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生物分子相互作用定量构效关系建模中的一种方向敏感方法及其在离子交换色谱中的应用。

An orientation sensitive approach in biomolecule interaction quantitative structure-activity relationship modeling and its application in ion-exchange chromatography.

作者信息

Kittelmann Jörg, Lang Katharina M H, Ottens Marcel, Hubbuch Jürgen

机构信息

Section IV: Biomolecular Separation Engineering, Institute of Engineering in Life Sciences, Karlsruhe Institute of Technology (KIT), Engler-Bunte-Ring 3, 76131 Karlsruhe, Germany.

Bioprocess Engineering (BPE), Department of Biotechnology, Delft University of Technology, Julianalaan 67, 2628 BC Delft, The Netherlands.

出版信息

J Chromatogr A. 2017 Jan 27;1482:48-56. doi: 10.1016/j.chroma.2016.12.065. Epub 2016 Dec 23.

Abstract

Quantitative structure-activity relationship (QSAR) modeling for prediction of biomolecule parameters has become an established technique in chromatographic purification process design. Unfortunately available descriptor sets fail to describe the orientation of biomolecules and the effects of ionic strength in the mobile phase on the interaction with the stationary phase. The literature describes several special descriptors used for chromatographic retention modeling, all of these do not describe the screening of electrostatic potential by the mobile phase in use. In this work we introduce two new approaches of descriptor calculations, namely surface patches and plane projection, which capture an oriented binding to charged surfaces and steric hindrance of the interaction with chromatographic ligands with regard to electrostatic potential screening by mobile phase ions. We present the use of the developed descriptor sets for predictive modeling of Langmuir isotherms for proteins at different pH values between pH 5 and 10 and varying ionic strength in the range of 10-100mM. The resulting model has a high correlation of calculated descriptors and experimental results, with a coefficient of determination of 0.82 and a predictive coefficient of determination of 0.92 for unknown molecular structures and conditions. The agreement of calculated molecular interaction orientations with both, experimental results as well as molecular dynamic simulations from literature is shown. The developed descriptors provide the means for improved QSAR models of chromatographic processes, as they reflect the complex interactions of biomolecules with chromatographic phases.

摘要

用于预测生物分子参数的定量构效关系(QSAR)建模已成为色谱纯化工艺设计中的一项成熟技术。不幸的是,现有的描述符集无法描述生物分子的取向以及流动相中离子强度对与固定相相互作用的影响。文献中描述了几种用于色谱保留建模的特殊描述符,但所有这些都没有描述所用流动相的静电势筛选情况。在这项工作中,我们引入了两种新的描述符计算方法,即表面斑块和平面投影,它们考虑了与带电表面的定向结合以及流动相离子对与色谱配体相互作用的空间位阻对静电势的筛选。我们展示了所开发的描述符集在预测不同pH值(pH 5至10)和不同离子强度(10 - 100 mM)下蛋白质的朗缪尔等温线方面的应用。所得模型计算的描述符与实验结果具有高度相关性,对于未知分子结构和条件,决定系数为0.82,预测决定系数为0.92。计算得到的分子相互作用取向与实验结果以及文献中的分子动力学模拟结果均相符。所开发的描述符为改进色谱过程的QSAR模型提供了手段,因为它们反映了生物分子与色谱相之间的复杂相互作用。

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