Employing an R Software Package rsm for Optimizing of Genistein, Daidzein, and Glycitein Separation and Its Application for Soy Milk Analysis by HPLC Method
Florentinus Dika Octa Riswanto(1), Alni Desra(2), Rinjani Mustika Sari(3), Valentino Thomas(4), Abdul Rohman(5), Suwidjiyo Pramono(6), Sudibyo Martono(7*)
(1) Department of Pharmacy, Faculty of Pharmacy, Sanata Dharma University, Campus III Paingan, Maguwoharjo, Depok, Sleman, Yogyakarta 55282, Indonesia
(2) Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
(3) Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
(4) Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
(5) Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
(6) Department of Pharmaceutical Biology, Faculty of Pharmacy, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
(7) Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
(*) Corresponding Author
Abstract
Keywords
References
[1] Yimit, D., Hoxur, P., Amat, N., Uchikawa, K., and Yamaguchi, N., 2012, Effects of soybean peptide on immune function, brain function, and neurochemistry in healthy volunteers, Nutrition, 28 (2), 154–159.
[2] Messina, M., 2016, Soy and health update: Evaluation of the clinical and epidemiologic literature, Nutrients, 8 (12), E754.
[3] Aspiyanto, Susilowati, A., Lotulung, P.D., Melanie, H., and Maryati, Y., 2019, Potency of stirred microfiltration cell in the separation of fermented beans as protein isolate for a natural source of folic acid, Indones. J. Chem., 19 (1), 9–18.
[4] Valsecchi, A.E., Franchi, S., Panerai, A.E., Rossi, A., Sacerdote, P., and Colleoni, M., 2011, The soy isoflavone genistein reverses oxidative and inflammatory state, neuropathic pain, neurotrophic and vasculature deficits in a diabetes mouse model, Eur. J. Pharmacol., 650 (2-3), 694–702.
[5] Lissin, L.W., and Cooke, J.P., 2000, Phytoestrogens and cardiovascular health, J. Am. Coll. Cardiol., 35 (6), 1403–1410.
[6] Yuliani, S.H., Istyastono, E.P., and Riswanto, F.D.O., 2016, The cytotoxic activity on T47D breast cancer cell of genistein-standardized ethanolic extract of tempeh - A fermented product of soybean (Glycine max), Orient. J. Chem., 32 (3), 1619–1624.
[7] Jiang, S., Cai, W., and Xu, B., 2013, Food quality improvement of soy milk made from short-time germinated soybeans, Foods, 2 (2), 198–212.
[8] Huang, H., Liang, H., and Kwok, K.C., 2006, Effect of thermal processing on genistein, daidzein and glycitein content in soymilk, J. Sci. Food Agric., 86 (7), 1110–1114.
[9] Messina, M., Nagata, C., and Wu, A.H., 2006, Estimated Asian adult soy protein and isoflavone intakes, Nutr. Cancer, 55 (1), 1–12.
[10] Abdella, A., El Baz, A.F., Mahrous, E.E., El Maksoud, A.A.A., Ibrahim, I.A., Abdel-Monem, A.R., and Yang, S.T., 2018, Response surface methodology for optimization of genistein content in soy flour and its effect on the antioxidant activity, Iran. J. Pharm. Res., 17 (3), 1026–1035.
[11] Yuliani, S.H., Gani, M.R., Istyastono, E.P., and Riswanto, F.D.O., 2018, Optimization of genistein and daidzein extraction from tempeh- a fermented product of soybean, J. Pharm. Pharmacogn. Res., 6 (4), 231–241.
[12] Rostagno, M.A., Palma, M., and Barroso, C.G., 2007, Ultrasound-assisted extraction of isoflavones from soy beverages blended with fruit juices, Anal. Chim. Acta, 597 (2), 265–272.
[13] Snyder, L.R., Kirkland, J.J., and Dolan, J.W., 2010, Introduction to Modern Liquid Chromatography, John Wiley & Sons, New Jersey, United States.
[14] Zečevič, M., Živanovič, L., Agatonovic-Kustrin, S., and Minic, D., 2001, The use of a response surface methodology on HPLC analysis of methyldopa, amiloride and hydrochlorothiazide in tablets, J. Pharm. Biomed. Anal., 24 (5-6), 1019–1025.
[15] Riswanto, F.D.O., Rohman, A., Pramono, S., and Martono, S., 2019, Application of response surface methodology as mathematical and statistical tools in natural product research, J. Appl. Pharm. Sci., 9 (10), 125–133.
[16] Yusof, N.A.A., Hadzir, N.M., Ashari, S.E., Hanapi, N.S.M., and Hamid, R.D., 2019, Optimization of enzymatic synthesis of betulinic acid amide in organic solvent by response surface methodology (RSM), Indones. J. Chem., 19 (4), 849–857.
[17] Gunawan, E.R., and Suhendra, D., 2008, Four-factor response surface optimization of the enzymatic synthesis of wax ester from palm kernel oil, Indones. J. Chem., 8 (1), 83–90.
[18] Kalariya, P.D., Namdev, D., Srinivas, R., and Gananadhamu, S., 2017, Application of experimental design and response surface technique for selecting the optimum RP-HPLC conditions for the determination of moxifloxacin HCl and ketorolac tromethamine in eye drops, J. Saudi Chem. Soc., 21 (Suppl. 1), S373–S382.
[19] Ganesamoorthi, B., Kalaivanan, S., Dinesh, R., Kumar, T.N., and Anand, K., 2015, Optimization technique using response surface method for USMW process, Procedia Soc. Behav. Sci., 189, 169–174.
[20] Behera, S.K., Meena, H., Chakraborty, S., and Meikap, B.C., 2018, Application of response surface methodology (RSM) for optimization of leaching parameters for ash reduction from low-grade coal, Int. J. Min. Sci. Technol., 28 (4), 621–629.
[21] Bhavsar, S., Dudhagara, P., and Tank, S., 2018, R software package based statistical optimization of process components to simultaneously enhance the bacterial growth, laccase production, and textile dye decolorization with cytotoxicity study, PLoS One, 13 (5), e0195795.
[22] R Core Team, 2013, R Development Core Team, R A Lang. Environ. Stat. Comput., 55, 275–286.
[23] Beringhs, A.O., Dalmina, M., Creczynski-Pasa, T.B., and Sonaglio, D., 2015, Response surface methodology IV-optimal design applied to the performance improvement of an RP-HPLC-UV method for the quantification of phenolic acids in Cecropia glaziovii products, Rev. Bras. J. Farmacogn., 25 (5), 513–521.
[24] Sahoo, D.K., and Sahu, P.K., 2015, Chemometric approach for RP-HPLC determination of azithromycin, secnidazole, and fluconazole using response surface methodology, J. Liq. Chromatogr. Relat. Technol., 38 (6), 750–758.
[25] Kayesh, R., Jahan, M.S., and Sultan, M.Z., 2017, Development using response surface methodology and validation of a stability-indicating RP-HPLC method for simultaneous estimation of azilsartan medoxomil and chlorthalidone in solid dosage form, Chromatographia, 80, 593–603.
[26] Bae, H., Jung, H.S., and Jung, J.Y., 2018, Optimization of HPLC-tandem mass spectrometry for chlortetracycline using response surface analysis, Environ. Eng. Res., 23 (3), 309–315.
[27] Munawar, T.M., Prakash, D.V.S., and Vangalapati, M., 2019, Development of response surface methodology for optimization of parameters and quantitative analysis of chebulinic acid from the composition of medicinal herbs by HPLC, Saudi J. Biol. Sci., 26 (7), 1809-1814.
[28] Chaudhari, S.R., and Shirkhedkar, A.A., 2019, Design of experiment avenue for development and validation of RP-HPLC-PDA method for determination of apremilast in bulk and in in-house tablet formulation, J. Anal. Sci. Technol., 10, 10.
[29] Lenth, R.V., 2009, Response-surface methods in R, using rsm, J. Stat. Software, 32 (7), 1–17.
[30] Box, G.E.P., and Behnken, D.W., 1960, Some new three level designs for the study of quantitative variables some new three level designs for the study of quantitative variables, Technometrics, 2 (4), 455–475.
[31] Myers, R.H., Montgomery, D.C., and Anderson-Cook, C.M., 2009, Response Surface Methodology: Process and Product Optimization Using Designed Experiments, 3rd Ed., John Wiley & Sons, New Jersey, United States.
[32] Chan, C.C., Lee, Y.C., Lam, H., and Zhang, X.M., 2004, Analytical Method Validation and Instrument Performance Verification, John Wiley & Sons, New Jersey, United States.
[33] Bezerra, M.A., Santelli, R.E., Oliveira, E.P., Villar, L.S., and Escaleira, L.A., 2008, Response surface methodology (RSM) as a tool for optimization in analytical chemistry, Talanta, 76 (5), 965–977.
[34] Rafferty, J.L., Siepmann, J.I., and Schure, M.R., 2011, Mobile phase effects in reversed-phase liquid chromatography: A comparison of acetonitrile/water and methanol/water solvents as studied by molecular simulation, J. Chromatogr. A, 1218 (16), 2203–2213.
[35] Meurs, J., 2016, Flow rates in liquid chromatography, gas chromatography, and supercritical fluid chromatography: A tool for optimization, J. Open Res. Software, 4 (32), e32.
[36] Åsberg, D., Enmark, M., Samuelsson, J., and Fornstedt, T., 2014, Evaluation of co-solvent fraction, pressure and temperature effects in analytical and preparative supercritical fluid chromatography, J. Chromatogr. A, 1374, 254–260.
[37] Purba, N.B.R., Rohman, A., and Martono, S., 2019, The optimization of HPLC for quantitative analysis of acid orange 7 and Sudan II in cosmetic products using box behnken design, Int. J. Appl. Pharm., 11 (2), 130–137.
[38] Chaiyasut, C., Kumar, T., Tipduangta, P., and Rungseevijitprapa, W., 2010, Isoflavone content and antioxidant activity of Thai fermented soybean and its capsule formulation, Afr. J. Biotechnol., 9 (26), 4120–4126.
[39] Sulistyowati, E., Martono, S., Riyanto, S., and Lukitaningsih, E., 2019, Development and validation for free aglycones daidzein and genistein in soybeans (Glycine max (L.) Merr.) using RP HPLC method, Int. J. Appl. Pharm., 11 (2), 138–142.
[40] Ruiz-Angel, M.J., Pous-Torres, S., Carda-Broch, S., and García-Alvarez-Coque, M.C., 2014, Performance of different C18 columns in reversed-phase liquid chromatography with hydro-organic and micellar-organic mobile phases, J. Chromatogr. A, 1344, 76–82.
[41] Zhao, H., Song, X., Zhang, Y., and Sheng, X., 2019, Molecular interaction between MeOH and genistein during soy extraction, RSC Adv., 9 (67), 39170–39179.
[42] Anonymous, 2019, The role of methanol and acetonitrile as organic modifiers in reversed-phase liquid chromatography, Chromatogr. Today, 12 (1), 24–26.
[43] Ermer, J., and Miller, J.H.M., 2005, Method Validation in Pharmaceutical Analysis: A Guide to Best Practice, Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim.
DOI: https://doi.org/10.22146/ijc.51669
Article Metrics
Abstract views : 6816 | views : 3836 | views : 1460Copyright (c) 2020 Indonesian Journal of Chemistry
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Indonesian Journal of Chemistry (ISSN 1411-9420 /e-ISSN 2460-1578) - Chemistry Department, Universitas Gadjah Mada, Indonesia.
View The Statistics of Indones. J. Chem.