3D QSAR, pharmacophore and molecular docking studies of known inhibitors and designing of novel inhibitors for M18 aspartyl aminopeptidase of Plasmodium falciparum

IF 2.222 Q3 Biochemistry, Genetics and Molecular Biology BMC Structural Biology Pub Date : 2016-08-17 DOI:10.1186/s12900-016-0063-7
Madhulata Kumari, Subhash Chandra, Neeraj Tiwari, Naidu Subbarao
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引用次数: 24

Abstract

The Plasmodium falciparum M18 Aspartyl Aminopeptidase (PfM18AAP) is only aspartyl aminopeptidase which is found in the genome of P. falciparum and is essential for its survival. The PfM18AAP enzyme performs various functions in the parasite and the erythrocytic host such as hemoglobin digestion, erythrocyte invasion, parasite growth and parasite escape from the host cell. It is a valid target to develop antimalarial drugs. In the present work, we employed 3D QSAR modeling, pharmacophore modeling, and molecular docking to identify novel potent inhibitors that bind with M18AAP of P. falciparum.

The PLSR QSAR model showed highest value for correlation coefficient r2 (88?%) and predictive correlation coefficient (pred_r2) =0.6101 for external test set among all QSAR models. The pharmacophore modeling identified DHRR (one hydrogen donor, one hydrophobic group, and two aromatic rings) as an essential feature of PfM18AAP inhibitors. The combined approach of 3D QSAR, pharmacophore, and structure-based molecular docking yielded 10 novel PfM18AAP inhibitors from ChEMBL antimalarial library, 2 novel inhibitors from each derivative of quinine, chloroquine, 8-aminoquinoline and 10 novel inhibitors from WHO antimalarial drugs. Additionally, high throughput virtual screening identified top 10 compounds as antimalarial leads showing G-scores -12.50 to -10.45 (in kcal/mol), compared with control compounds(G-scores -7.80 to -4.70) which are known antimalarial M18AAP inhibitors (AID743024). This result indicates these novel compounds have the best binding affinity for PfM18AAP.

The 3D QSAR models of PfM18AAP inhibitors provided useful information about the structural characteristics of inhibitors which are contributors of the inhibitory potency. Interestingly, In this studies, we extrapolate that the derivatives of quinine, chloroquine, and 8-aminoquinoline, for which there is no specific target has been identified till date, might show the antimalarial effect by interacting with PfM18AAP.

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恶性疟原虫M18天冬氨酸氨基肽酶已知抑制剂的三维QSAR、药效团和分子对接研究及新型抑制剂的设计
恶性疟原虫M18天冬氨酸氨基肽酶(PfM18AAP)是恶性疟原虫基因组中唯一的一种对其生存至关重要的天冬氨酸氨基肽酶。PfM18AAP酶在寄生虫和红细胞宿主中发挥血红蛋白消化、红细胞侵袭、寄生虫生长和寄生虫逃离宿主细胞等多种功能。这是开发抗疟药物的有效靶点。在目前的工作中,我们采用3D QSAR建模、药效团建模和分子对接来鉴定与恶性疟原虫M18AAP结合的新型强效抑制剂。在所有QSAR模型中,PLSR QSAR模型的外部测试集相关系数r2(88?%)最高,预测相关系数pred_r2 =0.6101。药效团模型确定了DHRR(一个氢供体、一个疏水性基团和两个芳香环)是PfM18AAP抑制剂的基本特征。结合3D QSAR、药效团和基于结构的分子对接方法,从ChEMBL抗疟文库中获得10个新的PfM18AAP抑制剂,从奎宁、氯喹、8-氨基喹啉衍生物中各获得2个新的抑制剂,从WHO抗疟药物中获得10个新的抑制剂。此外,高通量虚拟筛选确定了前10个抗疟先导化合物,其g值为-12.50至-10.45(千卡/摩尔),与已知抗疟M18AAP抑制剂(AID743024)的对照化合物(g值为-7.80至-4.70)相比,g值为-12.50至-10.45(千卡/摩尔)。这表明这些新化合物对PfM18AAP具有最佳的结合亲和力。PfM18AAP抑制剂的3D QSAR模型提供了有关抑制剂结构特征的有用信息,这些结构特征是抑制效力的贡献者。有趣的是,在本研究中,我们推断奎宁、氯喹和8-氨基喹啉的衍生物可能通过与PfM18AAP相互作用而发挥抗疟疾作用,而这些衍生物至今尚未确定特异性靶点。
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来源期刊
BMC Structural Biology
BMC Structural Biology 生物-生物物理
CiteScore
3.60
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0.00%
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0
期刊介绍: BMC Structural Biology is an open access, peer-reviewed journal that considers articles on investigations into the structure of biological macromolecules, including solving structures, structural and functional analyses, and computational modeling.
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