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有机化合物血脑屏障穿透的预测模型。

Predictive model of blood-brain barrier penetration of organic compounds.

作者信息

Ma Xiao-lei, Chen Cheng, Yang Jie

机构信息

State Key Laboratory of Pharmaceutical Biotechnology, School of Life Science, Nanjing University, Nanjing 210093, China.

出版信息

Acta Pharmacol Sin. 2005 Apr;26(4):500-12. doi: 10.1111/j.1745-7254.2005.00068.x.

Abstract

AIM

To build up a theoretical model of organic compounds for the prediction of the activity of small molecules through the blood-brain barrier (BBB) in drug design.

METHODS

A training set of 37 structurally diverse compounds was used to construct quantitative structure-activity relationship (QSAR) models. Intermolecular and intramolecular solute descriptors were calculated using molecular mechanics, molecular dynamics simulations, quantum chemistry and so on. The QSAR models were optimized using multidimensional linear regression fitting and stepwise method. A test set of 8 compounds was evaluated using the models as part of a validation process.

RESULTS

Significant QSAR models (R=0.955, s=0.232) of the BBB penetration of organic compounds were constructed. BBB penetration was found to depend upon the polar surface area, the octanol/water partition coefficient, Balaban Index, the strength of a small molecule to combine with the membrane-water complex, and the changeability of the structure of a solute-membrane-water complex.

CONCLUSION

The QSAR models indicate that the distribution of organic molecules through BBB is not only influenced by organic solutes themselves, but also relates to the properties of the solute-membrane-water complex, that is, interactions of the molecule with the phospholipid-rich regions of cellular membranes.

摘要

目的

构建有机化合物理论模型,用于在药物设计中预测小分子通过血脑屏障(BBB)的活性。

方法

使用一组37种结构多样的化合物构建定量构效关系(QSAR)模型。利用分子力学、分子动力学模拟、量子化学等方法计算分子间和分子内溶质描述符。采用多维线性回归拟合和逐步法对QSAR模型进行优化。使用8种化合物的测试集对模型进行评估,作为验证过程的一部分。

结果

构建了有机化合物BBB渗透的显著QSAR模型(R = 0.955,s = 0.232)。发现BBB渗透取决于极性表面积、正辛醇/水分配系数、巴拉班指数、小分子与膜 - 水复合物结合的强度以及溶质 - 膜 - 水复合物结构的可变性。

结论

QSAR模型表明,有机分子通过BBB的分布不仅受有机溶质本身影响,还与溶质 - 膜 - 水复合物的性质有关,即分子与细胞膜富含磷脂区域的相互作用。

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