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使用分子表面参数化和偏最小二乘法统计对Caco-2细胞通透性进行理论计算和预测。

Theoretical calculation and prediction of Caco-2 cell permeability using MolSurf parametrization and PLS statistics.

作者信息

Norinder U, Osterberg T, Artursson P

机构信息

Astra Pain Control AB, Södertälje, Sweden.

出版信息

Pharm Res. 1997 Dec;14(12):1786-91. doi: 10.1023/a:1012196216736.

Abstract

PURPOSE

To statistically model the permeability across Caco-2 cell monolayers using theoretically computed molecular descriptors and multivariate statistics.

METHODS

Seventeen structurally diverse compounds were investigated. The program MolSurf was used to compute theoretical molecular descriptors related to physico-chemical properties such as lipophilicity, polarity, polarizability and hydrogen bonding. The multivariate Partial Least Squares Projections to Latent Structures (PLS) method was used to delineate the relationship between the permeability across Caco-2 cell monolayers and the theoretically computed molecular descriptors.

RESULTS

Excellent statistical models were derived. Properties associated with hydrogen bonding had the largest impact on diffusion through the monolayers and should be kept at a minimum to promote high permeability. High lipophilicity and the presence of surface electrons, i.e. valence electrons, which are not tightly bonded to the molecule, were also found to have a favorable influence to achieve high permeability.

CONCLUSIONS

The results indicate that theoretically computed molecular MolSurf descriptors in conjunction with multivariate statistics of PLS type can be used to successfully model permeability across Caco-2 cell monolayers and, thus, differentiate drugs with poor permeability from those with acceptable permeability at an early stage of the preclinical drug discovery process.

摘要

目的

使用理论计算的分子描述符和多元统计方法对跨Caco-2细胞单层的通透性进行统计建模。

方法

研究了17种结构各异的化合物。使用MolSurf程序计算与物理化学性质相关的理论分子描述符,如亲脂性、极性、极化率和氢键。采用多元偏最小二乘投影到潜在结构(PLS)方法来描述跨Caco-2细胞单层的通透性与理论计算的分子描述符之间的关系。

结果

得出了出色的统计模型。与氢键相关的性质对通过单层的扩散影响最大,应将其保持在最低水平以促进高通透性。还发现高亲脂性以及表面电子(即未紧密结合到分子上的价电子)的存在对实现高通透性具有有利影响。

结论

结果表明,理论计算的分子MolSurf描述符与PLS类型的多元统计方法相结合,可用于成功地对跨Caco-2细胞单层的通透性进行建模,从而在临床前药物发现过程的早期阶段,将通透性差的药物与具有可接受通透性的药物区分开来。

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