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基于多目标遗传算法的利多卡因微乳剂制备条件研究

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

作者信息

Qiao Yuchao, Wang Xuchun, Ren Hao, Cui Yu, Ren Jiahui, Hao Chongqi, Zhao Zhiyang, Liu Jing, Zhao Ruiqing, Li Yiting, Tian Qingping, Qiu Lixia

机构信息

Department of Health Statistics, School of Public Health, Shanxi Medical University, Taiyuan, Shanxi, China.

School of Pharmacy, Shanxi Medical University, Taiyuan, China.

出版信息

Front Pharmacol. 2023 Sep 29;14:1272454. doi: 10.3389/fphar.2023.1272454. eCollection 2023.

Abstract

Topical lidocaine microemulsion preparations with low toxicity, low irritation, strong transdermal capability and convenient administration are urgently needed. Box-Behnken design was performed for three preparation conditions of 5% lidocaine microemulsions: mass ratio of the mass ratio of surfactant/(oil phase + surfactant) (X), the mass ratio of olive oil/(α-linolenic acid + linoleic acid) (X) and the water content W% (X). 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. Non-dominated Sorting Genetic Algorithm-II was used for 30 random searches. Among these, Scheme 2: X = 0.75, X = 0.35, X = 75%, which resulted in Y = 0.17 μg/(cm·s) and Y = 0.74 mg/cm; and the Scheme 19: X = 0.68, X = 1.42, X = 75% which resulted in Y = 0.14 μg/(cm·s) and Y = 0.80 mg/cm, 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 Y and Y and the predicted values obtained by optimization ( > 0.05) and are close to the target value. Two lidocaine microemulsion preparation protocols were proposed in this study. These preparations resulted in good transdermal performance or long anesthesia duration, respectively.

摘要

迫切需要具有低毒性、低刺激性、强透皮能力且给药方便的局部利多卡因微乳制剂。对5%利多卡因微乳的三个制备条件进行Box-Behnken设计:表面活性剂/(油相+表面活性剂)的质量比(X₁)、橄榄油/(α-亚麻酸+亚油酸)的质量比(X₂)和含水量W%(X₃)。然后,使用五种多目标遗传算法对三个评价指标进行优化,以优化利多卡因微乳制剂的效果。最后,通过实验验证了理想的优化方案。使用非支配排序遗传算法-II进行30次随机搜索。其中,方案2:X₁ = 0.75,X₂ = 0.35,X₃ = 75%,得到Y₁ = 0.17 μg/(cm·s)和Y₂ = 0.74 mg/cm;方案19:X₁ = 0.68,X₂ = 1.42,X₃ = 75%,得到Y₁ = 0.14 μg/(cm·s)和Y₂ = 0.80 mg/cm,最符合目标函数要求。该方法的最大适应度和平均适应度在进化3代后达到稳定。对上述两个方案的实验验证表明,Y₁和Y₂的测量值与优化得到的预测值之间无统计学显著差异(P>0.05),且接近目标值。本研究提出了两种利多卡因微乳制备方案。这些制剂分别具有良好的透皮性能或较长的麻醉持续时间。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b76a/10576434/fed6afc25ad4/fphar-14-1272454-g001.jpg

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