Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Grahamstown 6140, South Africa.
Int J Mol Sci. 2020 May 27;21(11):3803. doi: 10.3390/ijms21113803.
Recently, there has been increased interest in aminoacyl tRNA synthetases (aaRSs) as potential malarial drug targets. These enzymes play a key role in protein translation by the addition of amino acids to their cognate tRNA. The aaRSs are present in all life cycle stages, and thus present an attractive malarial drug target. Prolyl tRNA synthetase is a class II aaRS that functions in charging tRNA with proline. Various inhibitors against ProRS (PfProRS) active site have been designed. However, none have gone through clinical trials as they have been found to be highly toxic to human cells. Recently, a possible allosteric site was reported in PfProRS with two possible allosteric modulators: glyburide and TCMDC-124506. In this study, we sought to identify novel selective inhibitors targeting PfProRS active site and possible novel allosteric modulators of this enzyme. To achieve this, virtual screening of South African natural compounds against PfProRS and the human homologue was carried out using AutoDock Vina. The modulation of protein motions by ligand binding was studied by molecular dynamics (MD) using the GROningen MAchine for Chemical Simulations (GROMACS) tool. To further analyse the protein global motions and energetic changes upon ligand binding, principal component analysis (PCA), and free energy landscape (FEL) calculations were performed. Further, to understand the effect of ligand binding on the protein communication, dynamic residue network (DRN) analysis of the MD trajectories was carried out using the MD-TASK tool. A total of ten potential natural hit compounds were identified with strong binding energy scores. Binding of ligands to the protein caused observable global and residue level changes. Dynamic residue network calculations showed increase in betweenness centrality () metric of residues at the allosteric site implying these residues are important in protein communication. A loop region at the catalytic domain between residues 300 and 350 and the anticodon binding domain showed significant contributions to both PC1 and PC2. Large motions were observed at a loop in the Z-domain between residues 697 and 710 which was also in agreement with RMSF calculations that showed increase in flexibility of residues in this region. Residues in this loop region are implicated in ATP binding and thus a change in dynamics may affect ATP binding affinity. Free energy landscape (FEL) calculations showed that the holo protein (protein-ADN complex) and PfProRS-SANC184 complexes were stable, as shown by the low energy with very few intermediates and hardly distinguishable low energy barriers. In addition, FEL results agreed with backbone RMSD distribution plots where stable complexes showed a normal RMSD distribution while unstable complexes had multimodal RMSD distribution. The betweenness centrality metric showed a loss of functional importance of key ATP binding site residues upon allosteric ligand binding. The deep basins in average observed at the allosteric region imply that there is high accessibility of residues at this region. To further analyse and average metrics data, we calculated the Δ and Δ values by taking each value in the holo protein or matrix less the corresponding value in the ligand-bound complex or matrix. Interestingly, in allosteric complexes, residues located in a loop region implicated in ATP binding had negative Δ values while in orthosteric complexes these residues had positive Δ values. An increase in contact frequency between residues Ser263, Thr267, Tyr285, and Leu707 at the allosteric site and residues Thr397, Pro398, Thr402, and Gln395 at the ATP binding TXE loop was observed. In summary, this study identified five potential orthosteric inhibitors and five allosteric modulators against PfProRS. Allosteric modulators changed ATP binding site dynamics, as shown by RMSF, PCA, and DRN calculations. Changes in dynamics of the ATP binding site and increased contact frequency between residues at the proposed allosteric site and the ATP binding site may explain how allosteric modulators distort the ATP binding site and thus might inhibit PfProRS. The scaffolds of the identified hits in the study can be used as a starting point for antimalarial inhibitor development with low human cytotoxicity.
最近,人们对氨酰基 tRNA 合成酶(aaRSs)作为潜在的疟疾药物靶点越来越感兴趣。这些酶在蛋白质翻译中起着关键作用,通过将氨基酸添加到其对应的 tRNA 上来实现。aaRSs 存在于所有生命周期阶段,因此是一个有吸引力的疟疾药物靶点。脯氨酰 tRNA 合成酶是一种 II 类 aaRS,其功能是将脯氨酸加载到 tRNA 上。已经设计了针对 PfProRS (PfProRS)活性位点的各种脯氨酸合成酶抑制剂。然而,由于它们对人类细胞具有高度毒性,因此都没有经过临床试验。最近,报道了 PfProRS 中可能存在一个别构位点,有两个可能的别构调节剂:格列本脲和 TCMDC-124506。在这项研究中,我们试图确定针对 PfProRS 活性位点的新型选择性抑制剂和该酶的可能新型别构调节剂。为了实现这一目标,使用 AutoDock Vina 对南非天然化合物对 PfProRS 和人同源物进行了虚拟筛选。通过使用 GROningen MAchine for Chemical Simulations(GROMACS)工具进行分子动力学(MD)研究,研究了配体结合对蛋白质运动的调制。为了进一步分析配体结合对蛋白质整体运动和能量变化的影响,进行了主成分分析(PCA)和自由能景观(FEL)计算。此外,为了了解配体结合对蛋白质通讯的影响,使用 MD-TASK 工具对 MD 轨迹进行了动态残基网络(DRN)分析。总共鉴定出十个具有强结合能得分的潜在天然命中化合物。配体与蛋白质的结合引起了可观察到的全局和残基水平的变化。动态残基网络计算显示,变构位点的残基的介数()度量增加,这意味着这些残基在蛋白质通讯中很重要。在催化域中 300 到 350 残基之间的一个环区域和反密码子结合域之间表现出对 PC1 和 PC2 的显著贡献。在 Z 域中 697 到 710 残基之间的一个环区域中观察到较大的运动,这与 RMSF 计算结果一致,该结果表明该区域的残基柔韧性增加。该环区域中的残基参与 ATP 结合,因此动力学的变化可能会影响 ATP 结合亲和力。自由能景观(FEL)计算表明,全酶(蛋白-DNA 复合物)和 PfProRS-SANC184 复合物是稳定的,这表现为低能量和很少的中间物,几乎无法区分的低能量势垒。此外,FEL 结果与主链 RMSD 分布图一致,其中稳定的复合物表现出正常的 RMSD 分布,而不稳定的复合物具有多模态 RMSD 分布。介数度量表明,变构配体结合后,关键的 ATP 结合位点残基的功能重要性丧失。在变构区域中观察到的深盆地平均表明该区域的残基具有很高的可及性。为了进一步分析 和平均 度量数据,我们通过从全酶 或 矩阵中的每个值中减去配体结合复合物 或 矩阵中的相应值,计算了 Δ 和 Δ 值。有趣的是,在变构复合物中,位于 ATP 结合 TXE 环中与 ATP 结合有关的环区域中的残基具有负 Δ 值,而在正交复合物中这些残基具有正 Δ 值。在变构位点处观察到 Ser263、Thr267、Tyr285 和 Leu707 残基与 ATP 结合 TXE 环处的 Thr397、Pro398、Thr402 和 Gln395 残基之间的接触频率增加。总之,本研究鉴定了五个针对 PfProRS 的潜在正交抑制剂和五个别构调节剂。变构调节剂改变了 ATP 结合位点的动力学,这表现为 RMSF、PCA 和 DRN 计算。ATP 结合位点的动力学变化以及在假定的变构位点和 ATP 结合位点处的残基之间接触频率的增加可以解释别构调节剂如何扭曲 ATP 结合位点,从而可能抑制 PfProRS。研究中鉴定出的命中物的支架可以用作抗疟抑制剂开发的起点,具有低人类细胞毒性。