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结合动态脂解模型和神经模糊网络的自乳化药物递送系统的体外-体内相关性

In vitro-in vivo correlations of self-emulsifying drug delivery systems combining the dynamic lipolysis model and neuro-fuzzy networks.

作者信息

Fatouros Dimitrios G, Nielsen Flemming Seier, Douroumis Dionysios, Hadjileontiadis Leontios J, Mullertz Anette

机构信息

Department of Pharmaceutics and Analytical Chemistry, University of Copenhagen, Copenhagen, Denmark.

出版信息

Eur J Pharm Biopharm. 2008 Aug;69(3):887-98. doi: 10.1016/j.ejpb.2008.01.022. Epub 2008 Feb 1.

DOI:10.1016/j.ejpb.2008.01.022
PMID:18367386
Abstract

The aim of the current study was to evaluate the potential of the dynamic lipolysis model to simulate the absorption of a poorly soluble model drug compound, probucol, from three lipid-based formulations and to predict the in vitro-in vivo correlation (IVIVC) using neuro-fuzzy networks. An oil solution and two self-micro and nano-emulsifying drug delivery systems were tested in the lipolysis model. The release of probucol to the aqueous (micellar) phase was monitored during the progress of lipolysis. These release profiles compared with plasma profiles obtained in a previous bioavailability study conducted in mini-pigs at the same conditions. The release rate and extent of release from the oil formulation were found to be significantly lower than from SMEDDS and SNEDDS. The rank order of probucol released (SMEDDS approximately SNEDDS > oil formulation) was similar to the rank order of bioavailability from the in vivo study. The employed neuro-fuzzy model (AFM-IVIVC) achieved significantly high prediction ability for different data formations (correlation greater than 0.91 and prediction error close to zero), without employing complex configurations. These preliminary results suggest that the dynamic lipolysis model combined with the AFM-IVIVC can be a useful tool in the prediction of the in vivo behavior of lipid-based formulations.

摘要

本研究的目的是评估动态脂解模型模拟难溶性模型药物普罗布考从三种脂质体制剂中的吸收情况,并使用神经模糊网络预测体外-体内相关性(IVIVC)的潜力。在脂解模型中测试了油溶液和两种自微乳化及纳米乳化药物递送系统。在脂解过程中监测普罗布考向水相(胶束相)的释放。将这些释放曲线与先前在相同条件下对小型猪进行的生物利用度研究中获得的血浆曲线进行比较。发现油制剂的释放速率和释放程度明显低于自微乳化药物递送系统(SMEDDS)和自纳米乳化药物递送系统(SNEDDS)。普罗布考的释放顺序(SMEDDS约等于SNEDDS>油制剂)与体内研究的生物利用度顺序相似。所采用的神经模糊模型(AFM-IVIVC)在不采用复杂配置的情况下,对不同数据形式具有显著高的预测能力(相关性大于0.91且预测误差接近零)。这些初步结果表明,动态脂解模型与AFM-IVIVC相结合可成为预测脂质体制剂体内行为的有用工具。

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