51
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Chunthaburee S, Dongsansuk A, Sanitchon J, Pattanagul W, Theerakulpisut P. Physiological and biochemical parameters for evaluation and clustering of rice cultivars differing in salt tolerance at seedling stage. Saudi J Biol Sci 2015; 23:467-77. [PMID: 27298579 PMCID: PMC4890196 DOI: 10.1016/j.sjbs.2015.05.013] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2015] [Revised: 05/12/2015] [Accepted: 05/17/2015] [Indexed: 11/02/2022] Open
Abstract
Salinity tolerance levels and physiological changes were evaluated for twelve rice cultivars, including four white rice and eight black glutinous rice cultivars, during their seedling stage in response to salinity stress at 100 mM NaCl. All the rice cultivars evaluated showed an apparent decrease in growth characteristics and chlorophyll accumulation under salinity stress. By contrast an increase in proline, hydrogen peroxide, peroxidase (POX) activity and anthocyanins were observed for all cultivars. The K(+)/Na(+) ratios evaluated for all rice cultivars were noted to be highly correlated with the salinity scores thus indicating that the K(+)/Na(+) ratio serves as a reliable indicator of salt stress tolerance in rice. Principal component analysis (PCA) based on physiological salt tolerance indexes could clearly distinguish rice cultivars into 4 salt tolerance clusters. Noteworthy, in comparison to the salt-sensitive ones, rice cultivars that possessed higher degrees of salt tolerance displayed more enhanced activity of catalase (CAT), a smaller increase in anthocyanin, hydrogen peroxide and proline content but a smaller drop in the K(+)/Na(+) ratio and chlorophyll accumulation.
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Affiliation(s)
| | - Anoma Dongsansuk
- Department of Plant Science and Agricultural Resources, Faculty of Agriculture, Khon Kaen University, Khon Kaen 40002, Thailand
| | - Jirawat Sanitchon
- Department of Plant Science and Agricultural Resources, Faculty of Agriculture, Khon Kaen University, Khon Kaen 40002, Thailand
| | - Wattana Pattanagul
- Department of Biology, Faculty of Science, Khon Kaen University, Khon Kaen 40002, Thailand
| | - Piyada Theerakulpisut
- Department of Biology, Faculty of Science, Khon Kaen University, Khon Kaen 40002, Thailand
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52
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Khakimov B, Gürdeniz G, Engelsen S. Trends in the application of chemometrics to foodomics studies. ACTA ALIMENTARIA 2015. [DOI: 10.1556/aalim.44.2015.1.1] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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53
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Kim GR, Jung ES, Lee S, Lim SH, Ha SH, Lee CH. Combined mass spectrometry-based metabolite profiling of different pigmented rice (Oryza sativa L.) seeds and correlation with antioxidant activities. Molecules 2014; 19:15673-86. [PMID: 25268721 PMCID: PMC6271636 DOI: 10.3390/molecules191015673] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2014] [Revised: 09/26/2014] [Accepted: 09/27/2014] [Indexed: 11/16/2022] Open
Abstract
Nine varieties of pigmented rice (Oryza sativa L.) seeds that were black, red, or white were used to perform metabolite profiling by using ultra-performance liquid chromatography-quadrupole-time-of-flight mass spectrometry (UPLC-Q-TOF-MS) and gas chromatography (GC) TOF-MS, to measure antioxidant activities. Clear grouping patterns determined by the color of the rice seeds were identified in principle component analysis (PCA) derived from UPLC-Q-TOF-MS. Cyanidin-3-glucoside, peonidin-3-glucoside, proanthocyanidin dimer, proanthocyanidin trimer, apigenin-6-C-glugosyl-8-C-arabiboside, tricin-O-rhamnoside-O-hexoside, and lipids were identified as significantly different secondary metabolites. In PCA score plots derived from GC-TOF-MS, Jakwangdo (JKD) and Ilpoom (IP) species were discriminated from the other rice seeds by PC1 and PC2. Valine, phenylalanine, adenosine, pyruvate, nicotinic acid, succinic acid, maleic acid, malonic acid, gluconic acid, xylose, fructose, glucose, maltose, and myo-inositol were significantly different primary metabolites in JKD species, while GABA, asparagine, xylitol, and sucrose were significantly distributed in IP species. Analysis of antioxidant activities revealed that black and red rice seeds had higher activity than white rice seeds. Cyanidin-3-glucoside, peonidin-3-glucoside, proanthocyanidin dimers, proanthocyanidin trimers, and catechin were highly correlated with antioxidant activities, and were more plentiful in black and red rice seeds. These results are expected to provide valuable information that could help improve and develop rice-breeding techniques.
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Affiliation(s)
- Ga Ryun Kim
- Department of Bioscience and Biotechnology, Konkuk University, Seoul 143-701, Korea
| | - Eun Sung Jung
- Department of Bioscience and Biotechnology, Konkuk University, Seoul 143-701, Korea
| | - Sarah Lee
- Department of Bioscience and Biotechnology, Konkuk University, Seoul 143-701, Korea
| | - Sun-Hyung Lim
- National Academy of Agricultural Science, Rural Development Administration, Suwon 441-707, Korea
| | - Sun-Hwa Ha
- Department of Genetic Engineering and Crop Biotech Institute, College of Life Sciences, Kyung Hee University, Suwon 446-701, Korea
| | - Choong Hwan Lee
- Department of Bioscience and Biotechnology, Konkuk University, Seoul 143-701, Korea.
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54
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Kim JK, Kim EH, Park I, Yu BR, Lim JD, Lee YS, Lee JH, Kim SH, Chung IM. Isoflavones profiling of soybean [Glycine max (L.) Merrill] germplasms and their correlations with metabolic pathways. Food Chem 2014; 153:258-64. [PMID: 24491728 DOI: 10.1016/j.foodchem.2013.12.066] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2013] [Revised: 11/21/2013] [Accepted: 12/17/2013] [Indexed: 11/19/2022]
Abstract
The isoflavone diversity (44 varieties) of the soybean, Glycine max (L.) Merrill, from China, Japan, and Korea was examined by high-performance liquid chromatography. The profiles of 12 isoflavones identified from the grains were subjected to data-mining processes, including partial least-squares discriminant analysis (PLS-DA), Pearson's correlation analysis, and hierarchical clustering analysis (HCA). Although PLS-DA did not reveal significant differences among extracts of soybean from 3 countries, the results clearly show that the variation between varieties was low. The CS02554 variety was separate from the others in the first 2 principal components of PLS-DA. HCA of these phytochemicals resulted in clusters derived from closely related biochemical pathways. Daidzin, genistin, and glycitin contents were significantly correlated with their respective malonyl glycoside contents. Daidzein content correlated positively with genistein content (r=0.8189, P<0.0001). The CS02554 variety appears to be a good candidate for future breeding programs, as it contains high levels of isoflavone compounds. These results demonstrate the use of metabolite profiling combined with chemometrics as a tool for assessing the quality of food and identifying metabolic links in biological systems.
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Affiliation(s)
- Jae Kwang Kim
- Division of Life Sciences, College of Life Sciences and Bioengineering, Incheon National University, Incheon 406-772, Republic of Korea; Bio-Resource and Environmental Center, Incheon National University, Incheon 406-772, Republic of Korea
| | - Eun-Hye Kim
- Department of Applied Life Science, College of Life and Environmental Science, Konkuk University, Seoul 143-701, Republic of Korea
| | - Inmyoung Park
- Department of Microbiology, College of Natural Sciences, Pusan National University, Busan 609-735, Republic of Korea
| | - Bo-Ra Yu
- Department of Applied Life Science, College of Life and Environmental Science, Konkuk University, Seoul 143-701, Republic of Korea
| | - Jung Dae Lim
- Department of Herbal Medicine Resource, Kangwon National University, Samcheok 245-907, Republic of Korea
| | - Young-Sang Lee
- Department of Medical Biotechnology, Soonchunhyang University, Asan 336-745, Republic of Korea
| | - Joo-Hyun Lee
- Department of Applied Life Science, College of Life and Environmental Science, Konkuk University, Seoul 143-701, Republic of Korea
| | - Seung-Hyun Kim
- Department of Applied Life Science, College of Life and Environmental Science, Konkuk University, Seoul 143-701, Republic of Korea
| | - Ill-Min Chung
- Department of Applied Life Science, College of Life and Environmental Science, Konkuk University, Seoul 143-701, Republic of Korea.
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55
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Hu C, Shi J, Quan S, Cui B, Kleessen S, Nikoloski Z, Tohge T, Alexander D, Guo L, Lin H, Wang J, Cui X, Rao J, Luo Q, Zhao X, Fernie AR, Zhang D. Metabolic variation between japonica and indica rice cultivars as revealed by non-targeted metabolomics. Sci Rep 2014; 4:5067. [PMID: 24861081 PMCID: PMC5381408 DOI: 10.1038/srep05067] [Citation(s) in RCA: 108] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2013] [Accepted: 05/08/2014] [Indexed: 01/07/2023] Open
Abstract
Seed metabolites are critically important both for plant development and human nutrition; however, the natural variation in their levels remains poorly characterized. Here we profiled 121 metabolites in mature seeds of a wide panel Oryza sativa japonica and indica cultivars, revealing correlations between the metabolic phenotype and geographic origin of the rice seeds. Moreover, japonica and indica subspecies differed significantly not only in the relative abundances of metabolites but also in their corresponding metabolic association networks. These findings provide important insights into metabolic adaptation in rice subgroups, bridging the gap between genome and phenome, and facilitating the identification of genetic control of metabolic properties that can serve as a basis for the future improvement of rice quality via metabolic engineering.
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Affiliation(s)
- Chaoyang Hu
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
- These authors contributed equally to this work
| | - Jianxin Shi
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
- These authors contributed equally to this work
| | - Sheng Quan
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
- These authors contributed equally to this work
| | - Bo Cui
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Sabrina Kleessen
- Systems Biology and Mathematical Modeling Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany
| | - Zoran Nikoloski
- Systems Biology and Mathematical Modeling Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany
| | - Takayuki Tohge
- Central Metabolism Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany
| | | | - Lining Guo
- Metabolon Inc., Durham, North Carolina 27713, USA
| | - Hong Lin
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jing Wang
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Xiao Cui
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jun Rao
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Qian Luo
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Xiangxiang Zhao
- Jiangsu Key Laboratory for Eco-Agricultural Biotechnology around Hongze Lake, Huaiyin Normal University, Huaian, Jiangsu, 223300, China
| | - Alisdair R. Fernie
- Central Metabolism Group, Max Planck Institute of Molecular Plant Physiology, 14476 Potsdam-Golm, Germany
| | - Dabing Zhang
- National Center for Molecular Characterization of Genetically Modified Organisms, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
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Zeng YW, Yang JZ, Pu XY, Du J, Yang T, Yang SM, Zhu WH. Strategies of functional food for cancer prevention in human beings. Asian Pac J Cancer Prev 2014; 14:1585-92. [PMID: 23679240 DOI: 10.7314/apjcp.2013.14.3.1585] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Functional food for prevention of chronic diseases is one of this century's key global challenges. Cancer is not only the first or second leading cause of death in China and other countries across the world, but also has diet as one of the most important modifiable risk factors. Major dietary factors now known to promote cancer development are polished grain foods and low intake of fresh vegetables, with general importance for an unhealthy lifestyle and obesity. The strategies of cancer prevention in human being are increased consumption of functional foods like whole grains (brown rice, barley, and buckwheat) and by-products, as well some vegetables (bitter melon, garlic, onions, broccoli, and cabbage) and mushrooms (boletes and Tricholoma matsutake). In addition some beverages (green tea and coffee) may be protective. Southwest China (especially Yunnan Province) is a geographical area where functional crop production is closely related to the origins of human evolution with implications for anticancer influence.
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Affiliation(s)
- Ya-Wen Zeng
- Biotechnology and Genetic Germplasm Institute, Yunnan Academy of Agricultural Sciences/Agricultural Biotechnology Key Laboratory of Yunnan Province, Kunmin, China.
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Kim JK, Choi SR, Lee J, Park SY, Song SY, Na J, Kim SW, Kim SJ, Nou IS, Lee YH, Park SU, Kim H. Metabolic differentiation of diamondback moth ( Plutella xylostella (L.)) resistance in cabbage ( Brassica oleracea L. ssp. capitata). JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2013; 61:11222-30. [PMID: 24144435 DOI: 10.1021/jf403441t] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
The diamondback moth, Plutella xylostella (L.), is a major pest responsible for destroying cabbage and other Brassica vegetable crops. A diamondback moth-resistant cabbage line was studied by comparing its metabolite profiles with those of a susceptible cabbage. Fourier transform infrared spectroscopy analysis revealed that carbohydrates, aromatic compounds, and amides were the major factors that distinguished the resistant and susceptible genotypes. Gas chromatography-time-of-flight mass spectrometry profiled 46 metabolites, including 19 amino acids, 15 organic acids, 8 sugars, 3 sugar alcohols, and 1 amine in two genotypes and F1 hybrid cabbages. The levels of glycolic acid, quinic acid, inositol, fumaric acid, glyceric acid, trehalose, shikimic acid, and aspartic acid were found to be very significantly different between the resistant and susceptible genotypes with a P value of <0.0001. These results will provide a foundation for further studies on diamondback moth resistance in cabbage breeding and for the development of other herbivore-resistant crops.
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Affiliation(s)
- Jae Kwang Kim
- Division of Life Sciences, Incheon National University , Incheon 406-772, Korea
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58
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Park SY, Lim SH, Ha SH, Yeo Y, Park WT, Kwon DY, Park SU, Kim JK. Metabolite profiling approach reveals the interface of primary and secondary metabolism in colored cauliflowers (Brassica oleracea L. ssp. botrytis). JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2013; 61:6999-7007. [PMID: 23782237 DOI: 10.1021/jf401330e] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
In the present study, carotenoids, anthocyanins, and phenolic acids of cauliflowers ( Brassica oleracea L. ssp. botrytis) with various colored florets (white, yellow, green, and purple) were characterized to determine their phytochemical diversity. Additionally, 48 metabolites comprising amino acids, organic acids, sugars, and sugar alcohols were identified using gas chromatography-time-of-flight mass spectrometry (GC-TOFMS). Carotenoid content was considerably higher in green cauliflower; anthocyanins were detected only in purple cauliflower. Phenolic acids were higher in both green and purple cauliflower. Results of partial least-squares discriminant, Pearson correlation, and hierarchical clustering analyses showed that green cauliflower is distinct on the basis of the high levels of amino acids and clusters derived from common or closely related biochemical pathways. These results suggest that GC-TOFMS-based metabolite profiling, combined with chemometrics, is a useful tool for determining phenotypic variation and identifying metabolic networks connecting primary and secondary metabolism.
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Affiliation(s)
- Soo-Yun Park
- National Academy of Agricultural Science, Rural Development Administration, Suwon 441-707, Republic of Korea
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59
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Thwe AA, Kim JK, Li X, Bok Kim Y, Romij Uddin M, Kim SJ, Suzuki T, Park NI, Park SU. Metabolomic analysis and phenylpropanoid biosynthesis in hairy root culture of tartary buckwheat cultivars. PLoS One 2013; 8:e65349. [PMID: 23799007 PMCID: PMC3683005 DOI: 10.1371/journal.pone.0065349] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2012] [Accepted: 04/24/2013] [Indexed: 11/20/2022] Open
Abstract
Buckwheat, Fagopyrum tataricum Gaertn., is an important medicinal plant, which contains several phenolic compounds, including one of the highest content of rutin, a phenolic compound with anti-inflammatory properties. An experiment was conducted to investigate the level of expression of various genes in the phenylpropanoid biosynthetic pathway to analyze in vitro production of anthocyanin and phenolic compounds from hairy root cultures derived from 2 cultivars of tartary buckwheat (Hokkai T8 and T10). A total of 47 metabolites were identified by gas chromatography–time-of-flight mass spectrometry (GC-TOFMS) and subjected to principal component analysis (PCA) in order to fully distinguish between Hokkai T8 and T10 hairy roots. The expression levels of phenylpropanoid biosynthetic pathway genes, through qRT-PCR, showed higher expression for almost all the genes in T10 than T8 hairy root except for FtF3’H-2 and FtFLS-2. Rutin, quercetin, gallic acid, caffeic acid, ferulic acid, 4-hydroxybenzoic acid, and 2 anthocyanin compounds were identified in Hokkai T8 and T10 hairy roots. The concentration of rutin and anthocyanin in Hokkai T10 hairy roots of tartary buckwheat was several-fold higher compared with that obtained from Hokkai T8 hairy root. This study provides useful information on the molecular and physiological dynamic processes that are correlated with phenylpropanoid biosynthetic gene expression and phenolic compound content in F. tataricum species.
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Affiliation(s)
- Aye Aye Thwe
- Department of Crop Science, Chungnam National University, Daejeon, Republic of Korea
| | - Jae Kwang Kim
- National Academy of Agricultural Science, Rural Development Administration, Suwon, Republic of Korea
| | - Xiaohua Li
- Department of Crop Science, Chungnam National University, Daejeon, Republic of Korea
| | - Yeon Bok Kim
- Department of Crop Science, Chungnam National University, Daejeon, Republic of Korea
| | - Md Romij Uddin
- Department of Crop Science, Chungnam National University, Daejeon, Republic of Korea
| | - Sun Ju Kim
- Department of Bio Environmental Chemistry, Chungnam National University, Daejeon, Republic of Korea
| | - Tatsuro Suzuki
- National Agricultural Research Center for Hokkaido Region, Hokkaido, Japan
| | - Nam Il Park
- Wildlife Genetic Resources Center, National Institute of Biological Resources, Incheon, Republic of Korea
- * E-mail: (NIP); (SUP)
| | - Sang Un Park
- Department of Crop Science, Chungnam National University, Daejeon, Republic of Korea
- * E-mail: (NIP); (SUP)
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Kim JK, Kim EH, Lee OK, Park SY, Lee B, Kim SH, Park I, Chung IM. Variation and correlation analysis of phenolic compounds in mungbean (Vigna radiata L.) varieties. Food Chem 2013; 141:2988-97. [PMID: 23871050 DOI: 10.1016/j.foodchem.2013.05.060] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2013] [Revised: 04/02/2013] [Accepted: 05/09/2013] [Indexed: 10/26/2022]
Abstract
Phenolic compounds from a wide collection of mungbean [Vigna radiata (L.) Wilczek] germplasm (56 varieties) were characterised to determine the diversity among these phytochemicals and to analyse the relationships among their contents. The profiles of 25 phenolic compounds identified from the grains were subjected to data-mining processes, including principal component analysis (PCA), partial least squares discriminant analysis (PLS-DA), Pearson's correlation analysis, and hierarchical clustering analysis (HCA). The IT212105 and IT104818 varieties separated from the others in the first two principal components of PCA. PLS-DA showed significant separation between extracts of mungbean originating from three countries: China, Japan, and Korea. HCA of these phytochemicals resulted in clusters derived from common or closely related biochemical pathways. Significant positive relationships were observed between coumaric acid and resveratrol (r=0.7195, p<0.0001). Catechin content was positively correlated with rutin (r=0.6291, p<0.0001). The IT104818 variety appears to be a good candidate for future breeding programs, as it contains high levels of phenolic compounds. These results demonstrate the use of metabolic profiling combined with chemometrics as a tool for assessing the quality of food.
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Affiliation(s)
- Jae-Kwang Kim
- National Academy of Agricultural Science, Rural Development Administration, Suwon 441-707, Republic of Korea
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