to betulin production, myo-inositol, fructose and phenylalanine based on correlation analysis between the content of 12 metabolites and betulin were used to feed birch suspension cell cultures under SNP treatment. Exogenous feeding of fructose or phenylalanine further enhanced the betulin production under SNP treatment, but myo-inositol had the opposite result.
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31
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Gad HA, Bouzabata A. Application of chemometrics in quality control of Turmeric (Curcuma longa) based on Ultra-violet, Fourier transform-infrared and 1H NMR spectroscopy. Food Chem 2017; 237:857-864. [PMID: 28764078 DOI: 10.1016/j.foodchem.2017.06.022] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Revised: 06/02/2017] [Accepted: 06/05/2017] [Indexed: 11/19/2022]
Abstract
Turmeric (Curcuma longa L.) belongs to the family Zingiberaceae that is widely used as a spice in food preparations in addition to its biological activities. UV, FT-IR, 1H NMR in addition to HPLC were applied to construct a metabolic fingerprint for Turmeric in an attempt to assess its quality. 30 samples were analyzed, and then principal component analysis (PCA) and hierarchical clustering analysis (HCA) were utilized to assess the differences and similarities between collected samples. PCA score plot based on both HPLC and UV spectroscopy showed the same discriminatory pattern, where the samples were segregated into four main groups depending on their total curcuminoids content. The results revealed that UV could be utilized as a simple and rapid alternative for HPLC. However, FT-IR failed to discriminate between the same species. By applying 1H NMR, the metabolic variability between samples was more evident in the essential oils/fatty acid region.
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Affiliation(s)
- Haidy A Gad
- Department of Pharmacognosy, Faculty of Pharmacy, Ain Shams University, 11566 Abbassia, Cairo, Egypt.
| | - Amel Bouzabata
- Laboratoire de Synthèse Organique, Modélisation et Optimisation des Procèdes chimiques, Badji-Mokhtar Université, BP 23000 Annaba, Algeria.
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Zhang JJ, Su H, Zhang L, Liao BS, Xiao SM, Dong LL, Hu ZG, Wang P, Li XW, Huang ZH, Gao ZM, Zhang LJ, Shen L, Cheng RY, Xu J, Chen SL. Comprehensive Characterization for Ginsenosides Biosynthesis in Ginseng Root by Integration Analysis of Chemical and Transcriptome. Molecules 2017; 22:molecules22060889. [PMID: 28561788 PMCID: PMC6152789 DOI: 10.3390/molecules22060889] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2017] [Revised: 05/09/2017] [Accepted: 05/23/2017] [Indexed: 11/16/2022] Open
Abstract
Herbgenomics provides a global platform to explore the genetics and biology of herbs on the genome level. Panax ginseng C.A. Meyer is an important medicinal plant with numerous pharmaceutical effects. Previous reports mainly discussed the transcriptome of ginseng at the organ level. However, based on mass spectrometry imaging analyses, the ginsenosides varied among different tissues. In this work, ginseng root was separated into three tissues-periderm, cortex and stele-each for five duplicates. The chemical analysis and transcriptome analysis were conducted simultaneously. Gene-encoding enzymes involved in ginsenosides biosynthesis and modification were studied based on gene and molecule data. Eight widely-used ginsenosides were distributed unevenly in ginseng roots. A total of 182,881 unigenes were assembled with an N50 contig size of 1374 bp. About 21,000 of these unigenes were positively correlated with the content of ginsenosides. Additionally, we identified 192 transcripts encoding enzymes involved in two triterpenoid biosynthesis pathways and 290 transcripts encoding UDP-glycosyltransferases (UGTs). Of these UGTs, 195 UGTs (67.2%) were more highly expressed in the periderm, and that seven UGTs and one UGT were specifically expressed in the periderm and stele, respectively. This genetic resource will help to improve the interpretation on complex mechanisms of ginsenosides biosynthesis, accumulation, and transportation.
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Affiliation(s)
- Jing-Jing Zhang
- College of Pharmacy, Hubei University of Chinese Medicine, Wuhan 430065, China.
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - He Su
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
- Guangdong Provincial Hospital of Chinese Medicine, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, and China Academy of Chinese Medical Sciences Guangdong Branch, China Academy of Chinese Medical Sciences, Guangzhou 510006, China.
| | - Lei Zhang
- Data Center, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Bao-Sheng Liao
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Shui-Ming Xiao
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Lin-Lin Dong
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Zhi-Gang Hu
- College of Pharmacy, Hubei University of Chinese Medicine, Wuhan 430065, China.
| | - Ping Wang
- College of Pharmacy, Hubei University of Chinese Medicine, Wuhan 430065, China.
| | - Xi-Wen Li
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Zhi-Hai Huang
- Guangdong Provincial Hospital of Chinese Medicine, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, and China Academy of Chinese Medical Sciences Guangdong Branch, China Academy of Chinese Medical Sciences, Guangzhou 510006, China.
| | - Zhi-Ming Gao
- The Engineering Technology Research Center for Chinese Medicine, Henan Agricultural University, Zhengzhou 450002, China.
| | - Lian-Juan Zhang
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Liang Shen
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Rui-Yang Cheng
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Jiang Xu
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
| | - Shi-Lin Chen
- Institute of Chinese Materia Medica, China Academy of Chinese Medicinal Sciences, Beijing 100700, China.
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Dynamic Changes in Neutral and Acidic Ginsenosides with Different Cultivation Ages and Harvest Seasons: Identification of Chemical Characteristics for Panax ginseng Quality Control. Molecules 2017; 22:molecules22050734. [PMID: 28471389 PMCID: PMC6153749 DOI: 10.3390/molecules22050734] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2017] [Revised: 04/24/2017] [Accepted: 04/27/2017] [Indexed: 01/06/2023] Open
Abstract
In this study, dynamic changes in ginsenoside content and ratios in the Panax ginseng root were investigated with different cultivation ages and different collection months, using high-performance liquid chromatography (HPLC). Our data indicate that changes in ginsenoside Ro and malonyl ginsenosides content were dependent on the ginseng cultivation age (p < 0.05); especially, the Ro content varied from 0.16 to 4.91 mg/g, with a difference about 30-fold. Further, we found that the samples of 5 and 6-year-old P. ginseng had high Ro/Re ratio, whereas two and three-year-old P. ginseng possessed low Ro/Re ratio. Thus, the Ro/Re ratio can be used as a characteristic marker for differentiating the age of the root. The relative content of ginsenosides Rg₁ and Re were affected by the ginseng's harvest season. The Re content was higher than the Rg₁ content in May and June, but lower than the Rg₁ content from August to October. Thus, the Rg₁/Re ratio can be used as a characteristic marker for differentiating the ginseng's harvest seasons. These results indicate that the chemical characteristics of P. ginseng at different cultivation ages and harvest seasons are clearly different, which may cause differences in pharmacological activities and therapeutic effects. In addition, we developed HPLC coupled with hierarchical cluster analysis and principal component analysis methods to identify the cultivation age and harvest season of P. ginseng using characteristic ginsenosides. Our results showed that this method can be used to discriminate the cultivation age and harvest season of P. ginseng.
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Nontargeted metabolomics approach for the differentiation of cultivation ages of mountain cultivated ginseng leaves using UHPLC/QTOF-MS. J Pharm Biomed Anal 2017; 141:108-122. [PMID: 28437718 DOI: 10.1016/j.jpba.2017.04.009] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2016] [Revised: 04/06/2017] [Accepted: 04/11/2017] [Indexed: 01/17/2023]
Abstract
The adulteration or falsification of the cultivation age of mountain cultivated ginseng (MCG) has been a serious problem in the commercial MCG market. To develop an efficient discrimination tool for the cultivation age and to explore potential age-dependent markers, an optimized ultra high-performance liquid chromatography/quadrupole time-of-flight mass spectrometry (UHPLC/QTOF-MS)-based metabolomics approach was applied in the global metabolite profiling of 156 MCG leaf (MGL) samples aged from 6 to 18 years. Multivariate statistical methods such as principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) were used to compare the derived patterns between MGL samples of different cultivation ages. The present study demonstrated that 6-18-year-old MGL samples can be successfully discriminated using two simple successive steps, together with four PLS-DA discrimination models. Furthermore, 39 robust age-dependent markers enabling differentiation among the 6-18-year-old MGL samples were discovered. The results were validated by a permutation test and an external test set to verify the predictability and reliability of the established discrimination models. More importantly, without destroying the MCG roots, the proposed approach could also be applied to discriminate MCG root ages indirectly, using a minimum amount of homophyletic MGL samples combined with the established four PLS-DA models and identified markers. Additionally, to the best of our knowledge, this is the first study in which 6-18-year-old MCG root ages have been nondestructively differentiated by analyzing homophyletic MGL samples using UHPLC/QTOF-MS analysis and two simple successive steps together with four PLS-DA models. The method developed in this study can be used as a standard protocol for discriminating and predicting MGL ages directly and homophyletic MCG root ages indirectly.
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Abdelsalam A, Mahran E, Chowdhury K, Boroujerdi A, El-Bakry A. NMR-based metabolomic analysis of wild, greenhouse, and in vitro regenerated shoots of Cymbopogon schoenanthus subsp. proximus with GC-MS assessment of proximadiol. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2017; 23:369-383. [PMID: 28461725 PMCID: PMC5391364 DOI: 10.1007/s12298-017-0432-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Revised: 03/01/2017] [Accepted: 03/16/2017] [Indexed: 06/07/2023]
Abstract
Cymbopogon schoenanthus subsp. proximus is a wild plant distributed in subtropical and east Africa extending from the north to the southern parts of Egypt. Widely used in folk medicine, it is the source of the diuretic sesquiterpene proximadiol. Nuclear magnetic resonance metabolomic analysis of polar extracts of shoots from wild, greenhouse, somatic embryos, and direct and indirect organogenic in vitro cultures was carried out. Metabolic profiling yielded 39 compounds, of which common metabolites were 15 (38.4%). Unique metabolites were trehalose (2.5%) in the wild plants, 2-hydroxylisobutyrate, galactarate and tyrosine (7.6%) in indirect organogenic shoots. Tartrate was found only in direct regenerated shoots (2.5%). Metabolites identified in greenhouse and embryogenic shoots showed no unique compounds. Multivariate analysis revealed significant differences between all tested shoots. 4-aminobutyrate, alanine, glutamine, glucose, fructose, and sucrose were the most significantly different metabolites. Proximadiol was identified and quantitatively measured from the non-polar extract of different types of shoots using gas chromatography and mass spectrometry (GC-MS). Concentrations ranged from 3.6 ± 0.03 to 198.6 ± 7.2 µg/100 mg dry weight in regenerated shoots from somatic embryogenesis and in wild plant shoots, respectively. Direct organogenesis yielded the highest in vitro concentration (20.3 ± 0.5 µg/100 mg dry weight). This study reported the metabolic profiling of C. schoenanthus polar extract and identified primary metabolites that are unique to the wild type and shoots regenerated from different in vitro cultures. Proximadiol was quantified and the in vitro culture system yielding the highest concentration relative to the wild plant was identified.
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Affiliation(s)
- Asmaa Abdelsalam
- Botany Department, Faculty of Science, Helwan University, Cairo, 11795 Egypt
- Biology Department, Claflin University, Orangeburg, SC 29115 USA
| | - Ehab Mahran
- Chemistry Department, Claflin University, 898 Goff Ave., Orangeburg, SC 29115 USA
| | - Kamal Chowdhury
- Biology Department, Claflin University, Orangeburg, SC 29115 USA
| | - Arezue Boroujerdi
- Chemistry Department, Claflin University, 898 Goff Ave., Orangeburg, SC 29115 USA
| | - Ahmed El-Bakry
- Botany Department, Faculty of Science, Helwan University, Cairo, 11795 Egypt
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GC-MS Metabolomic Analysis to Reveal the Metabolites and Biological Pathways Involved in the Developmental Stages and Tissue Response of Panax ginseng. Molecules 2017; 22:molecules22030496. [PMID: 28335577 PMCID: PMC6155413 DOI: 10.3390/molecules22030496] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2017] [Revised: 03/14/2017] [Accepted: 03/16/2017] [Indexed: 11/16/2022] Open
Abstract
Ginsenosides, the major compounds present in ginseng, are known to have numerous physiological and pharmacological effects. The physiological processes, enzymes and genes involved in ginsenoside synthesis in P. ginseng have been well characterized. However, relatively little information is known about the dynamic metabolic changes that occur during ginsenoside accumulation in ginseng. To explore this topic, we isolated metabolites from different tissues at different growth stages, and identified and characterized them by using gas chromatography coupled with mass spectrometry (GC-MS). The results showed that a total of 30, 16, 20, 36 and 31 metabolites were identified and involved in different developmental stages in leaf, stem, petiole, lateral root and main root, respectively. To investigate the contribution of tissue to the biosynthesis of ginsenosides, we examined the metabolic changes of leaf, stem, petiole, lateral root and main root during five development stages: 1-, 2-, 3-, 4- and 5-years. The score plots of partial least squares-discriminate analysis (PLS-DA) showed clear discrimination between growth stages and tissue samples. Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis in the same tissue at different growth stages indicated profound biochemical changes in several pathways, including carbohydrate metabolism and pentose phosphate metabolism, in addition, the tissues displayed significant variations in amino acid metabolism, sugar metabolism and energy metabolism. These results should facilitate further dissection of the metabolic flux regulation of ginsenoside accumulation in different developmental stages or different tissues of ginseng.
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A Metabolomic Approach for the Discrimination of Red Ginseng Root Parts and Targeted Validation. Molecules 2017; 22:molecules22030471. [PMID: 28294969 PMCID: PMC6155309 DOI: 10.3390/molecules22030471] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Revised: 03/13/2017] [Accepted: 03/13/2017] [Indexed: 11/23/2022] Open
Abstract
Ginsenosides are used as existing markers of red ginseng (RG) quality, and ginsenoside ratios are also indicative of the different components of red ginseng. For the analysis and classification of ginsenoside content, red ginseng was separated into three parts, namely, main roots, lateral roots, and fine roots, and each extract was subjected to ultra-performance liquid chromatography quadruple time-of-flight mass spectrometry (UPLC-QToF-MS) with multivariate statistical analysis. Principal component analysis (PCA) showed a clear discrimination between the extracts of main roots and fine roots and suggested discrimination markers (four for the main roots and five for the fine roots). The fine root markers were identified as ginsenoside. We identified two markers for the main roots of red ginseng in this study. Moreover, the contents of 22 ginsenosides were analyzed in all three components of red ginseng. Fine roots have the highest protopanaxadiol (PPD)/protopanaxatriol (PPT) ratio. The PPD group of ginsenosides, which is quantitatively dominant in fine roots, clearly distinguishes the main roots from the other parts.
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Huang BM, Chen TB, Xiao SY, Zha QL, Luo P, Wang YP, Cui XM, Liu L, Zhou H. A new approach for authentication of four ginseng herbs and their related products based on the simultaneous quantification of 19 ginseng saponins by UHPLC-TOF/MS coupled with OPLS-DA. RSC Adv 2017. [DOI: 10.1039/c7ra06812c] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
The discrimination of the four ginseng herbs and their related products using 19 bioactive compounds.
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Affiliation(s)
- Bao-ming Huang
- Faculty of Chinese Medicine
- Macau University of Science and Technology
- P. R. China
- State Key Laboratory of Quality Research in Chinese Medicine
- Macau University of Science and Technology
| | - Ting-bo Chen
- Faculty of Chinese Medicine
- Macau University of Science and Technology
- P. R. China
- State Key Laboratory of Quality Research in Chinese Medicine
- Macau University of Science and Technology
| | - Sheng-yuan Xiao
- School of Life Science
- Beijing Institute of Technology
- Beijing
- P. R. China
- Institute of Special Wild Economic Animal and Plant Science
| | - Qing-lin Zha
- Jiangxi University of Traditional Chinese Medicine
- Nanchang
- P. R. China
| | - Pei Luo
- State Key Laboratory of Quality Research in Chinese Medicine
- Macau University of Science and Technology
- P. R. China
| | - Ying-ping Wang
- Institute of Special Wild Economic Animal and Plant Science
- Chinese Academy of Agricultural Science
- Changchun
- P. R. China
| | - Xiu-ming Cui
- Kunming University of Science and Technology
- Kunming
- P. R. China
| | - Liang Liu
- Faculty of Chinese Medicine
- Macau University of Science and Technology
- P. R. China
- State Key Laboratory of Quality Research in Chinese Medicine
- Macau University of Science and Technology
| | - Hua Zhou
- Faculty of Chinese Medicine
- Macau University of Science and Technology
- P. R. China
- State Key Laboratory of Quality Research in Chinese Medicine
- Macau University of Science and Technology
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Hua Y, Hou Y, Wang S, Ma Y, Liu Z, Zou L, Liu X, Luo Y, Liu J. Comparison of Chemical Compositions in Pseudostellariae Radix from Different Cultivated Fields and Germplasms by NMR-Based Metabolomics. Molecules 2016; 21:molecules21111538. [PMID: 27854294 PMCID: PMC6273876 DOI: 10.3390/molecules21111538] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 11/07/2016] [Accepted: 11/09/2016] [Indexed: 01/27/2023] Open
Abstract
Pseudostellariae Radix (PR) is an important traditional Chinese medicine (TCM), which is consumed commonly for its positive health effects. However, the chemical differences of PR from different cultivated fields and germplasms are still unknown. In order to comprehensively compare the chemical compositions of PR from different cultivated fields, in this study, 1H-NMR-based metabolomics coupled with high performance liquid chromatography (HPLC) were used to investigate the different metabolites in PR from five germplasms (jr, zs1, zs2, sb, and xc) cultivated in traditional fields (Jurong, Jiangsu, JSJR) and cultivated fields (Zherong, Fujian, FJZR). A total of 34 metabolites were identified based on 1H-NMR data, and fourteen of them were found to be different in PR from JSJR and FJZR. The relative contents of alanine, lactate, lysine, taurine, sucrose, tyrosine, linolenic acid, γ-aminobutyrate, and hyperoside in PR from JSJR were higher than that in PR from FJZR, while PR from FJZR contained higher levels of glutamine, raffinose, xylose, unsaturated fatty acid, and formic acid. The contents of Heterophyllin A and Heterophyllin B were higher in PR from FJZR. This study will provide the basic information for exploring the influence law of ecological environment and germplasm genetic variation on metabolite biosynthesis of PR and its quality formation mechanism.
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Affiliation(s)
- Yujiao Hua
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
| | - Ya Hou
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
| | - Shengnan Wang
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
| | - Yang Ma
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
| | - Zixiu Liu
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
| | - Lisi Zou
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
| | - Xunhong Liu
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
| | - Yiyuan Luo
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
| | - Juanxiu Liu
- College of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, China.
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Liu J, Liu Y, Zhao L, Zhang ZH, Tang ZH. Profiling of ginsenosides in the two medicinal Panax herbs based on ultra-performance liquid chromatography-electrospray ionization-mass spectrometry. SPRINGERPLUS 2016; 5:1770. [PMID: 27795912 PMCID: PMC5059545 DOI: 10.1186/s40064-016-3427-3] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2016] [Accepted: 09/28/2016] [Indexed: 01/09/2023]
Abstract
As the king of herb plants, ginseng has been used for nearly 5000 years in medicines in Asia and recently in the West. Ginsenosides, the main active constituents in Panax herbs, have prominent immunoregulatory effects. Although extensively studied in the roots, ginsenosides have not been studied with regard to their profiles and natural variations in the leaf, stem, petiole, lateral root, and main roots during development or among species. In this study, a sensitive ultra-performance liquid chromatography-electrospray ionization–mass spectrometry method with a shorter chromatographic running time was developed and validated for simultaneous quantification of ten ginsenosides. Comparing ginsenoside contents in various parts during different developmental stages revealed part-specific accumulation of most ginsenosides. Further investigation indicated that Rg3 accumulated at significantly higher levels in the petiole of P. ginseng than in that of P. quinquefolius. The relative ratio of ginsenoside Rb2 to Rb1 appears to be a candidate metabolic marker for identifying the ginseng cultivar within a diverse collection of ginseng accessions. In addition, the PCA showed that aboveground parts differed significantly between species and can be considered as species-specific markers rather than roots. This comprehensive survey, providing reliable, affordable and adequate scientific evidence, could be used to differentiate two species and discriminate ginseng cultivar ages.
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Affiliation(s)
- Jia Liu
- The Key Laboratory of Plant Ecology, Northeast Forestry University, Harbin, 150040 China
| | - Yang Liu
- The Key Laboratory of Plant Ecology, Northeast Forestry University, Harbin, 150040 China
| | - Long Zhao
- The Key Laboratory of Plant Ecology, Northeast Forestry University, Harbin, 150040 China
| | - Zhong-Hua Zhang
- The Key Laboratory of Plant Ecology, Northeast Forestry University, Harbin, 150040 China
| | - Zhong-Hua Tang
- The Key Laboratory of Plant Ecology, Northeast Forestry University, Harbin, 150040 China
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41
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Yoon D, Jo IH, Kim S. HR-MAS NMR Technique for Metabolic Profiling of Powdery Ginseng. JOURNAL OF THE KOREAN MAGNETIC RESONANCE SOCIETY 2016. [DOI: 10.6564/jkmrs.2016.20.3.082] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Abu Bakar Sajak A, Abas F, Ismail A, Khatib A. Effect of Different Drying Treatments and Solvent Ratios on Phytochemical Constituents of Ipomoea aquatica and Correlation with α-Glucosidase Inhibitory Activity. INTERNATIONAL JOURNAL OF FOOD PROPERTIES 2016. [DOI: 10.1080/10942912.2016.1141295] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Azliana Abu Bakar Sajak
- Laboratory of Natural Products, Institute of Bioscience, Universiti Putra Malaysia, Serdang, Selangor, Malaysia
| | - Faridah Abas
- Laboratory of Natural Products, Institute of Bioscience, Universiti Putra Malaysia, Serdang, Selangor, Malaysia
- Department of Food Science, Faculty of Food Science and Technology, Universiti Putra Malaysia, Serdang, Selangor, Malaysia
| | - Amin Ismail
- Department of Nutrition and Dietetics, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang, Selangor, Malaysia
| | - Alfi Khatib
- Department of Pharmacy, Faculty of Medicine and Health Sciences, International Islamic University, Bandar Indera Mahkota, Kuantan, Pahang
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Pontes JGM, Ohashi WY, Brasil AJM, Filgueiras PR, Espíndola APDM, Silva JS, Poppi RJ, Coletta-Filho HD, Tasic L. Metabolomics by NMR Spectroscopy in Plant Disease diagnostic: Huanglongbing as a Case Study. ChemistrySelect 2016. [DOI: 10.1002/slct.201600064] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Affiliation(s)
- João Guilherme M. Pontes
- Departamento de Química Orgânica; Instituto de Química; UNICAMP; Campinas-SP P. O. Box 6154 13083-970 Brazil
| | - William Y. Ohashi
- Departamento de Química Orgânica; Instituto de Química; UNICAMP; Campinas-SP P. O. Box 6154 13083-970 Brazil
| | - Antonio J. M. Brasil
- Departamento de Química Orgânica; Instituto de Química; UNICAMP; Campinas-SP P. O. Box 6154 13083-970 Brazil
| | - Paulo R. Filgueiras
- Departamento de Química Analítica; Instituto de Química; UNICAMP; Campinas-SP P. O. Box 6154 13083-970 Brazil
| | - Ana Paula D. M. Espíndola
- Departamento de Química Orgânica; Instituto de Química; UNICAMP; Campinas-SP P. O. Box 6154 13083-970 Brazil
| | - Jaqueline S. Silva
- Departamento de Química Orgânica; Instituto de Química; UNICAMP; Campinas-SP P. O. Box 6154 13083-970 Brazil
| | - Ronei J. Poppi
- Departamento de Química Analítica; Instituto de Química; UNICAMP; Campinas-SP P. O. Box 6154 13083-970 Brazil
| | - Helvécio D. Coletta-Filho
- Instituto Agronômico de Campinas; Centro de Citricultura Sylvio Moreira; Cordeirópolis-SP, km 158 P. O. Box 04 13490-970 Brazil
| | - Ljubica Tasic
- Departamento de Química Orgânica; Instituto de Química; UNICAMP; Campinas-SP P. O. Box 6154 13083-970 Brazil
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Liu F, Bai X, Yang FQ, Zhang XJ, Hu Y, Li P, Wan JB. Discriminating from species of Curcumae Radix (Yujin) by a UHPLC/Q-TOFMS-based metabolomics approach. Chin Med 2016; 11:21. [PMID: 27134643 PMCID: PMC4850745 DOI: 10.1186/s13020-016-0095-8] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2014] [Accepted: 04/20/2016] [Indexed: 11/14/2022] Open
Abstract
Background Chinese medicinal herbs may use more than one species of Curcumae Radix (Yujin) is the tuberous roots of Curcumae wenyujin, C. kwangsiensis, C. phaeocaulis and C. longa. This study aimed to characterize the chemical profiles of these different species of Curcumae Radix, and develop a method for rapid discrimination of these species by ultra-high performance liquid chromatography–quadrupole time-of-flight mass spectrometry (UHPLC/Q-TOFMS) combined with multivariate statistical analysis. Methods The metabolomes of 33 different batches of Curcumae Radix derived from four Curcumae species were profiled by UHPLC/Q-TOFMS. The resulting sample codes, tR–m/z pairs and ion intensities were processed by unsupervised principal component analysis (PCA) and supervised orthogonal partial least squared discriminant analysis (OPLS-DA) to characterize the chemical composition of Curcumae Radix across the four different species. Results Obvious differences were observed in the chemical compositions of the Curcumae Radix samples derived from the four different species according to PCA and OPLS-DA. These results suggested that curcumin, curcumenone, curcumenol and zederone could be used as unique chemical markers for C. longa, C. wenyujin, C. phaeocaulis and C. kwangsiensis, respectively. Conclusions This study developed a UHPLC/Q-TOFMS method coupled with multivariate statistical analysis to discriminate between Curcumae Radix samples from four different Curcumae species, i.e., C. longa, C. wenyujin, C. phaeocaulis and C. kwangsiensis. Notably, this new approach resulted in the identification of curcumin (a), curcumenone (b), curcumenol (c) and zederone (d) as unique chemical markers for the identification. Electronic supplementary material The online version of this article (doi:10.1186/s13020-016-0095-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Fang Liu
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, People's Republic of China
| | - Xu Bai
- Waters Technologies (Shanghai) Ltd., Shanghai, People's Republic of China
| | - Feng-Qing Yang
- School of Chemistry and Chemical Engineering, Chongqing University, Chongqing, 400030 People's Republic of China
| | - Xiao-Jing Zhang
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, People's Republic of China
| | - Yuanjia Hu
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, People's Republic of China
| | - Peng Li
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, People's Republic of China
| | - Jian-Bo Wan
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, People's Republic of China
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Kim SH, Shin YS, Choi HK. NanoESI-MS-based lipidomics to discriminate between cultivars, cultivation ages, and parts of Panax ginseng. Anal Bioanal Chem 2016; 408:2109-21. [PMID: 26800980 DOI: 10.1007/s00216-016-9314-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2015] [Revised: 12/14/2015] [Accepted: 01/05/2016] [Indexed: 01/09/2023]
Abstract
Korean ginseng (Panax ginseng C.A. Meyer) is one of the most popular medicinal herbs used in Asia, including Korea and China. In the present study lipid profiling of two officially registered cultivars (P. ginseng 'Chunpoong' and P. ginseng 'Yunpoong') was performed at different cultivation ages (5 and 6 years) and on different parts (tap roots, lateral roots, and rhizomes) using nano-electrospray ionization-mass spectrometry (nanoESI-MS). In total, 30 compounds including galactolipids, phospholipids, triacylglycerols, and ginsenosides were identified. Among them, triacylglycerol 54:6 (18:2/18:2/18:2), phosphatidylglycerol 34:3 (16:0/18:3), monogalactosyldiacylglycerol 36:4 (18:2/18:2), phosphatidic acid species 36:4 (18:2/18:2), and 34:1 (16:0/18:1) were selected as biomarkers to discriminate cultivars, cultivation ages, and parts. In addition, an unknown P. ginseng sample was successfully predicted by applying validated partial least squares projection to latent structures regression models. This is the first study regarding the identification of intact lipid species from P. ginseng and to predict cultivars, cultivation ages, and parts of P. ginseng using nanoESI-MS-based lipidomic profiling with a multivariate statistical analysis.
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Affiliation(s)
- So-Hyun Kim
- College of Pharmacy, Chung-Ang University, Seoul, 156-756, Republic of Korea
| | - Yoo-Soo Shin
- Department of Medicinal Crop Research, National Institute of Horticultural & Herbal Science, Rural Development Administration, Eumseong, 369-873, Korea
| | - Hyung-Kyoon Choi
- College of Pharmacy, Chung-Ang University, Seoul, 156-756, Republic of Korea.
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Shin JS, Park HW, In G, Seo HK, Won TH, Jang KH, Cho BG, Han CK, Shin J. Metabolomic Approach for Discrimination of Four- and Six-Year-Old Red Ginseng ( Panax ginseng) Using UPLC-QToF-MS. Chem Pharm Bull (Tokyo) 2016; 64:1298-303. [DOI: 10.1248/cpb.c16-00240] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
- Jung-Sub Shin
- Korea Ginseng Research Institute, Korea Ginseng Corporation
| | - Hee-Won Park
- Korea Ginseng Research Institute, Korea Ginseng Corporation
| | - Gyo In
- Korea Ginseng Research Institute, Korea Ginseng Corporation
| | - Hyun Kyu Seo
- Korea Ginseng Research Institute, Korea Ginseng Corporation
| | - Tae Hyung Won
- Natural Products Research Institute, College of Pharmacy, Seoul National University
| | | | - Byung-Goo Cho
- Korea Ginseng Research Institute, Korea Ginseng Corporation
| | - Chang Kyun Han
- Korea Ginseng Research Institute, Korea Ginseng Corporation
| | - Jongheon Shin
- Natural Products Research Institute, College of Pharmacy, Seoul National University
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Chen XJ, Qiu JF, Wang YT, Wan JB. Discrimination of Three Panax Species Based on Differences in Volatile Organic Compounds Using a Static Headspace GC-MS-Based Metabolomics Approach. THE AMERICAN JOURNAL OF CHINESE MEDICINE 2016; 44:663-676. [DOI: 10.1142/s0192415x16500361] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/30/2023]
Abstract
Panax ginseng (Asian ginseng), Panax quinquefolium (American ginseng) and Panax notoginseng (notoginseng) are highly valuable tonic herbs derived from the Panax genus that have similar morphological appearances and odors but different pharmacological activities and clinical indications. Thus, the authentication of these three Panax species is crucial for ensuring the quality, safety and efficacy of medication. In the present study, a static headspace gas chromatography — mass spectrometry (GC-MS) followed by a multivariate statistical analysis was developed to globally characterize the volatile organic compound (VOC) profiles in P. ginseng, P. quinquefolium, and P. notoginseng, and subsequently to discover differentiating chemical markers. Under the optimized conditions, the headspace VOCs of a total of 49 batches of Panax herbs derived from the three Panax species were profiled, and the dataset of sample code, [Formula: see text]-m/z pair and ion intensity was processed by unsupervised principal component analysis (PCA) and by supervised partial least squared discriminant analysis (PLS-DA) to comprehensively compare the chemical differences in Panax across the species. The results demonstrated that Panax herbs derived from three species possess obviously diverse chemical characteristics of VOCs, PCA, and PLS-DA. According to their VOC profiles, 49 tested samples could be clearly differentiated according to species. Chemomarker 1, 2, and 4 might be used as unique chemical markers of P. ginseng, P. notoginseng and P. quinquefolium, respectively. Our findings indicate that static headspace GC-MS-based VOC profiling, combined with multivariate statistical analysis, provide a reliable tool to discriminate between the three Panax species and to identify their differentiation markers, which will be helpful for ensuring their quality, safety and efficacy.
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Affiliation(s)
- Xiao-Jia Chen
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, P. R. China
| | - Jian-Feng Qiu
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, P. R. China
| | - Yi-Tao Wang
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, P. R. China
| | - Jian-Bo Wan
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, P. R. China
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48
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Chemometrics-Enhanced Micelle-Mediated Extraction Spectrophotometric Method for Simultaneous Determination of Cu2+ and Zn2+ in Medicinal Plant, Rice and Water Samples Using Continuous Wavelet Transform. FOOD ANAL METHOD 2015. [DOI: 10.1007/s12161-015-0372-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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49
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Zhao H, Xu J, Ghebrezadik H, Hylands PJ. Metabolomic quality control of commercial Asian ginseng, and cultivated and wild American ginseng using 1H NMR and multi-step PCA. J Pharm Biomed Anal 2015; 114:113-20. [DOI: 10.1016/j.jpba.2015.05.010] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2015] [Revised: 05/11/2015] [Accepted: 05/13/2015] [Indexed: 01/08/2023]
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50
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Gogna N, Hamid N, Dorai K. Metabolomic profiling of the phytomedicinal constituents of Carica papaya L. leaves and seeds by 1H NMR spectroscopy and multivariate statistical analysis. J Pharm Biomed Anal 2015; 115:74-85. [PMID: 26163870 DOI: 10.1016/j.jpba.2015.06.035] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2015] [Revised: 06/28/2015] [Accepted: 06/29/2015] [Indexed: 12/20/2022]
Abstract
Extracts from the Carica papaya L. plant are widely reported to contain metabolites with antibacterial, antioxidant and anticancer activity. This study aims to analyze the metabolic profiles of papaya leaves and seeds in order to gain insights into their phytomedicinal constituents. We performed metabolite fingerprinting using 1D and 2D 1H NMR experiments and used multivariate statistical analysis to identify those plant parts that contain the most concentrations of metabolites of phytomedicinal value. Secondary metabolites such as phenyl propanoids, including flavonoids, were found in greater concentrations in the leaves as compared to the seeds. UPLC-ESI-MS verified the presence of significant metabolites in the papaya extracts suggested by the NMR analysis. Interestingly, the concentration of eleven secondary metabolites namely caffeic, cinnamic, chlorogenic, quinic, coumaric, vanillic, and protocatechuic acids, naringenin, hesperidin, rutin, and kaempferol, were higher in young as compared to old papaya leaves. The results of the NMR analysis were corroborated by estimating the total phenolic and flavonoid content of the extracts. Estimation of antioxidant activity in leaves and seed extracts by DPPH and ABTS in-vitro assays and antioxidant capacity in C2C12 cell line also showed that papaya extracts exhibit high antioxidant activity.
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Affiliation(s)
- Navdeep Gogna
- Department of Physical Sciences, Indian Institute of Science Education & Research Mohali, Knowledge City, Sector 81, Mohali, Manauli PO, 140306 Punjab, India
| | - Neda Hamid
- Sardar Bhagwan Singh Post Graduate Institute of Biomedical Sciences & Research, Balawala, Dehradun 248161 Uttarakhand, India
| | - Kavita Dorai
- Department of Physical Sciences, Indian Institute of Science Education & Research Mohali, Knowledge City, Sector 81, Mohali, Manauli PO, 140306 Punjab, India.
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