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人工膜在人体胃肠道广泛pH范围内的渗透性:实验测量与定量构效关系

The Permeability of an Artificial Membrane for Wide Range of pH in Human Gastrointestinal Tract: Experimental Measurements and Quantitative StructureActivity Relationship.

作者信息

Oja Mare, Maran Uko

机构信息

Institute of Chemistry, University of Tartu, Ravila 14A, Tartu 50411, Estonia phone +372 7 375 254, fax +372 7 375 264.

出版信息

Mol Inform. 2015 Jun;34(6-7):493-506. doi: 10.1002/minf.201400147. Epub 2015 Jun 18.

Abstract

In silico models for membrane permeability have been based on values measured for single pH. Depending on the diet (fasted/fed state) and part of human intestine the range of pH varies approximately from 2.4 to 8.0. This motivated to study and model the membrane permeability of chemicals considering the whole range of pH in the human intestine. For this, effective membrane permeability values were measured for 65 drugs and drug-like compounds using PAMPA method at four pHs (3, 5, 7.4, 9) over 48 h, introducing technological innovations for the time-dependence measurement. The highest permeability value of a compound from four pHs was used to derive QSAR analyzing a large pool of molecular descriptors and introducing new descriptor. Using stepwise forward selection approach a significant QSAR model was derived that included only two mechanistically relevant descriptors, the logarithmic octanol-water partition coefficient and hydrogen bonding surface area. Prediction confidence of the model was blind tested with a true external validation set of 15 compounds. The resulting QSAR model shows potential to combine permeability values from various pH-s into one descriptive and predictive model for estimating maximum permeability in human gastrointestinal tract. The QSAR model and data are available through the QsarDB repository (http://dx.doi.org/10.15152/QDB.137).

摘要

膜通透性的计算机模拟模型一直基于单一pH值下测得的值。根据饮食情况(禁食/进食状态)以及人体肠道的不同部位,pH值范围大约在2.4至8.0之间。这促使人们在考虑人体肠道整个pH值范围的情况下,对化学物质的膜通透性进行研究和建模。为此,使用平行人工膜渗透法(PAMPA)在48小时内于四个pH值(3、5、7.4、9)下测量了65种药物及类药物化合物的有效膜通透性值,并引入了用于时间依赖性测量的技术创新。从四个pH值中选取化合物的最高通透性值来推导定量构效关系(QSAR),分析大量分子描述符并引入新的描述符。使用逐步向前选择方法,推导出了一个重要的QSAR模型,该模型仅包含两个具有机制相关性的描述符,即对数辛醇 - 水分配系数和氢键表面积。使用15种化合物的真实外部验证集对该模型的预测置信度进行了盲测。所得的QSAR模型显示出将来自不同pH值的通透性值整合为一个描述性和预测性模型以估计人体胃肠道最大通透性的潜力。该QSAR模型和数据可通过QSarDB储存库获取(http://dx.doi.org/10.15152/QDB.137)。

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