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用于药物设计的自由能计算的准确性评估和自动化。

Accuracy assessment and automation of free energy calculations for drug design.

机构信息

Department of Lead Identification and Optimization Support, Boehringer Ingelheim Pharma GmbH & Co. KG , Biberach, 88397 Germany.

出版信息

J Chem Inf Model. 2014 Jan 27;54(1):108-20. doi: 10.1021/ci4004199. Epub 2013 Dec 19.

DOI:10.1021/ci4004199
PMID:24256082
Abstract

As the free energy of binding of a ligand to its target is one of the crucial optimization parameters in drug design, its accurate prediction is highly desirable. In the present study we have assessed the average accuracy of free energy calculations for a total of 92 ligands binding to five different targets. To make this study and future larger scale applications possible we automated the setup procedure. Starting from user defined binding modes, the procedure decides which ligands to connect via a perturbation based on maximum common substructure criteria and produces all necessary parameter files for free energy calculations in AMBER 11. For the systems investigated, errors due to insufficient sampling were found to be substantial in some cases whereas differences in estimators (thermodynamic integration (TI) versus multistate Bennett acceptance ratio (MBAR)) were found to be negligible. Analytical uncertainty estimates calculated from a single free energy calculation were found to be much smaller than the sample standard deviation obtained from two independent free energy calculations. Agreement with experiment was found to be system dependent ranging from excellent to mediocre (RMSE = [0.9, 8.2, 4.7, 5.7, 8.7] kJ/mol). When restricting analyses to free energy calculations with sample standard deviations below 1 kJ/mol agreement with experiment improved (RMSE = [0.8, 6.9, 1.8, 3.9, 5.6] kJ/mol).

摘要

由于配体与靶标结合的自由能是药物设计中关键的优化参数之一,因此非常希望能够准确预测。在本研究中,我们评估了 92 种配体与 5 种不同靶标结合的自由能计算的平均精度。为了进行这项研究并为未来更大规模的应用提供可能,我们实现了自动化设置过程。从用户定义的结合模式开始,该过程根据最大公共子结构标准决定通过哪种扰动来连接哪些配体,并为 AMBER 11 中的自由能计算生成所有必要的参数文件。对于所研究的系统,在某些情况下,由于采样不足而导致的误差被发现是相当大的,而估计器(热力学积分(TI)与多态 Bennett 接受比(MBAR))之间的差异则被发现是可以忽略不计的。从单个自由能计算中计算出的分析不确定性估计值被发现远小于从两个独立的自由能计算中获得的样本标准偏差。与实验的一致性被发现是系统依赖的,范围从极好到中等(RMSE = [0.9, 8.2, 4.7, 5.7, 8.7] kJ/mol)。当将分析限制在样本标准偏差低于 1 kJ/mol 的自由能计算中时,与实验的一致性得到了改善(RMSE = [0.8, 6.9, 1.8, 3.9, 5.6] kJ/mol)。

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