人体肠道吸收快速预测

E. Deretey, M. Feher, Jonathan M. Schmidt
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引用次数: 28

摘要

这项工作描述了人类肠道吸收的建模使用一个和两个描述符非线性模型。除被动输运外,具有已知输运机制的分子从数据集中删除。人体肠道吸收数据拟合成基于反正切函数的对称和非对称s型曲线和曲面。模型中使用的描述符是氢键供体和受体的总和和计算的logp辛醇-水分配系数。尽管模型很简单,但拟合和预测的质量可与更复杂的方法相媲美。由于描述符和预测值可以快速计算,该方法非常适合大型虚拟库的定性预测和从头设计的结果。
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Rapid Prediction of Human Intestinal Absorption
This work describes the modeling of human intestinal absorption using one- and two-descriptor nonlinear models. Molecules with known transport mechanisms other than passive transport were removed from the dataset. The human intestinal absorption data were fitted to symmetric and asymmetric sigmoidal curves and surfaces that were based on the arctangent function. The descriptors employed in the models are the sum of hydrogen bond donors and acceptors and the calculated SlogP octanol-water partition coefficient. Despite the simplicity of the model, the quality of fits and predictions is comparable to more complex approaches. As descriptors and predicted values can be calculated rapidly, the method is ideally suited for qualitative predictions for large virtual libraries and the results from de novo design.
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