Key Laboratory of Drug-Targeting and Drug Delivery System of the Education Ministry and Sichuan Province, Sichuan Engineering Laboratory for Plant-Sourced Drug and Sichuan Research Center for Drug Precision Industrial Technology, West China School of Pharmacy, Sichuan University, Chengdu 610041, China.
Chengdu Sintanovo Biotechnology Co., Ltd., Chengdu 610000, China.
J Chem Inf Model. 2024 Jun 24;64(12):4863-4876. doi: 10.1021/acs.jcim.4c00414. Epub 2024 Jun 5.
With recent large-scale applications and validations, the relative binding free energy (RBFE) calculated using alchemical free energy methods has been proven to be an accurate measure to probe the binding of small-molecule drug candidates. On the other hand, given the flexibility of peptides, it is of great interest to find out whether sufficient sampling could be achieved within the typical time scale of such calculation, and a similar level of accuracy could be reached for peptide drugs. However, the systematic evaluation of such calculations on protein-peptide systems has been less reported. Most reported studies of peptides were restricted to a limited number of data points or lacking experimental support. To demonstrate the applicability of the alchemical free energy method for protein-peptide systems in a typical real-world drug discovery project, we report an application of the thermodynamic integration (TI) method to the RBFE calculation of ghrelin receptor and its peptide agonists. Along with the calculation, the synthesis and in vitro EC activity of relamorelin and 17 new peptide derivatives were also reported. A cost-effective criterion to determine the data collection time was proposed for peptides in the TI simulation. The average of three TI repeats yielded a mean absolute error of 0.98 kcal/mol and Pearson's correlation coefficient () of 0.77 against the experimental free energy derived from the in vitro EC activity, showing good repeatability of the proposed method and a slightly better agreement than the results obtained from the arbitrary time frames up to 20 ns. Although it is limited by having one target and a deduced binding pose, we hope that this study can add some insights into alchemical free energy calculation of protein-peptide systems, providing theoretical assistance to the development of peptide drugs.
随着最近大规模的应用和验证,使用变分自由能方法计算的相对结合自由能 (RBFE) 已被证明是一种准确的方法,可以探测小分子药物候选物的结合。另一方面,鉴于肽的灵活性,人们非常感兴趣的是,在这种计算的典型时间范围内是否可以实现足够的采样,并且对于肽药物是否可以达到类似的准确性。然而,对于蛋白质-肽系统的此类计算的系统评估报告较少。大多数关于肽的报道研究仅限于有限数量的数据点或缺乏实验支持。为了证明变分自由能方法在典型的实际药物发现项目中的蛋白质-肽系统中的适用性,我们报告了热力学积分 (TI) 方法在 ghrelin 受体及其肽激动剂的 RBFE 计算中的应用。随着计算的进行,还报告了 relamorelin 和 17 种新肽衍生物的合成和体外 EC 活性。提出了一种用于 TI 模拟中肽的经济有效的确定数据收集时间的标准。三个 TI 重复的平均值产生了 0.98 kcal/mol 的平均绝对误差和 0.77 的 Pearson 相关系数()与来自体外 EC 活性的实验自由能,表明所提出方法的可重复性良好,并且与从任意时间框架(长达 20 ns)获得的结果相比略有更好的一致性。尽管它受到一个靶标和一个推断的结合构象的限制,但我们希望这项研究可以为蛋白质-肽系统的变分自由能计算提供一些见解,为肽药物的开发提供理论帮助。