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Development of an NMR metabolomics-based tool for selection of flaxseed varieties

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Abstract

Flaxseed is an important source of lignans and ω-3 fatty acids, compounds which present interest in human health with many applications in food industry. It is therefore necessary to precisely know the metabolite content in flaxseed. A metabolomic approach using NMR was developed to achieve this goal. Due to particular characteristics of flaxseed (high level in oil, high amount in mucilage, and integration of the phenolics into a macromolecule), the extraction procedure had first to be optimized using an experimental design, based on the extraction time, in a water bath or an ultrasound bath, alkaline treatment, defatting, and centrifugation temperature. This methodology was then applied to several flaxseed varieties classified in function of their content in ω-3 fatty acid. The main differences in semi-polar metabolites between these varieties concern compounds of the phenylpropanoid pathway. Hydroxycinnamic acid glucoside and lignan content increase when ω-3 fatty acid content decrease whereas flavonoid content increase in the same way of ω-3 fatty acids.

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References

  • Adlercreutz, H., Mousavi, Y., Clark, J., et al. (1992). Dietary phytoestrogens and cancer: in vitro and in vivo studies. Journal of Steroid Biochemistry and Molecular Biology, 41, 331–337.

    Article  CAS  PubMed  Google Scholar 

  • Adolphe, J. L., Whiting, S. J., Juurlink, B. H. J., Thorpe, L. U., & Alcorn, J. (2010). Health effects with consumption of the flax lignan secoisolariciresinol diglucoside. British Journal of Nutrition, 103, 929–938.

    Article  CAS  PubMed  Google Scholar 

  • Alessandri, J. M., Goustard, B., Guesnet, P., & Durand, G. (1998). Docosahexaenoic acid concentrations in retinal phospholipids of piglets fed an infant formula enriched with long-chain polyunsaturated fatty acids: effects of egg phospholipids and fish oils with different ratios of eicosapentaenoic acid to docosahexaenoic acid. The American Journal of Clinical Nutrition, 67, 377–385.

    CAS  PubMed  Google Scholar 

  • Ali, K., Maltese, F., Fortes, A. M., Pais, M. S., Verpoorte, R., & Choi, Y. H. (2011). Pre-analytical method for NMR-based grape metabolic fingerprinting and chemometrics. Analytica Chimica Acta, 703, 179–186.

    Article  CAS  PubMed  Google Scholar 

  • Barceló-Coblijn, G., & Murphy, E. J. (2009). Alpha-linolenic acid and its conversion to longer chain n − 3 fatty acids: Benefits for human health and a role in maintaining tissue n − 3 fatty acid levels. Progress in Lipid Research, 48, 355–374.

    Article  PubMed  Google Scholar 

  • Beejmohun, V., Fliniaux, O., Grand, E., et al. (2007). Microwave-assisted extraction of the main phenolic compounds in flaxseed. Phytochemical Analysis, 18, 275–282.

    Article  CAS  PubMed  Google Scholar 

  • Beejmohun, V., Grand, E., Mesnard, F., Fliniaux, M. A., & Kovensky, J. (2004). First synthesis of (1,2-13C2)-monolignol glucosides. Tetrahedron Letters, 45, 8745–8747.

    Article  CAS  Google Scholar 

  • Castro, C., & Manetti, C. (2007). A multiway approach to analyze metabonomic data: a study of maize seeds development. Analytical Biochemistry, 371, 194–200.

    Article  CAS  PubMed  Google Scholar 

  • Castro, C., Motto, M., Rossi, V., & Manetti, C. (2008). Variation of metabolic profiles in developing maize kernels up- and down-regulated for the hda101 gene. Journal of Experimental Botany, 59, 3913–3924.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chimichi, S., Bambagiotti-Alberti, M., Coran, S. A., Giannellini, V., & Biddau, B. (1999). Complete assignment of the 1H and 13C NMR spectra of secoisolariciresinol diglucoside, a mammalian lignan precursor isolated from Linum usitatissimum. Magnetic Resonance in Chemistry, 37, 860–863.

    Article  CAS  Google Scholar 

  • Choi, Y. H., Kim, H. K., Hazekamp, A., Erkelens, C., Lefeber, A. W., & Verpoorte, R. (2004a). Metabolomic differentiation of Cannabis sativa cultivars using 1H NMR spectroscopy and principal component analysis. Journal of Natural Products, 67, 953–957.

    Article  CAS  PubMed  Google Scholar 

  • Choi, Y. H., Sertic, S., Kim, H. K., et al. (2005). Classification of Ilex species based on metabolomic fingerprinting using nuclear magnetic resonance and multivariate data analysis. Journal of Agricultural and Food Chemistry, 53, 1237–1245.

    Article  CAS  PubMed  Google Scholar 

  • Choi, Y. H., Tapias, E. C., Kim, H. K., et al. (2004b). Metabolic discrimination of Catharanthus roseus leaves infected by phytoplasma using 1H-NMR spectroscopy and multivariate data analysis. Plant Physiology, 135, 2398–2410.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Conquer, J. A., & Holub, B. J. J. (1998). Effect of supplementation with different doses of DHA on the levels of circulating DHA as non-esterified fatty acid in subjects of Asian Indian background. Journal of Lipid Research, 39, 286–292.

    CAS  PubMed  Google Scholar 

  • Dejaegher, B., & Vander Hayden, Y. (2011). Experimental designs and their recent advances in set-up, data interpretation, and analytical applications. Journal of Pharmaceutical and Biomedical Analysis, 56, 141–158.

    Article  CAS  PubMed  Google Scholar 

  • Eriksson, L., Johansson, E., Kettaneh-Wold, N., & Wold, S. (2001). Multi- and megavariate data analysis. Umetrics Academy, Umeå: Principles and Applications.

    Google Scholar 

  • Ford, J. D., Huang, K. S., Wang, H. B., Davin, L. B., & Lewis, N. G. (2001). Biosynthetic pathway to the cancer chemopreventive secoisolariciresinol diglucoside−hydroxymethyl glutaryl ester-linked lignan oligomers in flax (Linum usitatissimum) seed. Journal of Natural Products, 64, 1388–1397.

    Article  CAS  PubMed  Google Scholar 

  • Hall, C., Tulbek, M. C., & Xu, Y. (2006). Flaxseed. Advances in Food and Nutrition Research, 51, 1–97.

    Article  CAS  PubMed  Google Scholar 

  • Hano, C., Martin, I., Fliniaux, O., et al. (2006). Pinoresinol–lariciresinol reductase gene expression and secoisolariciresinol diglucoside accumulation in developing flax (Linum usitatissimum) seeds. Planta, 224, 1291–1301.

    Article  CAS  PubMed  Google Scholar 

  • Hendrawati, O., Yao, Q., Kim, H. K., et al. (2006). Metabolic differentiation of Arabidopsis treated with methyl jasmonate using nuclear magnetic resonance spectroscopy. Plant Science, 170, 1118–1124.

    Article  CAS  Google Scholar 

  • Kaewmanee, T., Bagnasco, L., Benjakul, S., et al. (2014). Characterisation of mucilages extracted from seven Italian cultivars of flax. Food Chemistry, 148, 60–69.

    Article  CAS  PubMed  Google Scholar 

  • Khakimov, B., Bak, S., & Engelsen, S. B. (2013). High-throughput cereal metabolomics: Current analytical technologies, challenges and perspectives. Journal of Cereal Science,. doi:10.1016/j.jcs.2013.10.002.

    Google Scholar 

  • Kim, H. K., Choi, Y. H., & Verpoorte, R. (2010). NMR-based metabolomic analysis of plants. Nature Protocols, 5, 536–549.

    Article  CAS  PubMed  Google Scholar 

  • Kitts, D. D., Yuan, Y. V., Wijewickreme, A. N., & Thompson, L. U. (1999). Antioxidant activity of the flaxseed lignan secoisolariciresinol diglycoside and its mammalian lignan metabolites enterodiol and enterolactone. Molecular and Cellular Biochemistry, 202, 91–100.

    Article  CAS  PubMed  Google Scholar 

  • Kouba, M., Enser, M., Whittington, F. M., Nute, G. R., & Wood, J. D. (2003). Effect of a high-linolenic acid diet on lipogenic enzyme activities, fatty acid composition, and meat quality in the growing pig. Journal of Animal Science, 81, 1967–1979.

    Article  CAS  PubMed  Google Scholar 

  • Kouba, M., & Mourot, J. (2011). A review of nutritional effects on fat composition of animal products with special emphasis on n-3 polyunsaturated fatty acids. Biochimie, 93, 13–17.

    Article  CAS  PubMed  Google Scholar 

  • Leiss, K. A., Choi, Y. H., Abdel-Farid, I. B., Verpoorte, R., & Klinkhamer, P. G. (2009). NMR metabolomics of thrips (Frankliniella occidentalis) resistance in Senecio hybrids. Journal of Chemical Ecology, 35, 219–229.

    Article  CAS  PubMed  Google Scholar 

  • Li, X., Yuan, J. P., Xu, S. P., Wang, J. H., & Liu, X. (2008). Separation and determination of secoisolariciresinol diglucoside oligomers and their hydrolysates in the flaxseed extract by high-performance liquid chromatography. Journal of Chromatography A, 1185, 223–232.

    Article  CAS  PubMed  Google Scholar 

  • Manetti, C., Bianchetti, C., Bizzarri, M., et al. (2004). NMR-based metabonomic study of transgenic maize. Phytochemistry, 65, 3187–3198.

    Article  CAS  PubMed  Google Scholar 

  • McCann, M. J., Gill, C. I. R., & McGlynn, H. (2005). Role of mammalian lignans in the prevention and treatment of prostate cancer. Nutrition and Cancer, 52, 1–14.

    Article  CAS  PubMed  Google Scholar 

  • Mochida, K., Furuta, T., Ebana, K., Shinozaki, K., & Kikuchi, J. (2009). Correlation exploration of metabolic and genomic diversities in rice. BMC Genomics, 10, 568.

    Article  PubMed  PubMed Central  Google Scholar 

  • Mounet, F., Lemaire-Chamley, M., Maucourt, M., et al. (2007). Quantitative metabolic profiles of tomato flesh and seeds during fruit development: complementary analysis with ANN and PCA. Metabolomics, 3, 273–288.

    Article  CAS  Google Scholar 

  • Myers, R. H., & Montgomery, D. C. (2002). Response Surface Methodology - Process and Product Optimization Using Designed Experiments (2nd ed.). United States of America: John Wiley & Sons Inc.

    Google Scholar 

  • Nakabayashi, R., & Saito, K. (2013). Metabolomics for unknown plant metabolites. Analytical and Bioanalytical Chemistry, 405, 5005–5011.

    Article  CAS  PubMed  Google Scholar 

  • Ovenden, S. P. B., Gordon, B. R., Bagas, C. K., Muir, B., Rochfort, S., & Bourne, D. J. (2010). A study of the metabolome of Ricinus communis for forensic applications. Australian Journal of Chemistry, 63, 8–21.

    Article  CAS  Google Scholar 

  • Piccioni, F., Capitani, D., Zolla, L., & Mannina, L. (2009). NMR metabolic profiling of transgenic maize with the Cry1A (b) gene. Journal of Agricultural and Food Chemistry, 57, 6041–6049.

    Article  CAS  PubMed  Google Scholar 

  • Pigott, E. J., Roberts, W., Ovenden, S. P. B., Rochfort, S., & Bourne, D. J. (2012). Metabolomic investigations of Ricinus communis for cultivar and provenance determination. Metabolomics, 8, 634–642.

    Article  CAS  Google Scholar 

  • Prasad, K. (1997). Dietary flax seed in prevention of hypercholesterolemic atherosclerosis. Atherosclerosis, 132, 69–76.

    Article  CAS  PubMed  Google Scholar 

  • Qiu, S. X., Lu, Z. Z., Luyengi, L., et al. (1999). Isolation and characterization of flaxseed (Linum usitatissimum) constituents. Pharmaceutical Biology, 37, 1–7.

    Article  CAS  Google Scholar 

  • Quéro, A., Molinié, R., Elboutachfaiti, R., et al. (2014). Osmotic stress alters the balance between organic and inorganic solutes in flax (Linum usitatissimum). Journal of Plant Physiology, 171, 55–64.

    Article  PubMed  Google Scholar 

  • R Development Core Team. (2008). R: A language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing.

    Google Scholar 

  • Rao, Y. K., Geethangili, M., Fang, S. H., & Tzeng, Y. M. (2007). Antioxidant and cytotoxic activities of naturally occurring phenolic and related compounds: A comparative study. Food and Chemical Toxicology, 45, 1770–1776.

    Article  CAS  PubMed  Google Scholar 

  • Sadhu, S. K., Khatun, A., Phattanawasin, P., Ohtsuki, T., & Ishibashi, M. (2007). Lignan glycosides and flavonoids from Saraca asoca with antioxidant activity. Journal of Natural Medicines, 61, 480–482.

    Article  CAS  Google Scholar 

  • Schripsema, J. (2010). Application of NMR in plant metabolomics: techniques, problems and prospects. Phytochemical Analysis, 21, 14–21.

    Article  CAS  PubMed  Google Scholar 

  • Simopoulos, A. P. (2001). n−3 fatty acids and human health: defining strategies for public policy. Lipids, 36, S83–S89.

    Article  CAS  PubMed  Google Scholar 

  • Son, H. S., Hwang, G. S., Kim, K. M., et al. (2009). Metabolomic studies on geographical grapes and their wines using 1H NMR analysis coupled with multivariate statistics. Journal of Agricultural and Food Chemistry, 57, 1481–1490.

    Article  CAS  PubMed  Google Scholar 

  • Sridhar, C., Rao, K. V., & Subbaraju, G. V. (2005). Flavonoids, triterpenoids and a lignan from Vitex altissima. Phytochemistry, 66, 1707–1712.

    Article  CAS  PubMed  Google Scholar 

  • Steinfath, M., Strehmel, N., Peters, R., et al. (2010). Discovering plant metabolic biomarkers for phenotype prediction using an untargeted approach. Plant Biotechnology Journal, 8, 900–911.

    Article  CAS  PubMed  Google Scholar 

  • Struijs, K., Vincken, J. P., Verhoef, R., Voragen, A. G. J., & Gruppen, H. (2008). Hydroxycinnamic acids are ester-linked directly to glucosyl moieties within the lignan macromolecule from flaxseed hulls. Phytochemistry, 69, 1250–1260.

    Article  CAS  PubMed  Google Scholar 

  • Touré, A., & Xu, X. M. (2010). Flaxseed lignans: source, biosynthesis, metabolism, antioxidant activity, bio-active components, and health benefits. Comprehensive reviews in food science and food safety, 9, 261–269.

    Article  Google Scholar 

  • Waters, A. P., & Knowler, J. T. (1982). Effect of a lignan (HPMF) on RNA synthesis in the rat uterus. Journal of Reproduction and Fertility, 66, 379–381.

    Article  CAS  PubMed  Google Scholar 

  • Westcott, N.D., & Muir, A.D. (1996). Variation in the concentration of the flax seed lignan concentration with variety, location and year. Proceedings of the 16th Flax Institute of the United States (TP77-80), Flax Institute of the United States, Fargo.

  • Westcott, N. D., & Muir, A. D. (1999). Medicinal lignans from flaxseed: isolation and purification. In F. Shahidi & C. T. Ho (Eds.), Phytochemicals and Phytopharmaceuticals (pp. 122–131). Champaign IL: AOCS Press.

    Google Scholar 

  • Westcott, N. D., & Muir, A. D. (2003). Flax seed lignan in disease prevention and health promotion. Phytochemistry Reviews, 2, 401–417.

    Article  CAS  Google Scholar 

  • Wood, J. D., Richardson, R. I., Nute, G. R., et al. (2004). Effects of fatty acids on meat quality: A review. Meat Science, 66, 21–32.

    Article  CAS  PubMed  Google Scholar 

  • Yang, S. Y., Kim, H. K., Lefeber, A. W. M., et al. (2006). Application of two-dimensional nuclear magnetic resonance spectroscopy to quality control of ginseng commercial products. Planta Medica, 72, 364–369.

    Article  CAS  PubMed  Google Scholar 

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Acknowledgments

A. Ramsay wishes to thank the Conseil Régional de Picardie for a PhD grant. J. Fang acknowledges the International Max Planck Research School (IMPRS) for a PhD scholarship. The authors are grateful for financial support from the European Regional Development Fund (ERDF). F. Mesnard wishes to acknowledge COST action FA 1006.

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Correspondence to François Mesnard.

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Ramsay, A., Fliniaux, O., Fang, J. et al. Development of an NMR metabolomics-based tool for selection of flaxseed varieties. Metabolomics 10, 1258–1267 (2014). https://doi.org/10.1007/s11306-014-0664-8

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