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Support vector classification for structure-activity-relationship of 1-( 1H- 1,2,4-triazole- 1-yl)- 2-( 2,4-difluorophenyl)-3-substituted-2- propanols
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作者 纪晓波 陆文聪 +1 位作者 蔡煜东 陈念贻 《Journal of Shanghai University(English Edition)》 CAS 2007年第5期521-526,共6页
The support vector classification (SVC) was employed to make a model for classification of antifungal activities of 1-(1H-1,2,4-triazole-l-yl)-2-(2,4-difluorophenyl)-3-substituted-2-propanols triazole derivative... The support vector classification (SVC) was employed to make a model for classification of antifungal activities of 1-(1H-1,2,4-triazole-l-yl)-2-(2,4-difluorophenyl)-3-substituted-2-propanols triazole derivatives. The compounds with high antifungal activities and those with low antifungal activities were compared on the basis of the following molecular descriptors: net atomic charge on the atom N connecting with R, dipole moment and heat of formation, By using the SVC, a mathematical model was constructed, which can predict the antifungal activities of the triazole derivatives, with an accuracy of 91% on the basis of the leave-one-out cross-validation (LOOCV) test, The results indicate that the performance of the SVC model can exceed that of the principal component analysis (PCA) and K-Nearest Neighbor (KNN) models for this real world data set. 展开更多
关键词 triazole derivatives antifungal activity structure-activity relationship sar support vector machine leave-one- out cross-validation (LOOCV)
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QSAR结合人工神经网络预测磺酰脲类除草活性
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作者 何琴 郭丽丽 《许昌学院学报》 CAS 2012年第2期87-90,共4页
采用误差反传前向人工神经网络模型研究了18种磺酰脲类化合物的结构与除草活性之间的关系.以18种磺酰脲类化合物的量子化学参数作为输入,除草活性作为输出,构建网络模型,取得了较好的预测结果.网络的自相容能力和交叉检验结果良好.该方... 采用误差反传前向人工神经网络模型研究了18种磺酰脲类化合物的结构与除草活性之间的关系.以18种磺酰脲类化合物的量子化学参数作为输入,除草活性作为输出,构建网络模型,取得了较好的预测结果.网络的自相容能力和交叉检验结果良好.该方法还可作为QSAR研究及对有机化合物其他性质进行预测的一种有效手段. 展开更多
关键词 磺酰脲类 定量结构-活性关系 人工神经网络 除草活性
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新磺酰脲类化合物的合成、结构及构效关系研究(Ⅱ)——N-[2-(4-甲基)嘧啶基]-2-甲酸乙酯-苯磺酰脲的晶体及分子结构 被引量:16
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作者 李正名 贾国锋 +3 位作者 王玲秀 赖城明 王宏根 王如骥 《高等学校化学学报》 SCIE EI CAS CSCD 北大核心 1993年第3期349-352,共4页
本文报道了标题化合物的合成和晶体结构.该晶体由标题分子与溶剂分子CH_2Cl_2组成,属三斜晶系,空间群为。晶胞参数.晶体结构由直接法解出,进行全矩阵最小二乘法修正,R=0.067.标题分子中存在3个独立的平面共轭体系,还存在N、H原子间的分... 本文报道了标题化合物的合成和晶体结构.该晶体由标题分子与溶剂分子CH_2Cl_2组成,属三斜晶系,空间群为。晶胞参数.晶体结构由直接法解出,进行全矩阵最小二乘法修正,R=0.067.标题分子中存在3个独立的平面共轭体系,还存在N、H原子间的分子内及分子间氢键. 展开更多
关键词 磺酰脲类 晶体结构 除草剂
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分子二维结构信息数值化的结构框架模型法及其应用 被引量:4
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作者 周家驹 许志宏 +3 位作者 严新建 孙敦明 曹凌霄 王红 《物理化学学报》 SCIE CAS CSCD 北大核心 1993年第1期41-49,共9页
在分子结构-生物活性关系(SAR)研究中,最困难的问题之一是结构特征的计算机化表达和提取.一种有机小分子二维结构信息数值化的方法——结构框架模型法(SFM)被提出.该方法根据所研究体系结构变化的范围来定义其分子结构框架模型,进而对... 在分子结构-生物活性关系(SAR)研究中,最困难的问题之一是结构特征的计算机化表达和提取.一种有机小分子二维结构信息数值化的方法——结构框架模型法(SFM)被提出.该方法根据所研究体系结构变化的范围来定义其分子结构框架模型,进而对体系中化合物分子结构变化的全部信息进行处理,得到结构因子矩阵.介绍了SFM 的概念和方法,以及SFM 与模式识别相结合用于高效磺酰脲类除草剂生物活性分类和预报研究的初步结果. 展开更多
关键词 分子 二维结构 结构框架模型
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Pharmacokinetic evaluation,molecular docking and in vitro biological evaluation of 1,3,4-oxadiazole derivatives as potent antioxidants and STAT3 inhibitors 被引量:1
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作者 Rashmin khanam Iram I.Hejazi +2 位作者 Syed Shahabuddin Abdul R.Bhat Fareeda Athar 《Journal of Pharmaceutical Analysis》 SCIE CAS CSCD 2019年第2期133-141,共9页
1, 3, 4-Oxadiazole derivatives(4 a–5 f) were previously synthesized to investigate their anticancer properties.However, studies relating to their antioxidant potential and signal transducer and activator of transcrip... 1, 3, 4-Oxadiazole derivatives(4 a–5 f) were previously synthesized to investigate their anticancer properties.However, studies relating to their antioxidant potential and signal transducer and activator of transcription(STAT) inhibition have not been performed. We investigated previously synthesized 1, 3, 4-oxadiazole derivatives(4 a–5 f) for various radical scavenging properties using several in vitro antioxidant assays and also for direct inhibition of STAT3 through molecular docking. The data obtained from various antioxidant assays such as 2, 2,-diphenyl-1-picrylhydrazyl radical(DPPH), nitric oxide, hydrogen peroxide, and superoxide anion radical revealed that among all the derivatives, compound 5 e displayed high antioxidant activities than the standard antioxidant L-ascorbic acid. Additionally, the total reduction assay and antioxidant capacity assay further confirmed the antioxidant potential of compound 5 e. Furthermore, the molecular docking studies performed for all derivatives along with the standard inhibitor STX-0119 showed that binding energy released in direct binding with the SH2 domain of STAT3 was the highest for compound 5 e(-9.91 kcal/mol).Through virtual screening, compound 5 e was found to exhibit optimum competency in inhibiting STAT3 activity. Compound 5 e decreased the activation of STAT3 as observed with Western blot. In brief, compound5 e was identified as a potent antioxidant agent and STAT3 inhibitor and effective agent for cancer treatment. 展开更多
关键词 1 3 4-oxadiazoles structure-activity relationship (sar) Antioxidant activities STAT3 INHIBITORS Molecular docking
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嘧啶苯磺酰脲衍生物除草活性的CoMFA模型
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作者 冯惠 石春玲 +1 位作者 李靖 冯长君 《湖南师范大学自然科学学报》 CAS 北大核心 2020年第3期65-69,75,共6页
基于比较分子力场分析(CoMFA)研究24种嘧啶苯磺酰脲衍生物(Pyrimidinyl benzene sulfonylurea derivatives)除草活性(pIC50)的三维-定量构效关系(3D-QSAR)。根据配体的原子契合叠合,获得具有统计显著性的训练集(含20个化合物)CoMFA模型... 基于比较分子力场分析(CoMFA)研究24种嘧啶苯磺酰脲衍生物(Pyrimidinyl benzene sulfonylurea derivatives)除草活性(pIC50)的三维-定量构效关系(3D-QSAR)。根据配体的原子契合叠合,获得具有统计显著性的训练集(含20个化合物)CoMFA模型。此3D-QSAR模型的主成分数为4,交叉验证系数(Q2)值为0.703,非交叉验证系数(R2)值为0.968,F检验值为114.614,统计质量和预测能力令人满意。该模型中立体场、静电场贡献率依次为79.1%和20.9%。基于CoMFA等高线图,在苯环的2-位上引入体积较大的负电性基团,有利于提高嘧啶苯磺酰脲衍生物除草活性。 展开更多
关键词 嘧啶苯磺酰脲衍生物 除草活性 比较分子力场分析 三维定量构效关系
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Synthesis and Anti-tumor Evaluation of Novel C-37 Modified Derivatives of Gambogic Acid 被引量:2
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作者 李想 张晓进 +5 位作者 孙昊鹏 张磊 高原 王进欣 郭青龙 尤启冬 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2012年第5期1083-1091,共9页
Gambogic acid (GA, 1), the most prominent representative of Garcinia natural products, has been reported to be a promising anti-tumor agent. In order to further explore the structure-activity relationship of GA and ... Gambogic acid (GA, 1), the most prominent representative of Garcinia natural products, has been reported to be a promising anti-tumor agent. In order to further explore the structure-activity relationship of GA and discover novel GA derivatives as anti-tumor agents, 17 novel C-37 modified derivatives of GA were synthesized and evaluated for their in vitro anti-tumor activities against A549, HCT-116, BGC-823, HepG2 and MCF-7 cancer cell lines. Among them, 11 compounds were found to be more potent than GA against some cancer cell lines. Notably, com- pound 8 was almost 5--10 folds more active than GA against A549 and BGC-823 cell lines with the IC50 values of 0.12 μmol·L^-1 and 0.57 μmol·L^-1, respectively. Chemical modification at C-37 position of GA by introducing of hydrophilic amines could lead to increased activity and improved drug-like properties. These findings will enhance our understanding of the structure-activity relationship (SAR) of GA and lead to the discovery of novel GA derivatives as potential anti-tumor agents. 展开更多
关键词 gambogic acid C-37 modified derivatives anti-tumor activity structure-activity relationship sar
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