Khandelwal Akash, Balaz Stefan
Department of Pharmaceutical Sciences, College of Pharmacy, North Dakota State University, Fargo, North Dakota 58105, USA.
Proteins. 2007 Nov 1;69(2):326-39. doi: 10.1002/prot.21500.
Design of selective ligands for closely related targets is becoming one of the most important tasks in the drug development. New tools, more precise than fast scoring functions and less demanding than sophisticated Free Energy Perturbation methods, are necessary to help accomplish this goal. The methods of intermediate complexity, characterizing individual contributions to the binding energy, have been an area of intense research in the past few years. Our recently developed quantum mechanical/molecular mechanical (QM/MM) modification of the Linear Response (LR) method describes the binding free energies as the sum of empirically weighted contributions of the QM/MM interaction energies and solvent-accessible surface areas for the time-averaged structures of hydrated complexes, obtained by molecular dynamics (MD) simulations. The method was applied to published data on 27 inhibitors of matrix metalloproteinase-3 (MMP-3). The two descriptors explained 90% of variance in the inhibition constants with RMSE of 0.245 log units. The QM/MM treatment is indispensable for characterization of the systems lacking suitable force-field expressions. In this case, it provided characteristics of H-bonds of the inhibitors to Glu202, charges of binding site atoms, and accurate coordination geometries of the ligands to catalytic zinc. The geometries were constrained during the MD simulations, which characterized conformational flexibility of the complexes and helped in the elucidation of the binding differences for related compounds. A comparison of the presented QM/MM LR results with those previously published for inhibition of MMP-9 by the same set of ligands showed that the QM/MM LR approach was able to distinguish subtle differences in binding affinities for MMP-3 and MMP-9, which did not exceed one order of magnitude. This precision level makes the approach a useful tool for design of selective ligands to similar targets, because the results can be safely extrapolated to maximize selectivity.
为密切相关的靶点设计选择性配体正成为药物研发中最重要的任务之一。需要比快速评分函数更精确、比复杂的自由能微扰方法要求更低的新工具来帮助实现这一目标。中等复杂度的方法,即表征对结合能的个体贡献,在过去几年一直是深入研究的领域。我们最近开发的线性响应(LR)方法的量子力学/分子力学(QM/MM)修正,将结合自由能描述为QM/MM相互作用能和水合复合物时间平均结构的溶剂可及表面积的经验加权贡献之和,这些结构通过分子动力学(MD)模拟获得。该方法应用于已发表的27种基质金属蛋白酶-3(MMP-3)抑制剂的数据。这两个描述符解释了抑制常数中90%的方差,均方根误差为0.245对数单位。QM/MM处理对于缺乏合适力场表达式的系统的表征是不可或缺的。在这种情况下,它提供了抑制剂与Glu202的氢键特征、结合位点原子的电荷以及配体与催化锌的精确配位几何结构。在MD模拟过程中对几何结构进行了约束,这表征了复合物的构象灵活性,并有助于阐明相关化合物的结合差异。将本文的QM/MM LR结果与之前发表的同一组配体对MMP-9抑制作用的结果进行比较表明,QM/MM LR方法能够区分MMP-3和MMP-9结合亲和力的细微差异,差异不超过一个数量级。这种精度水平使该方法成为设计针对相似靶点的选择性配体的有用工具,因为结果可以安全外推以最大化选择性。