A study on the preparation conditions of lidocaine microemulsion based on multi-objective genetic algorithm

Background: Topical lidocaine microemulsion preparations with low toxicity, low irritation, strong transdermal capability and convenient administration are urgently needed.Methods: Box-Behnken design was performed for three preparation conditions of 5% lidocaine microemulsions: mass ratio of the mas...

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Main Authors: Yuchao Qiao (Author), Xuchun Wang (Author), Hao Ren (Author), Yu Cui (Author), Jiahui Ren (Author), Chongqi Hao (Author), Zhiyang Zhao (Author), Jing Liu (Author), Ruiqing Zhao (Author), Yiting Li (Author), Qingping Tian (Author), Lixia Qiu (Author)
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Published: Frontiers Media S.A., 2023-09-01T00:00:00Z.
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042 |a dc 
100 1 0 |a Yuchao Qiao  |e author 
700 1 0 |a Xuchun Wang  |e author 
700 1 0 |a Hao Ren  |e author 
700 1 0 |a Yu Cui  |e author 
700 1 0 |a Jiahui Ren  |e author 
700 1 0 |a Chongqi Hao  |e author 
700 1 0 |a Zhiyang Zhao  |e author 
700 1 0 |a Jing Liu  |e author 
700 1 0 |a Ruiqing Zhao  |e author 
700 1 0 |a Yiting Li  |e author 
700 1 0 |a Qingping Tian  |e author 
700 1 0 |a Lixia Qiu  |e author 
245 0 0 |a A study on the preparation conditions of lidocaine microemulsion based on multi-objective genetic algorithm 
260 |b Frontiers Media S.A.,   |c 2023-09-01T00:00:00Z. 
500 |a 1663-9812 
500 |a 10.3389/fphar.2023.1272454 
520 |a Background: Topical lidocaine microemulsion preparations with low toxicity, low irritation, strong transdermal capability and convenient administration are urgently needed.Methods: Box-Behnken design was performed for three preparation conditions of 5% lidocaine microemulsions: mass ratio of the mass ratio of surfactant/(oil phase + surfactant) (X1), the mass ratio of olive oil/(α-linolenic acid + linoleic acid) (X2) and the water content W% (X3). Then, five multi-objective genetic algorithms were used to optimize the three evaluation indices to optimize the effects of lidocaine microemulsion preparations. Finally, the ideal optimization scheme was experimentally verified.Results: Non-dominated Sorting Genetic Algorithm-II was used for 30 random searches. Among these, Scheme 2: X1 = 0.75, X2 = 0.35, X3 = 75%, which resulted in Y1 = 0.17 μg/(cm2·s) and Y2 = 0.74 mg/cm2; and the Scheme 19: X1 = 0.68, X2 = 1.42, X3 = 75% which resulted in Y1 = 0.14 μg/(cm2·s) and Y2 = 0.80 mg/cm2, provided the best matches for the objective function requirements. The maximum and average fitness of the method have reached stability after 3 generations of evolution. Experimental verification of the above two schemes showed that there were no statistically significant differences between the measured values of Y1 and Y2 and the predicted values obtained by optimization (p > 0.05) and are close to the target value.Conclusion: Two lidocaine microemulsion preparation protocols were proposed in this study. These preparations resulted in good transdermal performance or long anesthesia duration, respectively. 
546 |a EN 
690 |a lidocaine microemulsion 
690 |a multi-objective optimization 
690 |a genetic algorithm 
690 |a Pareto non-inferior solution 
690 |a non-dominated sorting genetic algorithm-II 
690 |a Therapeutics. Pharmacology 
690 |a RM1-950 
655 7 |a article  |2 local 
786 0 |n Frontiers in Pharmacology, Vol 14 (2023) 
787 0 |n https://www.frontiersin.org/articles/10.3389/fphar.2023.1272454/full 
787 0 |n https://doaj.org/toc/1663-9812 
856 4 1 |u https://doaj.org/article/df15e9d6bb5e4c8e94ae972ec258cb20  |z Connect to this object online.