Computational techniques in designing a series of 1,3,4-trisubstituted pyrazoles as unique hepatitis C virus entry inhibitors

IF 1.4 3区 管理学 Q2 INFORMATION SCIENCE & LIBRARY SCIENCE
S. Ejeh, A. Uzairu, G. Shallangwa, S. Abechi
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引用次数: 3

Abstract

In this study, we developed a QSAR model for studying the antiviral activity of 1,3,4-trisubstituted pyrazoles derivatives on hepatitis C virus infected in human HuH-7 cell lines. We employed random analysis to split the data sets. Statistically robust model was generated with R2, Q2 and R2pred values of 0.777, 0.731 and 0.774 respectively. The reliability of this model was confirmed by acceptable validation parameters, and this model also fulfilled the Golbraikh and Tropsha standard model conditions. Through the evaluation of selected molecular descriptors we observed that, topological charge index of order 4 (GGI4), mean topological charge index of order 1 (JGI1), octanol water partition coefficient (XlogP), 3D topological distance based autocorrelation lag5/weighted by polarizabilities (TDB5p) and total molecular surface area (FPSA-2) are the molecular properties determining biological activities of the study compounds, which shed light on the vital features that aid in the design of unique potent hepatitis C virus entry inhibitors using computer-aided drug design tools.
设计一系列1,3,4-三取代吡唑作为独特丙型肝炎病毒进入抑制剂的计算技术
在本研究中,我们建立了一个QSAR模型来研究1,3,4-三取代吡唑衍生物对人hh -7细胞株感染的丙型肝炎病毒的抗病毒活性。我们采用随机分析来分割数据集。R2、Q2和R2pred值分别为0.777、0.731和0.774,产生具有统计稳健性的模型。通过可接受的验证参数验证了该模型的可靠性,该模型也满足Golbraikh和Tropsha标准模型条件。通过对所选分子描述符的评价,我们发现4阶拓扑电荷指数(GGI4)、1阶平均拓扑电荷指数(JGI1)、辛醇水分配系数(XlogP)、基于三维拓扑距离的自相关lag5/极化加权(TDB5p)和总分子表面积(FPSA-2)是决定所研究化合物生物活性的分子性质。它揭示了使用计算机辅助药物设计工具设计独特的有效丙型肝炎病毒进入抑制剂的重要特征。
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
College & Research Libraries
College & Research Libraries INFORMATION SCIENCE & LIBRARY SCIENCE-
CiteScore
3.10
自引率
22.20%
发文量
63
审稿时长
45 weeks
期刊介绍: College & Research Libraries (C&RL) is the official scholarly research journal of the Association of College & Research Libraries, a division of the American Library Association, 50 East Huron St., Chicago, IL 60611. C&RL is a bimonthly, online-only publication highlighting a new C&RL study with a free, live, expert panel comprised of the study''s authors and additional subject experts.
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