In this study, a chemometrics approach has been used to optimize the particle size of quercetin-containing nanoemulsions prepared with spontaneous emulsification method. The experiments were performed according to the Box – Behnken experimental design, one of the most suitable experimental designs for modeling studies. The effect of three experimental parameters on the droplet size was studied using multivariate analysis. The factors studied (and their variation levels) were the concentration of lecithin in aqueous phase (0.7 – 2% w/w), the concentration of tween-80 in aqueous phase (2 – 8% w/w), and sonication time (10 – 60 minutes). In each step of experimental design, the aqueous phase was added to the organic phase including lecithin, tween-80, and quercetin in ethanol solvent. Then, the mixture was treated in ultrasonic bath for 15 min and organic solvent was removed by rotary evaporator. The droplet size was measured by a Zetasizer instrument. After determining the average particle size for each experimental run according to experimental design, modeling of this parameter was conducted in terms of experimental factors by using multiple linear regressions with SPSS software. The obtained regression model was characterized by both its descriptive and predictive ability (R 2 =0.999, standard error SE =4.205, and F =245.698) and allowed the preparation of quercetin nanoemulsions in a desired range.
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References
L. Van Hoff, D. A. Van den Berghe, G. M. Hatfield, et al., Planta Med., 6, 513 – 517 (1984).
T. N. Kaul, E. Middleton Jr., and P. L. Ogra, J. Med. Virol., 15, 71 – 79 (1985).
J. V. Formica and W. Regelson, Food Chem. Toxicol., 33, 1061 – 1080 (1995).
S. Y. Lyu, J. Y. Rhim, and W. B. Park, Arch. Pharm. Res., 28, 1293 – 1301 (2005).
M. T. H. Khan, A. Ather, K. D. Thompson, et al., Antiviral Res., 67, 107 – 119 (2005).
R. G. Kelmann, G. Kuminek, H. F. Teixeira, et al., Int. J. Pharm., 342, 231 – 239 (2007).
Z. Fiume, Int. J. Toxicol., 20, 21 – 45 (2001).
D. Paolino, C. A. Ventura, S. Nistico, et al., Int. J. Pharm., 244, 21 – 31 (2002).
M. P. Y. Piemi, D. Korner, S. Benita, et al., J. Control Release, 58, 177 – 187 (1999).
C. Fernandez, G. Marti-Mestres, J. Ramos, et al., J. Pharm. Biomed. Anal., 24, 155 – 165 (2000).
Th. F. Tadros, in Encyclopedia of Emulsion Technology, P. Becher (ed.), Marcel Dekker, New York (1983), Vol. 1, pp. 129 – 285.
S. Tamilvanan and S. Benita, Eur. J. Pharm. Biopharm., 58, 357 – 368 (2004).
K. Bouchemal, S. Briancon, E. Perrier, et al., Int. J. Pharm., 280, 241 – 251 (2004).
S. H. Klag, M. Parnas, and S. Benita, in Emulsions and Nanosuspensions for the Formulation of Poorly Soluble Drugs, R. H. Muller, S. Benita, and B. H. L. Bohm (eds.), Medpharm Scientific Publishers, Stuttgart (1998), pp. 31 – 65.
S. Benita, Biomed. Pharmacother., 53, 193 – 206 (1999).
M. R. Hajmohammadi and P. Ebrahimi, Anal. Chim. Acta, 516, 141 – 148 (2004).
S. L. C. Ferreira, R. E. Bruns, H. S. Ferreira, et al., Anal. Chim. Acta, 597, 179 – 186 (2007).
G. E. P. Box, D. W. Behnken, Technometrics, 2, 195 (1960).
B. Abismail, J. P. Canselier, A. M. Wilhelm, et al., Ultrason. Sonochem. 6 (1 – 2), 75 – 83 (1999).
S. Freitas, G. Hielscher, H. P. Merkle, et al., Ultrason. Sonochem., 13(1), 76 – 85 (2006).
S. M. Jafari, Y. He, and B. Bhandari, J. Food Eng., 82(4), 478 – 488 (2007).
Y. F. Maa and C. C. Hsu, Pharm. Dev. Tech., 4(2), 233 – 240 (1998).
S. G. Gaikwad and A. B. Pandit, Ultrason. Sonochem., 15, 554–563 (2008).
J. T. Davies and D. A. Haydon, An Investigation of Droplet Oscillation during Mass Transfer. II. A Dynamical Investigation of Oscillating Spherical Droplets, Proceedings of the 2nd Int. Congr. On Surface Activity (London, 1957), Vol. 1, p. 417.
D. Z. Becher, Encyclopedia of Emulsion Technology, Marcel Dekker, New York (1985), Vol. 2.
C. A. Miller, Spontaneous Emulsification Produced by Diffusion—A Review, Colloids Surf., 29, 89 – 102 (1988).
M. S. El-Aasser, C. D. Lack, J. W. Van der Hoff, et al., Colloids Surf., 29, 103 – 118 (1986).
C. W. Pouton, Adv. Drug Deliv. Rev., 25, 47 – 58 (1997).
Y. Kawashima, H. Yamamoto, H. Takeuchi, et al., Eur. J. Pharm. Biopharm., 45, 41 – 48 (1998).
I. E. Frank and R. Todeschini, The Data Analysis Handbook, Elsevier, Amsterdam (1994).
E. Yilmaz and H. H. Borchert, Eur. J. Pharm. Biopharm., 60, 91 – 98 (2005).
B. Deminiere, in Modern Aspects of Emulsion Science, B. P. Brinks (ed.), The Royal Society of Chemistry, Cambridge, UK (1998), pp. 261 – 291.
P. Taylor, Colloid Surf. A: Phys. Eng. Aspects, 99, 175 – 185 (1995).
I. M. Lisfshitz and V. V. Slezov, J. Phys. Chem. Solids, 19, 35 (1961).
C. Wagner, Z. Elektrochem., 65, 581 (1961).
A. S. Kalvanov and E. D. Shchuckin, Adv. Colloid Interface Sci., 38, 69 (1992).
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Ebrahimi, P., Salmanpour, S. Topical Quercetin Nanoemulsions: Optimization of Preparation Using Chemometric Approaches. Pharm Chem J 48, 402–407 (2014). https://doi.org/10.1007/s11094-014-1120-9
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DOI: https://doi.org/10.1007/s11094-014-1120-9