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Box-Behnken响应面法结合BP神经网络优化黑胡椒脐贴处方研究
引用本文:程索婷,黄 莉,邹纯才,鄢海燕,任 佩,王紫彤. Box-Behnken响应面法结合BP神经网络优化黑胡椒脐贴处方研究[J]. 安徽中医药大学学报, 2024, 43(3): 93-98
作者姓名:程索婷  黄 莉  邹纯才  鄢海燕  任 佩  王紫彤
作者单位:皖南医学院药学院,安徽 芜湖 241002
基金项目:安徽高校自然科学研究项目(KJ2016SD60);2019年度高等学校省级质量工程项目(2019kfkc084);皖南医学院2019年立项一流本科课程(2019ylkc017)
摘    要:目的 采用Box-Behnken响应面法结合BP神经网络优化黑胡椒脐贴处方。方法 在前期预试验的基础上,以载药量、促渗剂用量、聚乙二醇(polyethylene glycol,PEG)6000与微粉硅胶的比例为影响因素,进行单因素试验。结合体外透皮试验,利用高效液相色谱法测定胡椒碱的含量,对胡椒碱峰面积、指纹图谱的总峰面积和脐贴的成型性、剥离残留度和基质填充情况赋以权重,所得结果为综合评价指标。在单因素试验的基础上利用Box-Behnken响应面法结合BP神经网络优化脐贴处方。结果 黑胡椒脐贴的最佳处方为载药量7%、氮酮4.5%、PEG6000与微粉硅胶的质量比为43∶1。结论 黑胡椒脐贴的处方合理,可为后续贴剂的药效学研究提供基础。

关 键 词:黑胡椒;脐贴;Box-Behnken响应面法;BP神经网络

Box-Behnken Response Surface Method Combined with Backpropagation Neural Network to Optimize Black Pepper Navel Patch Formulation
Affiliation:School of Pharmacy,Wannan Medical College,Anhui Wuhu 241002,China
Abstract:Objective To optimize the formulation of a black pepper navel patch by using the Box-Behnken response surface method combined with the backpropagation neural network algorithm.Methods On the basis of pre-experimental data,the single factor experiment was carried out with drug loading,penetration enhancer content,and the mass ratio of PEG6000 to silica gel as influencing factors.We determined the content of piperine through high-performance liquid chromatography in combination with the in vitro transdermal test,and assigned weights to the peak area of piperine,the total peak area of the fingerprint,and the formability,peel-off residue, and matrix filling of the umbilical patch,constructing a comprehensive evaluation index.On the basis of the single-factor experiment,the navel patch formulation was optimized using the Box-Behnken response surface method combined with the backpropagation neural network algorithm.Results The optimal black pepper navel patch formulation was:drug loading,7%;azone,4.5%;the mass ratio of PEG6000 to silica gel,43∶1. Conclusion The black pepper navel patch formulation is reasonable,which can provide a basis for the future pharmacodynamic study of patches.
Keywords:Black pepper  Umbilical patch  Box-Behnken response surface method  Backpropagation neural network
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