Chung Wai Keen, Hou Ying, Freed Alexander, Holstein Melissa, Makhatadze George I, Cramer Steven M
Department of Chemical and Biological Engineering, Rensselaer Polytechnic Institute, Troy, New York 12180, USA.
Biotechnol Bioeng. 2009 Feb 15;102(3):869-81. doi: 10.1002/bit.22100.
A library of cold shock protein B (CspB) mutant variants was employed to study protein binding affinity and preferred orientations in cation exchange chromatography. Single site mutations introduced at charged amino acids on the protein surface resulted in a homologous protein set with varying charge density and distribution. The retention times of the mutants varied significantly during linear gradient chromatography. While the expected trends were observed with increasing or decreasing positive charge on the protein surface, the degree of change was a strong function of the location and microenvironment of the mutated amino acid. Quantitative structure-property relationship (QSPR) models were generated using a support vector regression technique that was able to give good predictions of the retention times of the various mutants. Molecular descriptors selected during model generation were used to elucidate the factors affecting protein retention. Electrostatic potential maps were also employed to provide insight into the effects of protein surface topography, charge density and charge distribution on protein binding affinity and possible preferred binding orientations. The use of this protein mutant library in concert with the qualitative and quantitative analyses presented in the article provides an improved understanding of protein behavior in ion exchange systems.
利用冷休克蛋白B(CspB)突变体文库研究阳离子交换色谱中的蛋白质结合亲和力和优先取向。在蛋白质表面带电荷氨基酸处引入的单点突变产生了一组具有不同电荷密度和分布的同源蛋白质。在线性梯度色谱过程中,突变体的保留时间有显著变化。虽然随着蛋白质表面正电荷的增加或减少观察到了预期趋势,但变化程度强烈依赖于突变氨基酸的位置和微环境。使用支持向量回归技术生成了定量结构-性质关系(QSPR)模型,该模型能够很好地预测各种突变体的保留时间。在模型生成过程中选择的分子描述符用于阐明影响蛋白质保留的因素。还利用静电势图来深入了解蛋白质表面形貌、电荷密度和电荷分布对蛋白质结合亲和力和可能的优先结合取向的影响。本文中使用该蛋白质突变体文库并结合定性和定量分析,能更好地理解离子交换系统中的蛋白质行为。