Department of Polymer Science and Chemical Engineering, Pusan National University, Busan 609-735, Republic of Korea.
J Chem Inf Model. 2020 Mar 23;60(3):1678-1684. doi: 10.1021/acs.jcim.9b01143. Epub 2020 Feb 28.
Computational methods to study protein-ligand interactions at a molecular level have been successful to a certain extent in predicting the pose, atomic interactions, and so forth, but poor efficiency in estimating a protein-ligand binding affinity is still a crucial problem to be solved. Analyzing the protein-ligand interactions quantitatively is one primary concern for understanding. Qualitative analysis of these interactions may lead to better insights about protein-ligand interactions. To perform such an analysis, the macroscopic molecular properties of the protein and ligand can be studied in detail and should be correlated with the ligand-binding affinity. This detailed study can be helpful in designing the ligands and the ligand-binding site as well. In this study, we attempted to identify the hydrophobic/hydrophilic features of a ligand and ligand-binding site and check their correlation with the experimental affinity of the protein-ligand complexes. This combinatorial analysis of ligand log and binding site hydrophobicity on data set distribution and binding affinity suggested two critical findings. The hydrophobic ligands bind to hydrophilic and hydrophobic pockets equally, whereas hydrophilic ligands are specific to hydrophilic pockets. The combination of the hydrophobic ligand-hydrophobic pocket prefers high-affinity values compared to other combinations. Although these results cannot be used for atomic-level design of ligands or binding sites, they are expected to be used as a reference for screening the ligands for a given target binding site.
在分子水平上研究蛋白质-配体相互作用的计算方法在预测构象、原子相互作用等方面取得了一定的成功,但在估计蛋白质-配体结合亲和力方面的效率仍然很差,这仍然是一个亟待解决的关键问题。定量分析蛋白质-配体相互作用是理解的首要关注点之一。对这些相互作用的定性分析可能会对蛋白质-配体相互作用有更好的了解。为了进行这样的分析,可以详细研究蛋白质和配体的宏观分子特性,并将其与配体结合亲和力相关联。这种详细的研究对于设计配体和配体结合位点也很有帮助。在这项研究中,我们试图确定配体和配体结合位点的疏水性/亲水性特征,并检查它们与蛋白质-配体复合物实验亲和力的相关性。通过对配体 log 和结合位点疏水性的组合分析,对数据集分布和结合亲和力进行了分析,得出了两个关键发现。疏水性配体与亲水性和疏水性口袋的结合能力相等,而亲水性配体则与亲水性口袋特异性结合。与其他组合相比,疏水性配体-疏水性口袋的组合更倾向于具有高亲和力值。尽管这些结果不能用于配体或结合位点的原子水平设计,但它们有望作为给定靶标结合位点筛选配体的参考。