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Quantitative structure-activity relationship study on the biodegradation of acid dyestuffs 被引量:9
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作者 LI Yin XI Dan-li 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2007年第7期800-804,共5页
Quantitative structure-biodegradability relationships (QSBRs) were established to develop predictive models and mechanistic explanations for acid dyestuffs as well as biological activities. With a total of four desc... Quantitative structure-biodegradability relationships (QSBRs) were established to develop predictive models and mechanistic explanations for acid dyestuffs as well as biological activities. With a total of four descriptors, molecular weight (MW), energies of the highest occupied molecular orbital (EHOMO), the lowest unoccupied molecular orbital (ELUMO), and the excited state (EES), calculated using quantum chemical semi-empirical methodology, a series of models were analyzed between the dye biodegradability and each descriptor. Results showed that EHOMO and Mw were the dominant parameters controlling the biodegradability of acid dyes. A statistically robust QSBR model was developed for all studied dyes, with the combined application of EHOMO and Mw. The calculated biodegradations fitted well with the experimental data monitored in a facultative-aerobic process, indicative of the reliable prediction and mechanistic character of the developed model. 展开更多
关键词 quantitative structure-activity relationship (qsar acid dyestuff BIODEGRADABILITY DECOLORIZATION
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Genotoxicity of substituted nitrobenzenes and the quantitative structure-activity relationship 被引量:1
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作者 Huang Qingguo Liu Yongbin +1 位作者 Wang Liansheng Han Shuokui(Department of Environmental Science and Engineering,Nanjing University,Nanjing 210093,China)Yang Jun(Jiangsu Metallurgy Institute.Nanjing 210007,China) 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1996年第1期103-109,共7页
The genotoxicity of 22 substituted nitrobenzenes were evaluated by the chromosome aberrations test in in vitro human peripheral lymphocytes.18 of 22 compounds exhibit genotoxic activities.Quantitative structure-activi... The genotoxicity of 22 substituted nitrobenzenes were evaluated by the chromosome aberrations test in in vitro human peripheral lymphocytes.18 of 22 compounds exhibit genotoxic activities.Quantitative structure-activity relationship model was established to correlate the genotoxicity of substituted nitrobenzenes with the characteristics of the substituents on benzene ring. 展开更多
关键词 quantitative structure-activity relationship(qsar) substituted nitrobenzenes genotoxicity.
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Quantitative Structure Activity Relationship Studies of Benzoxazinone Derivative Antithrombotic Drug Using New Three-dimensional Structure Descriptors
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作者 仝建波 李云飞 +1 位作者 刘淑玲 孟元亮 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2010年第12期1893-1899,共7页
A novel three-dimensional holographic vector of atomic interaction field(3D-HoVAIF) was used to describe the chemical structures of 23 benzoxazinone derivatives as antithrombotic drugs.Here a quantitative structure ... A novel three-dimensional holographic vector of atomic interaction field(3D-HoVAIF) was used to describe the chemical structures of 23 benzoxazinone derivatives as antithrombotic drugs.Here a quantitative structure activity relationship(QSAR) model was built by partial least-squares(PLS) regression.The estimation stability and prediction ability of the model were strictly analyzed by both internal and external validations.The correlation coefficients of established PLS model,leave-one-out(LOO) cross-validation,and predicted values versus experimental ones of external samples were R2=0.899,RCV2=0.854 and Qext2=0.868,respectively.These values indicated that the built PLS model had both favorable estimation stability and good prediction capabilities.Furthermore,the satisfactory results showed that 3D-HoVAIF could preferably express the information related to the biological activity of benzoxazinone derivatives. 展开更多
关键词 benzoxazinone derivatives antithrombotic drug three-dimensional holographic vector of atomic interaction field(3D-HoVAIF) quantitative structure-activity relationship(qsar)
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Quantitative structure-activity study on the reductive dehalogenation potency of the halogenated aromatics
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作者 Huang Qingguo Wang Liansheng Han Shuokui(Department of Environmental Science and Technology, Nanjing University , Nanjing 210008 , China) 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1995年第2期183-189,共7页
Quantitativestructure-activitystudyonthereductivedehalogenationpotencyofthehalogenatedaromaticsHuangQingguo;... Quantitativestructure-activitystudyonthereductivedehalogenationpotencyofthehalogenatedaromaticsHuangQingguo;WangLiansheng;Han... 展开更多
关键词 quantitative structure - activity relationship(qsar) halogenated arornatics dehalogenation poten-cy discriminant function.
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QSAR Studies on the Inhibitory Activityof Levofloxacin-thiadiazole HDACi Conjugates to Histone Deacetylases 被引量:23
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作者 王超 冯长君 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2018年第11期1679-1688,共10页
A molecular electronegativity distance vector(M)based on 13 atomic types has been used to describe the structures of 19 conjugates(LHCc)of levofloxacin-thiadiazole HDAC inhibitor(HDACi)and related inhibitory activitie... A molecular electronegativity distance vector(M)based on 13 atomic types has been used to describe the structures of 19 conjugates(LHCc)of levofloxacin-thiadiazole HDAC inhibitor(HDACi)and related inhibitory activities(pH,i=1,2,6)of LHCc against histone deacetylases(HDACs,such as HDAC1,HDAC2 and HDAC6).The quantitative structure-activity relationships(QSAR)were established by using leaps-and-bounds regression analysis for the inhibitory activities(pH)of 19 above compounds to HDAC1,HDAC2 and HDAC6 along with M.The correlation coefficients(R~2)and the leave-one-out(LOO)cross validation Rfor the pH,pHand pHmodels were 0.976 and 0.949;0.985 and 0.977;0.976 and 0.932,respectively.The QSAR models had favorable correlations,as well as robustness and good prediction capability by R~2,F,R~2,A,Fand Vtests.Validated by using 3876 training sets,the models have good external prediction ability.The results indicate that the molecular structural units:–CH–(g=1,2),–NH,–OH,=O,–O–and–S–are the main factors which can affect the inhibitory activity of pH,pHas well as pHbioactivities of these compounds directly.Accordingly,the main interactions between HDACs inhibitor and HDACs are hydrophobic interaction,hydrogen bond,and coordination with Znto form compounds,which is consistent with the results in reports. 展开更多
关键词 levofloxacin-thiadiazole HDACi conjugates(LHCc) histone deacetylases(HDACs) inhibitory activity(pHi i = 1 2 6) molecular electronegativity distance vector quantitative structure-activity relationship(qsar)
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3D-QSAR Study on the Inhibitory Activity of Flavonoids on PIM-1 Kinase 被引量:1
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作者 邬旸 王甫洋 +2 位作者 于红霞 王遵尧 王连生 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2010年第8期1147-1154,共8页
20 Typical flavonoids were selected for study on the interaction between them and PIM-1 kinase with the comparative molecular field analysis method(CoMFA) as well as the comparative molecular similarity index analys... 20 Typical flavonoids were selected for study on the interaction between them and PIM-1 kinase with the comparative molecular field analysis method(CoMFA) as well as the comparative molecular similarity index analysis method(CoMSIA) based on molecule docking.3D-QSAR models between these flavonoids and receptor PIM-1 kinase were established.The obtained optimal cross-validation correlation coefficient Q2 for CoMFA model was 0.582,and the non-cross-validation correlation coefficient R2 was 0.955;the corresponding values for CoMSIA model were 0.790 and 0.974,respectively.These two models showed fairly fine stability and predictive ability.In addition,molecule docking results revealed the key residues in the receptor cavity and their specific action ways with flavonoids. 展开更多
关键词 FLAVONOIDS PIM-1 kinase receptor-ligand docking three-dimensional quantitative structure-activity relationship(3D-qsar) COMFA COMSIA
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Quantum Chemical Study on Structure-activity Relationship of Several Kinds of Drugs
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作者 李小红 程新路 +1 位作者 张瑞州 杨向东 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2005年第5期513-520,490,共9页
The structure-activity relationship of several drugs with similar structure has been investigated by using ab initio method. The relation between the dipole moments and biological activities of these drugs was judged ... The structure-activity relationship of several drugs with similar structure has been investigated by using ab initio method. The relation between the dipole moments and biological activities of these drugs was judged after comparing their geometric structures, dipole moments and inhibitory concentrations. In principle, new drug molecule could be reasonably designed by altering the place of groups and ultimately, the potential drug could be screened by comparing the dipole moments of obtained molecules. 展开更多
关键词 quantitative structure-activity relationship (qsar) dipole moment ab initio calculation biological activity
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QSAR for Photodegradation Activity of Polycyclic Aromatic Hydrocarbons in Aqueous Systems
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作者 XU Xiang LI Xianguo 《Journal of Ocean University of China》 SCIE CAS 2014年第1期66-72,共7页
The relationship between chemical structures and photodegradation activity of 12 PAHs is studied using DFT and HF methods, and stepwise multiple linear regression analysis method. The equilibrium geometries and vibrat... The relationship between chemical structures and photodegradation activity of 12 PAHs is studied using DFT and HF methods, and stepwise multiple linear regression analysis method. The equilibrium geometries and vibration frequency have been investigated by considering Solvent effects using a selfconsistent reaction field based on the polarizable continuum model. With DFT and HF methods, different quantum chemical structural descriptors are obtained by quantum chemical calculation and the results with DFT method are better for QSAR model. It is concluded that the photodegradation activity is closely related to its molecular structure. In the regression analysis, the main factors affecting photodegradation rate include the energy of the highest occupied orbital EHOMO and the number of six-carbon benzene ring N1, and the QSAR model successfully established is logkb = 6.046 + 54.830EHOMO + 0.272N1. Statistical evaluation of the developed QSAR shows that the relationships are statistically significant and the model has good predictive ability. EHOMO is the most important factor influcing the photodegradation of PAHs, because the higher EHOMO is, the more easily electron will be excited and the more easily molecular will be degraded. Comparison of the photodegradation of PAHs with their biodegradation shows that the committed step of biodegradation is that the effects of microorganisms make the chemical bond break, while in the committed step of photodegradation PAHs eject electrons. 展开更多
关键词 quantitative STRUCTURE-activity relationship (qsar) POLYCYCLIC AROMATIC hydrocarbons (PAHs) density functionaltheory (DFT) PHOTODEGRADATION
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Synthesis and Structure-Antitumor Activity of 4,6-Diamino-1,2-Dihydro-2 ,2-Dimethyl-1-(Substituted-Naphthyl- 2)-1,3,5-Triazines
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作者 Li Renli, Sun Guogang and Dai Huacheng (Department of Medicinal Chemistry, Beijing Medical University, Beijing)Yin Jianlin (Institute of Haematology, Chinese Academy of Medical Sciences, Tianjin) 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 1991年第3期197-200,共4页
Introduction 4,6-Diamino-1,2-dihydro-2,2-dimethyl-1-substituted-1,3,5-triazines (Ⅰ) are dihydrofolate reductase(DHFR) inhibitors, hence they possess the inhibition to the growth of bacteria and cancer cells. Baker’s... Introduction 4,6-Diamino-1,2-dihydro-2,2-dimethyl-1-substituted-1,3,5-triazines (Ⅰ) are dihydrofolate reductase(DHFR) inhibitors, hence they possess the inhibition to the growth of bacteria and cancer cells. Baker’s antifolate (Ⅱ) has shown promise as an antitumor agertt in clinical trials. The study of the structure-activity relationships of I shows that the inhibition to vertebrate DHFR is significantly influenced by the hydrophobicity of 1-substituent, i.e., the stronger the hydrophobicity of the 1-substituent, the more potent the inhibition of the compound to vertebrate DHFR. 展开更多
关键词 1-Substituted naphthyl-dihydro-s-triazine Dihydrofolate reductase inhibitor quantitative structure-activity relationships(qsar)
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基于极限梯度提升算法和特征筛选方法的羊角月牙藻(Selenastrum capricornutum)急性毒性定量构效关系(QSAR)模型的建立与应用 被引量:4
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作者 滕跃发 王晓晴 +2 位作者 李斐 吉成龙 吴惠丰 《生态毒理学报》 CAS CSCD 北大核心 2023年第3期33-46,共14页
藻类是水生食物网中主要的初级生产者,对水生生态系统的可持续性起着重要作用。随着社会发展、工业进步和人类活动,大量化学品被释放到水生环境中,对藻类产生了极大的威胁。若藻类受到危害势必会影响其他水生生物,因此有必要开展藻类的... 藻类是水生食物网中主要的初级生产者,对水生生态系统的可持续性起着重要作用。随着社会发展、工业进步和人类活动,大量化学品被释放到水生环境中,对藻类产生了极大的威胁。若藻类受到危害势必会影响其他水生生物,因此有必要开展藻类的毒性评估。藻类的毒性评估需要大量的毒性数据,通过实验的方法获得水生毒性数据成本较高且比较耗时,定量构效关系(QSAR)是解决这类问题的一种良好的替代方法。本研究基于Web of Science与中国知网数据库文献中的53条急性毒性数据,利用极限梯度提升(XGB)算法和特征筛选方法建立了羊角月牙藻(Selenastrum capricornutum)急性毒性的QSAR模型。最优模型的训练集决定系数(R^(2)_(TR))达到了0.97,验证集决定系数(Q^(2)_(EXT))达到了0.78,留一法交叉验证系数(Q^(2)_(LOO))也达到了0.51,表明建立的QSAR模型具有较好的拟合优度、稳健性和预测能力。机理解释结果表明,化合物的拓扑电荷数、总原子序数和电负性是影响羊角月牙藻急性毒性的关键因素。在此基础上,采用建立的QSAR模型和EPI Suite分别预测了16种典型多环芳烃(PAHs)对藻类的急性毒性,并对其进行了毒性分级。研究结果为藻类的急性毒性数据的获取提供了一个高效预测工具,有利于加快化学品的水环境风险评估工作。 展开更多
关键词 多环芳烃 羊角月牙藻 定量构效关系 机器学习 极限梯度提升 特征筛选
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Quantitative Correlation of Chromatographic Retention and Acute Toxicity for Alkyl(1-phenylsulfonyl) Cycloalkane Carboxylates and Their Structural Parameters by DFT 被引量:7
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作者 WANGZun-Yao HANXiang-Yun WANGLian-Sheng 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2005年第7期851-857,740,共8页
Twenty eight alkyl(1-phenylsulfonyl) cycloalkane carboxylates were computed at the B3LYP/6-31G* level. Based on linear solvation energy theory, two quantitative correlation equations of the molecular structures of alk... Twenty eight alkyl(1-phenylsulfonyl) cycloalkane carboxylates were computed at the B3LYP/6-31G* level. Based on linear solvation energy theory, two quantitative correlation equations of the molecular structures of alkyl(1-phenylsulfonyl) cycloalkane carboxylate com- pounds to their chromatographic retention (capacity factor lgKW) and the toxicity for photo- bacterium phosphoreum (–lgEC50) were developed by using the molecular structural parameters as theoretical descriptors (r2 = 0.9501, 0.9488). The two quantitative correlation equations were consequently cross validated by leave-one-out (LOO) validation method with q2 of 0.9113 and 0.9281, respectively. The result showed that the two equations achieved in this work by B3LYP/6-31G* are both more advantageous than those from AM1, and can be used to predict the lgKW and –lgEC50 of congeneric organics. 展开更多
关键词 chromatographic retention acute toxicity photobacterium density functional theory method linear solvation energy theory quantitative structure-property relationship (QSPR) quantitative structure-activity relationships (qsar)
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Quantitative Correlation of the Acute Toxicity of Phenylthio-carboxylates with Their Structural and Thermodynamic Parameters by DFT Calculation 被引量:2
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作者 韩香云 王遵尧 杨春生 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2005年第2期145-150,共6页
Phenylthio-carboxylates were computed at the B3LYP/6-31G* level with DFT method. Based on linear solvation energy theory, the structural parameters were firstly taken as theoretical descriptors, and the correspondin... Phenylthio-carboxylates were computed at the B3LYP/6-31G* level with DFT method. Based on linear solvation energy theory, the structural parameters were firstly taken as theoretical descriptors, and the corresponding linear solvation energy relationship (LSER) equation (r = 0.8989) to the toxicity of photobacterium phosphoreum (–lgEC50) was thus obtained. Then the structural and thermodynamic parameters were taken as theoretical descriptors, and as a result the other corresponding correlation equation (r = 0.9274) relating to –lgEC50 was provided. The two equations achieved in this work by B3LYP/6-31G* are both more advantageous than that from AM1. 展开更多
关键词 acute toxicity linear solvation energy theory DFT method quantitative structure-activity relationships (qsar) aquatic life
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Structural features of substituted triazole-linked chalcone derivatives as antimalarial activities against D_(10) strains of Plasmodium falciparum: A QSAR approach
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作者 Mukesh C.Sharma 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第10期3738-3744,共7页
A quantitative structure–activity relationship(QSAR) was performed to analyze antimalarial activities against the D10 strains of Plasmodium falciparum of triazole-linked chalcone and dienone hybrid derivatives using ... A quantitative structure–activity relationship(QSAR) was performed to analyze antimalarial activities against the D10 strains of Plasmodium falciparum of triazole-linked chalcone and dienone hybrid derivatives using partial least squares regression coupled with stepwise forward–backward variable selection method. QSAR analyses were performed on the available IC50 D10 strains of Plasmodium falciparum data based on theoretical molecular descriptors. The QSAR model developed gave good predictive correlation coefficient(r2) of 0.8994, significant cross validated correlation coefficient(q2) of 0.7689, r2 for external test set)(2predr of 0.8256, coefficient of correlation of predicted data set)(2sepred,r of 0.3276. The model shows that antimalarial activity is greatly affected by donor and electron-withdrawing substituents. The study implicates that chalcone and dienone rings should have strong donor and electron-withdrawing substituents as they increase the activity of chalcone. Results show that the predictive ability of the model is satisfactory, and it can be used for designing similar group of antimalarial compounds. The findings derived from this analysis along with other molecular modeling studies will be helpful in designing of the new potent antimalarial activity of clinical utility. 展开更多
关键词 quantitative structure–activity relationship(qsar) CHALCONE ANTIMALARIAL Plasmodium falciparum stepwise forward–backward partial least squares
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保健食品中添加地平类降压药急性毒性的3D-QSAR模型建立
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作者 黄卓权 刘焕 +3 位作者 朱思俞 韩文娜 李中意 柳春红 《食品研究与开发》 CAS 北大核心 2023年第11期7-12,共6页
该研究旨在通过建立三维定量构效关系(3-dimensional-quantitative structure-activity relationship,3D-QSAR)模型,探究1,4-二氢吡啶(1,4-dihydropyridines,1,4-DHPs)结构与急性毒性之间的构效关系以及引起急性毒性变化的可能机制。将1... 该研究旨在通过建立三维定量构效关系(3-dimensional-quantitative structure-activity relationship,3D-QSAR)模型,探究1,4-二氢吡啶(1,4-dihydropyridines,1,4-DHPs)结构与急性毒性之间的构效关系以及引起急性毒性变化的可能机制。将11种1,4-DHPs三维结构和半数致死量(lethal dose,50%,LD_(50))值进行相应处理后,分别采用比较分子力场分析(comparative molecular field analysis,CoMFA)和比较分子相似性指数分析(comparative molecular similarity index analysis,CoMSIA)构建3D-QSAR模型;随后进行3D-QSAR模型内外部验证和应用域确定。结果显示:(1)CoMFA和CoMSIA模型的交叉验证系数(q^(2))分别为0.509和0.521,非交叉验证系数(R^(2))分别为0.988和0.989,对急性毒性的预测与试验相符合;(2)1,4-DHPs急性毒性变化主要受立体场、静电场、疏水场和氢键受体场影响,表现为在1,4-DHPs的吡啶3号位取代基上施加4种分子场,在吡啶5号位取代基上施加立体场和氢键受体场,在苯环取代基上施加立体场、静电场和疏水场均可影响1,4-DHPs的急性毒性变化。因此,该研究建立出具有较高预测能力的1,4-DHPs急性毒性3D-QSAR模型,不仅能为预测1,4-DHPs急性毒性提供技术支持,也可为新型1,4-DHPs类钙通道阻滞剂的设计提供思路。 展开更多
关键词 1 4-二氢吡啶 急性毒性 三维定量构效关系 地平类降压药
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1,4-二氢吡啶衍生物的QSAR模型构建及制备
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作者 刘媛媛 李玲 +1 位作者 陈学军 李壹 《化学研究与应用》 CAS 北大核心 2023年第3期515-524,共10页
采用Hyperchem 8.0软件,通过分子动力学MM+和半经验AM1算法,优化并计算得到30种1,4-二氢吡啶衍生物的17种量子化学参数。运用Statistica 8.0软件中的主成分分析法,结合线性回归分析法,筛选出3个最佳参数与1,4-二氢吡啶衍生物的抗结核活... 采用Hyperchem 8.0软件,通过分子动力学MM+和半经验AM1算法,优化并计算得到30种1,4-二氢吡啶衍生物的17种量子化学参数。运用Statistica 8.0软件中的主成分分析法,结合线性回归分析法,筛选出3个最佳参数与1,4-二氢吡啶衍生物的抗结核活性关联,构建定量构效关系(QSAR)模型。所建多元线性回归方程的相关系数R2为0.75,留一法交叉检验系数q2为0.72,活性实验值与预测值相关性较好。采用该模型设计并制备得到1种具有良好水溶性和潜在抗结核活性的N3,N5-二(对磺酸钾基)苯基-2,6-二甲基-3,5-二甲酰氨基-1,4-二氢吡啶(TM),用1H NMR、IR、MS和元素分析表征结构,并考察了紫外和荧光性能。良好的稳定性和预测能力使该QSAR模型有望用于结核病候选药物的筛选。 展开更多
关键词 1 4-二氢吡啶衍生物 抗结核活性 定量构效模型 量子化学参数 紫外和荧光性能
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Correlation of Quantitative Structure and Inhibition Phytotoxicity for Aromatic Compounds Using Ab Initio Method
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作者 戴勇 王遵尧 +1 位作者 乔旭 杨春生 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2005年第9期1054-1060,共7页
29 aromatic compounds were computed at the HF/6-31G^* level. Based on linear solvation energy theory firstly, the parameters of molecular structure were taken as theoretical descriptors, and the corresponding linear ... 29 aromatic compounds were computed at the HF/6-31G^* level. Based on linear solvation energy theory firstly, the parameters of molecular structure were taken as theoretical descriptors, and the corresponding linear solvation energy relationship (LSER) (r^2= 0.8993, q^2=0.8559) between the structural parameters and inhibition phytotoxicity to the seed germination rate of cucumis (-lgGC50) was thus obtained. Then the parameters of molecular structure and thermodynamics were taken as theoretical descriptors, and as a result the other corresponding correlation equation (r^2=0.9268, q^2=0.8960) relating to -lgGC50 was achieved. The two equations obtained in this work by HF/6-31G^* are both more advantageous than that from AM 1. 展开更多
关键词 aromatic compounds inhibition phytotoxicity linear solvation energy theory ab initio quantitative structure-activity relationships (qsar
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Three-Dimensional Quantitative Structure-Activity Relationships of flavonoids and estrogen receptors based on docking 被引量:3
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作者 WU Yang WANG Yong +2 位作者 ZHANG AiQian YU HongXia WANG LianSheng 《Chinese Science Bulletin》 SCIE EI CAS 2010年第15期1488-1494,共7页
Flavonoids are endocrine disrupting compounds that occur ubiquitously in foods of plant origin.The Three-Dimensional Quantitative Structure-Activity Relationships (3D-QSAR) model based on ligand-receptor docking is es... Flavonoids are endocrine disrupting compounds that occur ubiquitously in foods of plant origin.The Three-Dimensional Quantitative Structure-Activity Relationships (3D-QSAR) model based on ligand-receptor docking is established between 20 flavonoids and estrogen receptor alpha (ERα),which may provide further theoretical basis for research on the relationship between flavones and estrogen.Comparative molecular field analysis (CoMFA) was employed and the best results of cross-validation and non cross validation were 0.845 and 0.988,respectively.Correspondingly,molecular similarity index analysis (CoMSIA) was employed and the results of cross-validation and non cross validation were 0.670 and 0.990,respectively.The CoMFA/CoMSIA and docking results reveal the structural features for estrogen activity and key amino acid residues in binding pocket,and provide an insight into the interaction between the ligands and these amino acid residues. 展开更多
关键词 三维定量构效关系 雌激素受体Α 类黄酮 对接 COMFA 氨基酸残基 交叉验证 基础
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Multi-KNN-SVR组合预测在含氟化合物QSAR研究中的应用 被引量:20
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作者 谭显胜 袁哲明 +2 位作者 周铁军 王春娟 熊洁仪 《高等学校化学学报》 SCIE EI CAS CSCD 北大核心 2008年第1期95-99,共5页
为深入认识含氟农药生物活性与其结构之间的关系,建立了理想的QSAR模型,从化合物油水分配系数等7个分子结构描述符出发,基于支持向量回归(SVR)和MSE最小原则,经自动寻找最优核函数和非线性筛选描述符,构建了多个K-最近邻(KNN)预测子模型... 为深入认识含氟农药生物活性与其结构之间的关系,建立了理想的QSAR模型,从化合物油水分配系数等7个分子结构描述符出发,基于支持向量回归(SVR)和MSE最小原则,经自动寻找最优核函数和非线性筛选描述符,构建了多个K-最近邻(KNN)预测子模型.再经非线性筛选获得保留子模型,以保留子模型实施组合预测(Multi-KNN-SVR).33种含氟化合物对5种不同病害生物活性的留一法组合预测结果表明,采用非线性筛选描述符和KNN子模型能有效地提高预测精度,基于多个KNN子模型的非线性组合能进一步提高预测性能.Multi-KNN-SVR组合预测在QSAR以及其它相关预测研究中具有广泛应用前景. 展开更多
关键词 含氟化合物 支持向量回归 定量构效关系 K-最近邻 组合预测
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支持向量机用于芳烃类化合物对芳烃受体亲和性QSAR研究 被引量:12
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作者 周鹏 曾晖 +2 位作者 周原 吴世仁 李志良 《环境科学学报》 CAS CSCD 北大核心 2006年第1期124-129,共6页
尝试将支持向量机(SVM)应用于3种典型芳烃类环境毒物(PCDD,PCDF和PCB)定量构效关系研究,通过对芳烃受体亲和性考察,结果发现该组样本的生物活性在一定程度上与分子电性距离矢量具有非线性联系.SVM对内部和外部样本都具良好稳定性能和预... 尝试将支持向量机(SVM)应用于3种典型芳烃类环境毒物(PCDD,PCDF和PCB)定量构效关系研究,通过对芳烃受体亲和性考察,结果发现该组样本的生物活性在一定程度上与分子电性距离矢量具有非线性联系.SVM对内部和外部样本都具良好稳定性能和预测能力:所得模型拟合、交叉检验、外部预测复相关系数及均方根误差分别为R2cum=0.922、Q2cum=0.825、Q2ext=0.834和RMSext=0.531.将其与文献报道及多元线性回归、偏最小二乘、人工神经网络进行比较,结果表明对小样本、非线性问题SVM具较强拓展性及泛化能力,故在环境毒物评价和控制中具有广阔应用前景. 展开更多
关键词 支持向量机 芳香烃类化台物 定量构效关系
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QSAR技术对高关注化学物质生态环境毒理风险预测 被引量:14
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作者 程艳 陈会明 +8 位作者 于文莲 周新 宋乃宁 王立峰 孙鑫 李晞 张静 李蕾 王琤 《环境科学研究》 EI CAS CSCD 北大核心 2009年第7期817-822,共6页
将国外先进的QSAR技术应用于高关注化学物质(SVHC)的生态环境毒理风险预测中,以促进QSAR技术在生态环境毒理学领域的发展和应用.采用国外先进的经科学验证的ECOSAR预测模型,对欧洲化学品管理署(ECHA)于2008年10月28日正式公布的15种SVH... 将国外先进的QSAR技术应用于高关注化学物质(SVHC)的生态环境毒理风险预测中,以促进QSAR技术在生态环境毒理学领域的发展和应用.采用国外先进的经科学验证的ECOSAR预测模型,对欧洲化学品管理署(ECHA)于2008年10月28日正式公布的15种SVHC的生态环境毒理风险进行了预测.结果显示,对于蒽,4,4′-二氨基二苯甲烷和邻苯二甲酸二丁酯等9种化学物质,ECOSAR模型的预测结果与试验结果较为接近.危害性分级标准预测结果显示,这9种化学物质为极高风险化学物质,这与ECHA将它们列为SVHC的结论一致.对于另外6种化学物质(二水合重铬酸钠、三乙基砷酸酯、二氯化钴、五氧化二砷、三氧化二砷和砷酸氢铅),ECOSAR模型预测结果可信度不高.对于15种SVHC和ECOSAR的预测结果准确率达到60%.ECOSAR预测模型在一定程度上能够提供与试验结果接近的化学物质生态环境毒理风险评价结果,作为一种重要的非试验科学技术手段,能够在一定程度上满足化学品管理的需要. 展开更多
关键词 qsar 生态环境毒理 化学品 高关注化学物质(SVHC)
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