Revealing the Potency of 1,3,5-Trisubstituted Pyrazoline as Antimalaria Through Combination of in Silico Studies

IF 0.7 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES
Herlina Rasyid, N. Soekamto, Syadza Firdausiah, Riska Mardiyanti, Bahrun Bahrun, Siswanto Siswanto, Muhammad Aswad Muhammad Aswad, Wahyu Dita Saputri, A. A. T. Suma, Nur Hilal Syahrir, R. Listyarini
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Abstract

The potency of 1,3,5-trisubstituted pyrazoline as an antimalarial agent has been studied through quantitative structure-activity relationship, molecular docking, and molecular dynamics simulation as a combination of in silicostudies. The study commenced by applying quantitative structure-activity relationship (QSAR) to 25 derivative compounds using 3D-descriptor. The genetic algorithm and multiple linear regression analysis were used to construct the QSAR model, which resulting an equation that has Rtraining as 0.8100 and Rtest set as 0.9222. Descriptors involved in the QSAR equation are TDB4 m, TDB8s, RDF30e, and RDF552, all of which belong to the group of 3D autocorrelation and RDF. This result is in line with the principal component analysis, which shows that both group descriptors represent whole 3D descriptors. Molecular docking analysis is conducted to study the interaction between pyrazoline derivatives and the falcipain-2 enzyme. Interactions between compound 14 and falcipain-2 is describing by hydrogen bond against Glu14 amino acid residue, more pi-stacking interaction, and van der Waals. Chloroquine as a positive control also presented one hydrogen bond with Gly83, pi-sulfur against Cys42, and van der Waals. The stability of the ligand–enzyme interaction is evaluated by molecular dynamics simulation, and after 100 ns simulations, the root mean square deviation results show that compound 14 and chloroquine have a stable interaction with the falcipain-2 enzyme. Overall, this research provides the insight of 1,3,5-trisubstitued pyrazoline compounds as antimalaria by giving a QSAR equation and used to design a better falcipain-2 inhibitors.
通过结合硅学研究揭示 1,3,5-三取代吡唑啉作为抗疟疾药物的效力
通过定量结构-活性关系、分子对接和分子动力学模拟,结合硅内研究,对 1,3,5-三取代吡唑啉的抗疟效力进行了研究。研究首先利用三维描述符对 25 种衍生化合物进行了定量结构-活性关系(QSAR)分析。研究采用遗传算法和多元线性回归分析来构建 QSAR 模型,得出的方程 Rtraining 为 0.8100,Rtest set 为 0.9222。QSAR 方程中涉及的描述符有 TDB4 m、TDB8s、RDF30e 和 RDF552,它们都属于三维自相关和 RDF 组。这一结果与主成分分析结果一致,表明这两组描述因子代表了整个三维描述因子。分子对接分析研究了吡唑啉衍生物与falcipain-2酶之间的相互作用。化合物 14 与 falcipain-2 之间的相互作用是通过与 Glu14 氨基酸残基的氢键、更多的 pi-stacking 相互作用和范德华相互作用来描述的。作为阳性对照的氯喹也呈现出与 Gly83 的氢键、与 Cys42 的π-硫键和范德华键。分子动力学模拟评估了配体与酶相互作用的稳定性,100 ns 模拟后的均方根偏差结果显示,化合物 14 和氯喹与 falcipain-2 酶具有稳定的相互作用。总之,本研究通过给出一个 QSAR 方程,对 1,3,5-三取代吡唑啉化合物作为抗疟药物进行了深入研究,并用于设计更好的恶性蛋白酶-2 抑制剂。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Sains Malaysiana
Sains Malaysiana MULTIDISCIPLINARY SCIENCES-
CiteScore
1.60
自引率
12.50%
发文量
196
审稿时长
3-6 weeks
期刊介绍: Sains Malaysiana is a refereed journal committed to the advancement of scholarly knowledge and research findings of the several branches of science and technology. It contains articles on Earth Sciences, Health Sciences, Life Sciences, Mathematical Sciences and Physical Sciences. The journal publishes articles, reviews, and research notes whose content and approach are of interest to a wide range of scholars. Sains Malaysiana is published by the UKM Press an its autonomous Editorial Board are drawn from the Faculty of Science and Technology, Universiti Kebangsaan Malaysia. In addition, distinguished scholars from local and foreign universities are appointed to serve as advisory board members and referees.
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