Department of Materials Sciences and Chemical Engineering, Dalian University of Technology, Dalian 116023, Liaoning, China.
Curr Med Chem. 2013;20(15):2032-42. doi: 10.2174/0929867311320150008.
Evidence indicates that cysteine protease falcipain-2 plays essential role in malaria parasites; therefore the potent and selective inhibitors of falcipain-2 may be therapeutically useful drugs for treatment of various forms of malaria parasite plasmodium. In order to understand the structure-activity correlation of falcipain-2 inhibitors, a set of ligand- and receptor-based 3D-QSAR models were, for the first time, developed in the present work employing Comparative Molecular Field Analysis (CoMFA) and Comparative Molecular Similarity Index Analysis (CoMSIA) for 240 promising molecules. Based on the ligand-based alignment, an optimal 3D-QSAR model was obtained with good predictive power of Q(2) = 0.501, R(2)(ncv) = 0.890, SEE = 0.282, F = 153.522 and R(2)(pred) = 0.768. And the contour maps intuitively suggest where to modify the molecular structures in order to improve the binding affinity. In addition, docking analysis and molecular dynamics simulation (MD) study were also carried out on the dataset with purpose of exploring the detailed binding modes of ligand in the falcipain-2 binding pocket. The combination of docking analysis and MD simulation shows that Gly83, Trp43 and Ala175 which formed several H-bonds are crucial for falcipain-2 inhibitors. The analysis of the best QSAR model reveals the structural features related to the activity, and provides an insight into molecular mechanisms of inhibition and possible modification of the molecules for better activity.
证据表明半胱氨酸蛋白酶 falcipain-2 在疟原虫中起着至关重要的作用;因此,falcipain-2 的有效且选择性抑制剂可能是治疗各种形式疟原虫的有前途的药物。为了了解 falcipain-2 抑制剂的结构-活性相关性,本工作首次采用比较分子场分析(CoMFA)和比较分子相似性指数分析(CoMSIA),针对 240 种有前途的分子,构建了一套配体和受体三维定量构效关系(3D-QSAR)模型。基于配体的比对,获得了一个最佳的 3D-QSAR 模型,具有良好的预测能力,Q(2) = 0.501、R(2)(ncv) = 0.890、SEE = 0.282、F = 153.522 和 R(2)(pred) = 0.768。并且等高线图直观地表明了在哪里可以修改分子结构以提高结合亲和力。此外,还对数据集进行了对接分析和分子动力学模拟(MD)研究,以探索配体在 falcipain-2 结合口袋中的详细结合模式。对接分析和 MD 模拟的结合表明,形成几个氢键的 Gly83、Trp43 和 Ala175 对 falcipain-2 抑制剂至关重要。对最佳 QSAR 模型的分析揭示了与活性相关的结构特征,并深入了解了抑制的分子机制以及可能对分子进行修饰以提高活性的机制。