安徽中医药大学学报2024,Vol.43Issue(3) :93-99.DOI:10.3969/j.issn.2095-7246.2024.03.019

Box-Behnken响应面法结合BP神经网络优化黑胡椒脐贴处方研究

Box-Behnken Response Surface Method Combined with Backpropagation Neural Network to Optimize Black Pepper Navel Patch Formulation

程索婷 黄莉 邹纯才 鄢海燕 任佩 王紫彤
安徽中医药大学学报2024,Vol.43Issue(3) :93-99.DOI:10.3969/j.issn.2095-7246.2024.03.019

Box-Behnken响应面法结合BP神经网络优化黑胡椒脐贴处方研究

Box-Behnken Response Surface Method Combined with Backpropagation Neural Network to Optimize Black Pepper Navel Patch Formulation

程索婷 1黄莉 1邹纯才 1鄢海燕 1任佩 1王紫彤1
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作者信息

  • 1. 皖南医学院药学院,安徽 芜湖 241002
  • 折叠

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-Be-hnken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.

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 sin-gle 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 combina-tion with the invitro 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 formula-tion 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.

关键词

黑胡椒/脐贴/Box-Behnken响应面法/BP神经网络

Key words

Black pepper/Umbilical patch/Box-Behnken response surface method/Backpropagation neural network

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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)

出版年

2024
安徽中医药大学学报
安徽中医学院

安徽中医药大学学报

CSTPCD
影响因子:0.796
ISSN:2095-7246
被引量1
参考文献量22
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