Preventive Nutrition and Food Science

  • 제17권3호
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  • Pages.184-191
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  • 2012
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  • 2287-1098(pISSN)
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  • 2287-8602(eISSN)
한국식품영양과학회 (The Korean Society of Food Science and Nutrition)
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Chemometric Approach to Fatty Acid Profiles in Soybean Cultivars by Principal Component Analysis (PCA)

  • Shin, Eui-Cheol (Department of Food Science & Institute of Fusion Biotechnology, Gyeongnam National University of Science and Technology) ;
  • Hwang, Chung-Eun (Department of Food Science & Institute of Fusion Biotechnology, Gyeongnam National University of Science and Technology) ;
  • Lee, Byong-Won (Department of Functional Crop, National Institute of Crop Science (NICS), Rural Development Administration (RDA)) ;
  • Kim, Hyun-Tae (Department of Functional Crop, National Institute of Crop Science (NICS), Rural Development Administration (RDA)) ;
  • Ko, Jong-Min (Department of Functional Crop, National Institute of Crop Science (NICS), Rural Development Administration (RDA)) ;
  • Baek, In-Youl (Department of Functional Crop, National Institute of Crop Science (NICS), Rural Development Administration (RDA)) ;
  • Lee, Yang-Bong (Department of Food Science and Technology, Pukyong National University) ;
  • Choi, Jin-Sang (Department of Food Science & Institute of Fusion Biotechnology, Gyeongnam National University of Science and Technology) ;
  • Cho, Eun-Ju (Department of Food Science and Nutrition, Pusan National University) ;
  • Seo, Weon-Taek (Department of Food Science & Institute of Fusion Biotechnology, Gyeongnam National University of Science and Technology) ;
  • Cho, Kye-Man (Department of Food Science & Institute of Fusion Biotechnology, Gyeongnam National University of Science and Technology)
  • 투고 : 2012.07.09
  • 심사 : 2012.09.06
  • 발행 : 2012.09.30
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초록

The purpose of this study was to investigate the fatty acid profiles in 18 soybean cultivars grown in Korea. A total of eleven fatty acids were identified in the sample set, which was comprised of myristic (C14:0), palmitic (C16:0), palmitoleic (C16:1, ${\omega}7$), stearic (C18:0), oleic (C18:1, ${\omega}9$), linoleic (C18:2, ${\omega}6$), linolenic (C18:3, ${\omega}3$), arachidic (C20:0), gondoic (C20:1, ${\omega}9$), behenic (C22:0), and lignoceric (C24:0) acids by gas-liquid chromatography with flame ionization detector (GC-FID). Based on their color, yellow-, black-, brown-, and green-colored cultivars were denoted. Correlation coefficients (r) between the nine major fatty acids identified (two trace fatty acids, myristic and palmitoleic, were not included in the study) were generated and revealed an inverse association between oleic and linoleic acids (r=-0.94, p<0.05), while stearic acid was positively correlated to arachidic acid (r=0.72, p<0.05). Principal component analysis (PCA) of the fatty acid data yielded four significant principal components (PCs; i.e., eigenvalues>1), which together account for 81.49% of the total variance in the data set; with PC1 contributing 28.16% of the total. Eigen analysis of the correlation matrix loadings of the four significant PCs revealed that PC1 was mainly contributed to by oleic, linoleic, and gondoic acids, PC2 by stearic, linolenic and arachidic acids, PC3 by behenic and lignoceric acids, and PC4 by palmitic acid. The score plots generated between PC1-PC2 and PC3-PC4 segregated soybean cultivars based on fatty acid composition.

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참고문헌

  1. Akpinar N, Akpinar MA, Turkoglu S. 2001. Total lipid content and fatty acid composition of the seeds of some Vicia L. species. Food Chem 74: 449-453. https://doi.org/10.1016/S0308-8146(01)00162-5
  2. Patil AG, Oak MD, Taware SP, Tamhankar SA, Rao VS. 2010. Nondestructive estimation of fatty acid composition in soybean [Glycine max (L.) Merrill] seeds using Near- Infrared Transmittance Spectroscopy. Food Chem 120: 1210-1217. https://doi.org/10.1016/j.foodchem.2009.11.066
  3. Liu WH, Stephen Inbaraj B, Chen BH. 2007. Analysis and formation of trans fatty acids in hydrogenated soybean oil during heating. Food Chem 104: 1740-1749. https://doi.org/10.1016/j.foodchem.2006.10.069
  4. Liu HR, White PJ. 1992. Oxidative stability of soybean oils with altered fatty acid compositions. J Am Oil Chem Soc 69: 528-532. https://doi.org/10.1007/BF02636103
  5. Haswell SJ. 1992. Practical guide to chemometrics. Marcel Dekker Inc., New York, NY, USA. p 1-3.
  6. Kamal-Eldin A, Andersson R. 1997. A multivariate study of the correlation between tocopherol content and fatty acid composition in vegetable oils. J Am Oil Chem Soc 74: 375-380. https://doi.org/10.1007/s11746-997-0093-1
  7. Brodnjak-Voncina D, Kodba ZC, Novic M. 2005. Multivariate data analysis in classification of vegetable oils characterized by the content of fatty acids. Chemometr Intell Lab Syst 75: 31-43. https://doi.org/10.1016/j.chemolab.2004.04.011
  8. Matos LC, Cunha SC, Amaral JS, Pereira JA, Andrade PB, Seabra RM, Oliveira BPP. 2007. Chemometric characterization of three varietal olive oils (Cvs. Cobrançosa, Madural and Verdeal Transmontana) extracted from olives with different maturation indices. Food Chem 102: 406-414 https://doi.org/10.1016/j.foodchem.2005.12.031
  9. Kadegowda AKG, Piperova LS, Erdman RA. 2008. Principal component and multivariate analysis of milk longchain fatty acid composition during diet induced milk fat depression. J Dairy Sci 91: 749-759. https://doi.org/10.3168/jds.2007-0265
  10. Garcia-Lopez C, Grane-Teruel N, Berenguer-Navarro V, García-Garcia JE, Martin-Carratala ML. 1996. Major fatty acid composition of 19 almond cultivars of different origins. A chemometric approach. J Agric Food Chem 44: 1751- 1755. https://doi.org/10.1021/jf950505m
  11. Martin-Carratala ML, Garcia-Lopez C, Berenguer-Navarro V, Grane-Teruel N. 1998. New contribution to the chemometric characterization of almond cultivars on the basis of their fatty acid profiles. J Agric Food Chem 46: 963-967. https://doi.org/10.1021/jf970672h
  12. Sathe SK, Seeram NP, Kshirsagar HH, Heber D, Lapsley KA. 2008. Fatty acid composition of California grown almonds. J Food Sci 73: 607-614. https://doi.org/10.1111/j.1750-3841.2008.00936.x
  13. Zagonel GF, Peralta-Zamora P, Ramos LP. 2004. Multivariate monitoring of soybean oil ethanolysis by FTIR. Talanta 63: 1021-1025. https://doi.org/10.1016/j.talanta.2004.01.008
  14. Brandao LF, Braga JW, Suarez PA. 2012. Determination of vegetable oils and fats adulterants in diesel oil by high performance liquid chromatography and multivariate methods. J Chromatogr A 1225: 150-157. https://doi.org/10.1016/j.chroma.2011.12.076
  15. Luna AS, da Silva AP, Pinho JSA, Ferré J, Boque R. 2012. Rapid characterization of transgenic and non-transgenic soybean oils by chemometric methods using NIR spectroscopy. Spectrochim Acta A Mol Biomol Spectrosc [Epub ahead of print].
  16. Bligh EG, Dyer WJ. 1959. A rapid method of total lipid extraction and purification. Can J Biochem Physiol 37: 911-917. https://doi.org/10.1139/o59-099
  17. Ngeh-Ngwainbi J, Lin J, Chandler A. 1997. Determination of total, saturated, unsaturated, and monounsaturated fats in cereal products by acid hydrolysis and capillary gas chromatography: Collaborative study. J AOAC Int 80: 359-372.
  18. Hashim IB, Koehler PE, Eitenmiller RR, Kvien CK. 1993. Fatty acid composition and tocopherol content of drought stressed Florunner peanuts. Peanut Sci 20: 21-24. https://doi.org/10.3146/i0095-3679-20-1-6
  19. Sola-Larrañaga C, Navarro-Blasco I. 2009. Chemometric analysis of minerals and trace elements in raw cow milk from the community of Navarra, Spain. Food Chem 112: 189-196. https://doi.org/10.1016/j.foodchem.2008.05.062
  20. Massart DL, Vandeginste BGM, Deming SN, Michotte Y, Kaufman L. 1988. Chemometrics: A textbook. Elsevier Science Publishing Company Inc., NY, USA. p 339-370.
  21. Tsimidou M, Macrae R, Wilson I. 1987. Authentication of virgin olive oils using principal component analysis of triglyceride and fatty acid profiles: Part 1 - Classification of Greek olive oils. Food Chem 25: 227-239. https://doi.org/10.1016/0308-8146(87)90148-8
  22. Kaiser HF. 1960. The application of electronic computers to factor analysis. Educ Psychol Meas 20: 141-151. https://doi.org/10.1177/001316446002000116
  23. Mohamed AI, Rangappa M. 1992. Nutrient composition and anti-nutritional factors in vegetable soybean: II. Oil, fatty acids, sterols, and lipoxygenase activity. Food Chem 44: 277-282. https://doi.org/10.1016/0308-8146(92)90050-C
  24. Patel M, Jung S, Moore K, Powell G, Ainsworth C, Abbott A. 2004. High oleate peanut mutants result from a MITE insertion into the FAD2 gene. Theor Appli Genet 108: 1492-1502. https://doi.org/10.1007/s00122-004-1590-3
  25. Lopez A, Montano A, Garcia P, Garrido A. 2006. Fatty acid profile of table olives and its multivariate characterization using unsupervised (PCA) and supervised (DA) chemometrics. J Agric Food Chem 54: 6747-6753. https://doi.org/10.1021/jf0612474
  26. Namgung HJ, Park HJ, Cho IH, Choi HK, Kwon DY, Shin SM, Kim YS. 2010. Metabolite profiling of doenjang, fermented soybean paste, during fermentation. J Sci Food Agric 90: 1926-1935.

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