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一种用于定量评估皮肤通量中分子化合物物理化学性质的数据挖掘方法。

A Data-Mining Approach for the Quantitative Assessment of Physicochemical Properties of Molecular Compounds in the Skin Flux.

机构信息

School of Pharmacy, Chosun University, Gwangju, South Korea.

Division of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Missouri-Kansas City, Kansas City, Missouri, 64108, USA.

出版信息

AAPS PharmSciTech. 2021 Mar 25;22(3):117. doi: 10.1208/s12249-021-01988-x.

DOI:10.1208/s12249-021-01988-x
PMID:33768360
Abstract

This paper aimed to provide an insight into the mechanism of transdermal penetration of drug molecules with respect to their physicochemical properties, such as solubility (S), the presence of enantiomer (ET) and logarithm of octanol-water partition coefficient (log P), molecular weight (MW), and melting point (MP). Propionic acid derivatives were evaluated for their flux through full-thickness skin excised from hairless mice upon being delivered from silicone-based pressure-sensitive adhesive (PSA) matrices in the presence or absence of various enhancers. The skin fluxes of model compounds were calculated based on the data obtained using the method engaged with the diffusion cell system. The statistical design of experiments (DoE) based on the factorial approach was used to find variables that have a significant impact on the outcomes. For the prediction of skin flux, a quantitative equation was derived using the data-mining approach on the relationship between skin permeation of model compounds (~125 mg/ml) and involved physicochemical variables. The most influential variables for the skin flux of propionic acid derivatives were the melting point (0.97) followed by the presence of enantiomer (0.95), molecular mass (0.93), log P values (0.86), and aqueous solubility (0.80). It was concluded that the skin flux of molecular compounds can be predicted based on the relationship between their physicochemical properties and the interaction with cofactors including additives and enhancers in the vehicles.

摘要

本文旨在探讨药物分子经皮渗透的机制,重点关注其物理化学性质,如溶解度(S)、对映体(ET)和油水分配系数(log P)对数、分子量(MW)和熔点(MP)的存在。本文评估了丙酸衍生物在有无各种赋形剂的情况下,从无毛小鼠全层皮肤中穿过硅酮压敏胶(PSA)基质的流量。根据扩散池系统获得的数据,计算了模型化合物的皮肤通量。基于析因法的统计实验设计(DoE)用于寻找对结果有显著影响的变量。为了预测皮肤通量,使用数据挖掘方法,基于模型化合物(~125mg/ml)的皮肤渗透和相关物理化学变量之间的关系,得出了一个定量方程。对于丙酸衍生物的皮肤通量,最具影响力的变量是熔点(0.97),其次是对映体的存在(0.95)、分子量(0.93)、log P 值(0.86)和水溶解度(0.80)。结论是,基于化合物的物理化学性质与其在载体中与赋形剂和增强剂等协同因子相互作用之间的关系,可以预测分子化合物的皮肤通量。

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