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基于噻唑烷衍生物模板的 3D QSAR 研究、分子对接和 ADMET 评估,以获得新的 PIM1 激酶抑制剂。

3D QSAR studies, molecular docking and ADMET evaluation, using thiazolidine derivatives as template to obtain new inhibitors of PIM1 kinase.

机构信息

MCNSL, School of Sciences, Moulay Ismail University, Meknes, Morocco.

High School of Technology, Moulay Ismail University, Meknes, Morocco.

出版信息

Comput Biol Chem. 2018 Jun;74:201-211. doi: 10.1016/j.compbiolchem.2018.03.008. Epub 2018 Mar 12.

Abstract

Proviral Integration site for Moloney murine leukemia virus-1 (PIM1) belongs to the serine/threonine kinase family of Ca-calmodulin-dependent protein kinase (CAMK) group, which is involved in cell survival and proliferation as well as a number of other signal transduction pathways. Thus, PIM1 is regarded as a promising target for treatment of cancers. In the present paper, a three-dimensional quantitative structure activity relationship (3D-QSAR) and molecular docking were performed to investigate the binding between PIM1 and thiazolidine inhibitors in order to design potent inhibitors. The comparative molecular similarity indices analysis (CoMSIA) was developed using twenty-six molecules having pIC ranging from 8.854 to 6.011 (IC in nM). The best CoMSIA model gave significant statistical quality. The determination coefficient (R) and Leave-One-Out cross-validation coefficient (Q) are 0.85 and 0.58, respectively. Furthermore, the predictive ability of this model was evaluated by external validation((n = 11, R = 0.72, and MAE = 0.170 log units). The graphical contour maps could provide structural features to improve inhibitory activity. Furthermore, a good consistency between contour maps and molecular docking strongly demonstrates that the molecular modeling is reliable. Based on these satisfactory results, we designed several new potent PIM1 inhibitors and their inhibitory activities were predicted by the molecular models. Additionally, those newly designed inhibitors, showed promising results in the preliminary in silico ADMET evaluations, compared to the best inhibitor from the studied dataset. The results expand our understanding of thiazolidines as inhibitors of PIM1 and could be of great help in lead optimization for early drug discovery of highly potent inhibitors.

摘要

原病毒整合位点莫洛尼鼠白血病病毒 1 (PIM1) 属于丝氨酸/苏氨酸激酶家族的钙调蛋白依赖性蛋白激酶 (CAMK) 组,参与细胞存活和增殖以及许多其他信号转导途径。因此,PIM1 被认为是治疗癌症的有前途的靶点。在本文中,进行了三维定量构效关系 (3D-QSAR) 和分子对接研究,以研究 PIM1 与噻唑烷抑制剂的结合,从而设计有效的抑制剂。使用 26 个具有 pIC 值范围为 8.854 至 6.011(以 nM 表示的 IC)的分子进行了比较分子相似性指数分析 (CoMSIA)。最佳 CoMSIA 模型给出了显著的统计质量。确定系数 (R) 和Leave-One-Out 交叉验证系数 (Q) 分别为 0.85 和 0.58。此外,通过外部验证(n=11,R=0.72,MAE=0.170 log 单位)评估了该模型的预测能力。图形等高线图可以提供结构特征,以提高抑制活性。此外,等高线图和分子对接之间的良好一致性强烈表明分子建模是可靠的。基于这些令人满意的结果,我们设计了几种新的有效的 PIM1 抑制剂,并通过分子模型预测了它们的抑制活性。此外,与研究数据集中的最佳抑制剂相比,这些新设计的抑制剂在初步的计算机 ADMET 评估中显示出有希望的结果。结果扩展了我们对噻唑烷作为 PIM1 抑制剂的认识,并可能有助于早期药物发现高度有效的抑制剂的先导优化。

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