Chen Kuan-Chung, Chang Kai-Wei, Chen Hsin-Yi, Chen Calvin Yu-Chian
Laboratory of Computational and Systems Biology, School of Chinese Medicine, China Medical University, Taichung, 40402, Taiwan.
Mol Biosyst. 2011 Sep;7(9):2711-9. doi: 10.1039/c1mb05164d. Epub 2011 Jul 28.
Based on genome wide association studies (GWAS), the activities of phosphodiesterase 4D (PDE4D) and 5-Lipoxygenase activating protein (ALOX5AP) were suggested as two of the major factors involved in ischemic stroke risks. Uncontrolled PDE4D activities often lead to cAMP-induced stroke and cardiovascular diseases. Overexpression of ALOX5AP, on the other hand, had been shown to play a major role in inflammation pathway that could induce the development of atherosclerosis and stroke. To eliminate the risk factors that lead to stroke, we reported the identification and analysis of dual-targeting compounds that could reduce PDE4D and ALOX5AP activities from traditional Chinese medicine (TCM). We employed world's largest TCM database, TCM Database@Taiwan, for in silico drug identification. We also introduced machine learning predictive models, as well as pharmacophore model, for characterizing the drug-like candidates. Both myristic acid and pentadecanoic acid were identified. The follow-up analysis on molecular dynamics simulation further determined the major roles of the carboxyl group for forming stable molecular interactions. Intriguingly, the carboxyl group demonstrated different bonding patterns with PDE4D and ALOX5AP, through electrostatic interaction and hydrogen bonds, respectively. In addition, the large volume occupied by the ligand hydrophobic regions could achieve inhibition through occupying the vacant spaces in the binding site. These pharmacophores held true for both candidates against each protein targets. Hence, we proposed the presence of the carboxyl group and hydrophobic regions as potent dual targeting features that inhibit both PDE4D and ALOX5AP activities.
基于全基因组关联研究(GWAS),磷酸二酯酶4D(PDE4D)和5-脂氧合酶激活蛋白(ALOX5AP)的活性被认为是缺血性中风风险的两个主要因素。PDE4D活性不受控制通常会导致cAMP诱导的中风和心血管疾病。另一方面,ALOX5AP的过表达已被证明在炎症途径中起主要作用,该炎症途径可诱导动脉粥样硬化和中风的发展。为了消除导致中风的风险因素,我们报告了从中药中鉴定和分析可降低PDE4D和ALOX5AP活性的双靶点化合物。我们使用了世界上最大的中药数据库——台湾中药数据库,进行计算机辅助药物鉴定。我们还引入了机器学习预测模型以及药效团模型,以表征类药物候选物。肉豆蔻酸和十五烷酸均被鉴定出来。分子动力学模拟的后续分析进一步确定了羧基在形成稳定分子相互作用中的主要作用。有趣的是,羧基与PDE4D和ALOX5AP分别通过静电相互作用和氢键表现出不同的结合模式。此外,配体疏水区域占据的大体积可通过占据结合位点中的空位来实现抑制作用。这些药效团对两种候选物针对每个蛋白质靶点均适用。因此,我们提出羧基和疏水区域的存在是抑制PDE4D和ALOX5AP活性的有效双靶点特征。