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A simple predictive model for blood-brain barrier penetration.

机译:血脑屏障渗透的简单预测模型。

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摘要

A simple two-descriptor model to predict blood-brain barrier penetration is derived from a training set of 79 compounds: log BB = - 13.31V2 + 9.601V - 2.231PSA - 0.5290 (n = 79, r2 = 0.83) where log BB is the logarithm of the ratio of the steady-state concentration of the compound in the brain to in the blood, V (nm3) is the molecular volume, PSA (nm2) is the polar surface area which is defined as the sum of the van der Waals surface areas of oxygen atoms, nitrogen atoms, and attached hydrogen atoms in a molecule, n is the number of compounds, and r is the correlation coefficient. The model is validated by a leave-one-out procedure and an external test set (25 compounds). The results indicate that the model developed is statistically sound and is sufficiently reliable and robust for predictive use. The descriptors in the model can be easily computed and it is suitable for the rapid prediction of the blood-brain barrier penetration for a wide range of drug candidates.
机译:一个简单的由两个描述词组成的模型可预测79种化合物的血脑屏障渗透:log BB =-13.31V2 + 9.601V-2.231PSA-0.5290(n = 79,r2 = 0.83)其中log BB为化合物在血液中的稳态浓度与脑中稳态浓度之比的对数,V(nm3)是分子体积,PSA(nm2)是极性表面积,定义为范德数之和分子中的氧原子,氮原子和连接的氢原子的表面积,n是化合物的数量,r是相关系数。该模型通过“留一法”程序和一个外部测试集(25种化合物)进行了验证。结果表明,所开发的模型在统计上是合理的,并且对于预测性使用而言是足够可靠和强大的。该模型中的描述符易于计算,适用于多种候选药物的血脑屏障渗透的快速预测。

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