State Key Laboratory of Precision Spectroscopy, School of Physics and Material Science, East China Normal University , Shanghai 200062, China.
NYU-ECNU Center for Computational Chemistry, NYU Shanghai , Shanghai 200062, China.
J Chem Inf Model. 2017 Jul 24;57(7):1621-1639. doi: 10.1021/acs.jcim.7b00177. Epub 2017 Jun 23.
A series of computational methods for pK shift prediction are extensively tested on a set of benchmark protein systems, aiming at identifying pitfalls and evaluating their performance on high variants. Including 19 ASP residues in 10 protein systems, the benchmark set consists of both residues with highly shifted pK values as well as those varying little from the reference value, with an experimental RMS free energy differences of 2.49 kcal/mol with respect to blocked amino acid, namely the RMS pK shift being 1.82 pK units. The constant pH molecular dynamics (MD), alchemical methods, PROPKA3.1, and multiconformation continuum electrostatics give RMSDs of 1.52, 2.58, 1.37, and 3.52 pK units, respectively, on the benchmark set. The empirical scoring method is the most accurate one with extremely low computational cost, and the pH-dependent model is also able to provide accurate results, while the accuracy of MD sampling incorporating alchemical free energy simulation is prohibited by convergence achievement and the performance of conformational search incorporating multiconformation continuum electrostatics is bad. Former research works did not define statistical uncertainty with care and yielded the questionable conclusion that alchemical methods perform well in most benchmarks. In this work the traditional alchemical methods are thoroughly tested for high variants. We also performed the first application of nonequilibrium alchemical methods to the pK cases.
一系列用于预测 pK 位移的计算方法在一组基准蛋白质系统上进行了广泛测试,旨在识别陷阱并评估它们在高变体上的性能。基准集包括 10 个蛋白质系统中的 19 个 ASP 残基,既包括 pK 值高度偏移的残基,也包括与参考值变化不大的残基,与封闭氨基酸的实验 RMS 自由能差异为 2.49 kcal/mol,即 RMS pK 位移为 1.82 pK 单位。恒 pH 分子动力学(MD)、化学方法、PROPKA3.1 和多构象连续静电分别在基准集上给出了 1.52、2.58、1.37 和 3.52 pK 单位的 RMSD。经验评分方法具有极高的准确性和极低的计算成本,而依赖 pH 的模型也能够提供准确的结果,而包含化学自由能模拟的 MD 采样的准确性受到收敛实现的限制,包含多构象连续静电的构象搜索的性能也很差。以前的研究工作没有仔细定义统计不确定性,并得出了有问题的结论,即化学方法在大多数基准测试中表现良好。在这项工作中,对传统的化学方法进行了彻底的测试,以适应高变体。我们还首次将非平衡化学方法应用于 pK 情况。