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Development and optimization of antioxidant polyherbal cream using artificial neural network aided response surface methodology

Yıl 2020, , 46 - 53, 01.08.2020
https://doi.org/10.37662/jpt.2020.6

Öz

Artificial Neural Networks, has become phenomenal in drug modeling, in predicting experimental outcomes and in optimization studies during product development. This research seeks to use artificial neural networks (ANN) to optimize a novel formulation of Polyherbal face cream composed of Cymbopogon citratus, Hibiscus sabdariffa, and Ocimum gratissimum extracts. Central composite design was used to develop a framework for the products to be studied delineating the independent variables to be concentration of oil phase, and that of the emulsifying agents used in formulation. The dependent variables/responses are viscosity, spreadability index, and particle size of the cream. The responses gotten were then optimized using ANN models. The validity of the statistical models used for predicting the observed responses were confirmed by carrying out three confirmation experimental runs at the identified optimum conditions. The viscosity of the formulated cream decreased with increase in the amount of oil phase. However, there was a stronger correlation with amount of emulsifying phase and viscosity of the cream as increased in emulsifier product. The particle sizes did not vary greatly among the various formulations irrespective of the concentration of plant extract. Formulation of Polyherbal face cream composed of Cymbopogon citratus, Hibiscus sabdariffa, and Ocimum gratissimum extracts were shown to have significant antioxidant activity. Using ANN modeling, a prediction of an optimized formulation was made and was shown to have comparable results with the predicted values.

Kaynakça

  • 1. Ilomuanya MO, Amenaghawon NA, Odimegwu J, Okubanjo OO, Aghaizu C, Oluwatobiloba A. Formulation and optimization of gentamicin hydrogel infused with tetracarpidium conophorum extract via central composite design for topical delivery. Turk J Pharm Sci. (2018); 15(3): 319-327. https://doi.org/10.4274/tjps.33042
  • 2. Edeoga HO, Omosun G, Uche LC. Chemical composition of hyptissuaveolens and ocimum gratissimum hybrids from Nigeria. Afr J Biotechnol. (2006); 5(10): 892-895.
  • 3. Akinmoladun EO, Ibukun AE, Obuotor EM, Farombi EO. Phytochemical constituent and antioxidant activity of extract from the leaves of ocimum gratissimum. Sci Res Essays. (2007); 2(5): 163-166.
  • 4. Chiu YW, Lo HJ, Huang HY, Chao PY, Hwang JM, Huang PY, Lai TJ. The antioxidant and cytoprotective activity of, ocimum gratissimum extracts against hydrogen peroxide-induced toxicity in human HepG2 cells. J Food Drug Anal. (2013); 21(3): 253-260. https://doi.org/10.1016/j.jfda.2013.07.002
  • 5. Ademiluyi AO, Oboh G. Aqueous extracts of roselle (hibiscus sabdariffa Linn.) varieties inhibit α-amylase and α-glucosidase activities in vitro. J Med Food. (2013); 16(1): 88-93. https://doi.org/10.1089/jmf.2012.0004
  • 6. Carmo ES, Pereira F, Cavalcante NM, Gayoso CW, Lima E. Treatment of pityriasis versicolor with topical application of essential oil of cymbopogon citratus (DC) stapf - therapeutic pilot study. An Bras Dermatol. (2013); 88(3): 381-385. https://doi.org/10.1590/abd1806-4841.20131800
  • 7. Amenaghawon NA, Amagbewan E. Evaluating the effect of acid mixtures and solids loading on furfural production from sugarcane bagasse: Optimization using response surface methodology and artificial neural network. RJEES. (2017); 2(2): 578-587.
  • 8. Nath A, Chattopadhyay PK. Optimization of oven toasting for improving crispness and other quality attributes of ready to eat potato- soy snack using response surface methodology. J Food Eng. (2007); 80(4): 1282-1292. https://doi.org/10.1016/j.jfoodeng.2006.09.023
  • 9. Fahimi S, Mortazavi SA, Abdollahi M, Hajimehdipoor H. Formulation of a traditionally used polyherbal product for burn healing and HPTLC fingerprinting of its phenolic contents. Iran J Pharm Res. (2016); 15(1): 95-105.
  • 10. DjiobieTchienou G, TsatsopTsague R, MbamPega T, Bama V, Bamseck A, DongmoSokeng S, Ngassoum M. Multi-response optimization in the formulation of a topical cream from natural ingredients. Cosmetics. (2018); 5(7): 1-14. https://doi.org/10.3390/cosmetics5010007
  • 11. Shen Q, Zhang B, Xu R, Wang Y, Ding X, Li P. Antioxidant activity in vitro of the selenium-contained protein from the Se-enriched Bifidobacterium animalis 01. Anaerobe. (2010); 16 (4): 380-386. https://doi.org/10.1016/j.anaerobe.2010.06.006
  • 12. Ilomuanya MO, Okubanjo OO, Azubuike CP, Oguntibeju A. Evaluation of the frequency of use of herbal drugs with concomitant administration of highly active antiretroviral therapy and its effect on medication adherence in two health care facilities in south western Nigeria. J AIDS HIV Res. (2017); 9(1): 8-16. https://doi.org/10.5897/JAHR2016.0399
  • 13. Ilomuanya MO, Akhimien T, Aghaizu C, Adeyinka O, Ajayi T. Polyherbal antioxidant topical preparation comprising ethanol extract of tetracarpidium conophorum and ocimum gratissimum: Formulation and evaluation. Dhaka Univ J Pharm Sci. (2018); 17(2): 213-219. https://doi.org/10.3329/dujps.v17i2.39178
  • 14. Moldovan M, Lahmar A, Bogdan C, Părăuan S. Formulation and evaluation of a water-in-oil cream containing herbal active ingredients and ferulic acid. Clujul Med. (2017); 90(2): 212-219. https://doi.org/10.15386/cjmed-668
  • 15. Nikovska K. Study of olive oil-in-water emulsions with protein emulsifiers. Emir J Food Agric. (2012); 24: 17-24. https://doi.org/10.9755/ejfa.v24i1.10594
  • 16. Sun C, Gunasekaran S. Effects of protein concentration and oil-phase volume fraction on the stability and rheology of menhaden oil-in- water emulsions stabilized by whey protein isolate with xanthan gum. Food Hydrocoll. (2009); 23(1): 165-174. https://doi.org/10.1016/j.foodhyd.2007.12.006
  • 17. Inoue Y, Suzuki K, Maeda R, Shimura A, Murata I, Kanamoto I. Evaluation of formulation properties and skin penetration in the same additive-containing formulation. Res Pharm Sci. (2014); 4: 42-49. https://doi.org/10.1016/j.rinphs.2014.09.003
  • 18. Dapčević-Hadnađev T, Dokić P, Krstonošić V, Hadnađev M. Influence of oil phase concentration on droplet size distribution and stability of oil-in-water emulsions. Eur J Lipid Sci Technol. (2013); 115(3): 313-321. https://doi.org/10.1002/ejlt.201100321
Yıl 2020, , 46 - 53, 01.08.2020
https://doi.org/10.37662/jpt.2020.6

Öz

Kaynakça

  • 1. Ilomuanya MO, Amenaghawon NA, Odimegwu J, Okubanjo OO, Aghaizu C, Oluwatobiloba A. Formulation and optimization of gentamicin hydrogel infused with tetracarpidium conophorum extract via central composite design for topical delivery. Turk J Pharm Sci. (2018); 15(3): 319-327. https://doi.org/10.4274/tjps.33042
  • 2. Edeoga HO, Omosun G, Uche LC. Chemical composition of hyptissuaveolens and ocimum gratissimum hybrids from Nigeria. Afr J Biotechnol. (2006); 5(10): 892-895.
  • 3. Akinmoladun EO, Ibukun AE, Obuotor EM, Farombi EO. Phytochemical constituent and antioxidant activity of extract from the leaves of ocimum gratissimum. Sci Res Essays. (2007); 2(5): 163-166.
  • 4. Chiu YW, Lo HJ, Huang HY, Chao PY, Hwang JM, Huang PY, Lai TJ. The antioxidant and cytoprotective activity of, ocimum gratissimum extracts against hydrogen peroxide-induced toxicity in human HepG2 cells. J Food Drug Anal. (2013); 21(3): 253-260. https://doi.org/10.1016/j.jfda.2013.07.002
  • 5. Ademiluyi AO, Oboh G. Aqueous extracts of roselle (hibiscus sabdariffa Linn.) varieties inhibit α-amylase and α-glucosidase activities in vitro. J Med Food. (2013); 16(1): 88-93. https://doi.org/10.1089/jmf.2012.0004
  • 6. Carmo ES, Pereira F, Cavalcante NM, Gayoso CW, Lima E. Treatment of pityriasis versicolor with topical application of essential oil of cymbopogon citratus (DC) stapf - therapeutic pilot study. An Bras Dermatol. (2013); 88(3): 381-385. https://doi.org/10.1590/abd1806-4841.20131800
  • 7. Amenaghawon NA, Amagbewan E. Evaluating the effect of acid mixtures and solids loading on furfural production from sugarcane bagasse: Optimization using response surface methodology and artificial neural network. RJEES. (2017); 2(2): 578-587.
  • 8. Nath A, Chattopadhyay PK. Optimization of oven toasting for improving crispness and other quality attributes of ready to eat potato- soy snack using response surface methodology. J Food Eng. (2007); 80(4): 1282-1292. https://doi.org/10.1016/j.jfoodeng.2006.09.023
  • 9. Fahimi S, Mortazavi SA, Abdollahi M, Hajimehdipoor H. Formulation of a traditionally used polyherbal product for burn healing and HPTLC fingerprinting of its phenolic contents. Iran J Pharm Res. (2016); 15(1): 95-105.
  • 10. DjiobieTchienou G, TsatsopTsague R, MbamPega T, Bama V, Bamseck A, DongmoSokeng S, Ngassoum M. Multi-response optimization in the formulation of a topical cream from natural ingredients. Cosmetics. (2018); 5(7): 1-14. https://doi.org/10.3390/cosmetics5010007
  • 11. Shen Q, Zhang B, Xu R, Wang Y, Ding X, Li P. Antioxidant activity in vitro of the selenium-contained protein from the Se-enriched Bifidobacterium animalis 01. Anaerobe. (2010); 16 (4): 380-386. https://doi.org/10.1016/j.anaerobe.2010.06.006
  • 12. Ilomuanya MO, Okubanjo OO, Azubuike CP, Oguntibeju A. Evaluation of the frequency of use of herbal drugs with concomitant administration of highly active antiretroviral therapy and its effect on medication adherence in two health care facilities in south western Nigeria. J AIDS HIV Res. (2017); 9(1): 8-16. https://doi.org/10.5897/JAHR2016.0399
  • 13. Ilomuanya MO, Akhimien T, Aghaizu C, Adeyinka O, Ajayi T. Polyherbal antioxidant topical preparation comprising ethanol extract of tetracarpidium conophorum and ocimum gratissimum: Formulation and evaluation. Dhaka Univ J Pharm Sci. (2018); 17(2): 213-219. https://doi.org/10.3329/dujps.v17i2.39178
  • 14. Moldovan M, Lahmar A, Bogdan C, Părăuan S. Formulation and evaluation of a water-in-oil cream containing herbal active ingredients and ferulic acid. Clujul Med. (2017); 90(2): 212-219. https://doi.org/10.15386/cjmed-668
  • 15. Nikovska K. Study of olive oil-in-water emulsions with protein emulsifiers. Emir J Food Agric. (2012); 24: 17-24. https://doi.org/10.9755/ejfa.v24i1.10594
  • 16. Sun C, Gunasekaran S. Effects of protein concentration and oil-phase volume fraction on the stability and rheology of menhaden oil-in- water emulsions stabilized by whey protein isolate with xanthan gum. Food Hydrocoll. (2009); 23(1): 165-174. https://doi.org/10.1016/j.foodhyd.2007.12.006
  • 17. Inoue Y, Suzuki K, Maeda R, Shimura A, Murata I, Kanamoto I. Evaluation of formulation properties and skin penetration in the same additive-containing formulation. Res Pharm Sci. (2014); 4: 42-49. https://doi.org/10.1016/j.rinphs.2014.09.003
  • 18. Dapčević-Hadnađev T, Dokić P, Krstonošić V, Hadnađev M. Influence of oil phase concentration on droplet size distribution and stability of oil-in-water emulsions. Eur J Lipid Sci Technol. (2013); 115(3): 313-321. https://doi.org/10.1002/ejlt.201100321
Toplam 18 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Eczacılık ve İlaç Bilimleri
Bölüm Research Articles
Yazarlar

Margaret Ilomuanya 0000-0001-8819-1937

Chukwuebuka Onwubuya Bu kişi benim

Andrew Amenaghawon Bu kişi benim 0000-0003-0433-0114

Yayımlanma Tarihi 1 Ağustos 2020
Gönderilme Tarihi 20 Temmuz 2020
Kabul Tarihi 28 Kasım 2020
Yayımlandığı Sayı Yıl 2020

Kaynak Göster

APA Ilomuanya, M., Onwubuya, C., & Amenaghawon, A. (2020). Development and optimization of antioxidant polyherbal cream using artificial neural network aided response surface methodology. Journal of Pharmaceutical Technology, 1(2), 46-53. https://doi.org/10.37662/jpt.2020.6

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