基于概率的多目标优化在设计实验药物包封制备中的应用

Jie Yu, M. Zheng
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摘要

介绍/目的:本文采用基于概率的多目标优化(PMOO)方法,通过响应面设计和正交实验设计,客观地研究了水溶性壳聚糖(WSC) /聚γ -谷氨酸(g - pga) -丹参酮IIA (TA)的药物包封优化问题。方法:在PMOO中,引入了优选概率的概念来描述性能效用的偏好程度。每一个有利和不利的效用指标分别以正、负的线性方式贡献部分优选概率,同时平等地对待所有绩效效用指标。候选方案的总优选概率是所有偏优选概率的乘积,从而将多目标问题转化为单目标问题。结果:1。WSC / g-PGA - TA的最佳包封量为5.755 mg。ml-1, TA 1.0275 mg。当TA与载体材料的比例为1:9 9,反应时间为1.302h时,反应速率为ml-1。2. 甘油小体-雷公藤甲素的最佳制备条件为甘油浓度为20%,磷脂与胆固醇质量比为30:1,磷脂与雷公藤甲素质量比为5:1。结论:通过设计试验,证明了PMOO在包封复合材料优化中的适用性。
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Application of probability based multi: Objective optimization in the preparation of drug encapsulation with a designed experiment
Introduction/purpose: In this paper, probability based multi - objective optimization (PMOO) is employed to objectively study the optimization problems of the drug encapsulation of water-soluble chitosan (WSC) / poly - gama - glutamic acid ( g -PGA) - tanshinone IIA (TA) with a response surface design and glycerosome - triptolide with an orthogonal experimental design. Methods: In PMOO, a concept of preferable probability has been introduced to describe a preference degree of the performance utility. Each beneficial and unbeneficial utility index contributes a partial preferable probability in a linear manner, positively and negatively, respectively and all the performance utility indicators are simultaneously and equally treated. The total preferable probability of a candidate is the product of all partial preferable probabilities, which thus transfers a multi-objective problem into a single-objective one. Results: 1. The optimal encapsulation of WSC / g-PGA - TA is for WSCof 5.755 mg.ml-1 , TA of 1.0275 mg.ml-1 , when the ratio of TA to the carrier material is 1: 4.9, and the reaction time is 1.302h. 2. The optimal preparation conditions of glycerosomes - triptolide are a glycerol concentration of 20%, the phospholipid to cholesterol mass ratio of 30:1 and the phospholipid to triptolide mass ratio of 5:1. Conclusion: The results show the applicability of PMOO in the optimization of encapsulation composites with designed tests.
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