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Quantitative Structure-activity Relationships最新文献

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Multi-conformational Ligand Representation in 4D-QSAR: Reducing the Bias Associated with Ligand Alignment 4D-QSAR中的多构象配体表征:减少与配体对齐相关的偏差
Pub Date : 2000-04-01 DOI: 10.1002/1521-3838(200004)19:2<149::AID-QSAR149>3.0.CO;2-9
A. Vedani, D. McMasters, M. Dobler
Quantitative structure-activity relationship (QSAR) is an area of computational research which builds mathematical or atomistic models to predict biological activities of molecules. While more powerful approaches make use of a genetic algorithm to reduce the bias with respect to model construction, the predictive power of the resulting surrogate still critically depends on the spatial alignment of the ligand molecules used to construct it. The 4D-QSAR concept Quasar developed at our laboratory not only takes local induced fit and H-bond flip-flop into account but also allows for the representation of the ligand molecules by an ensemble of conformations and/or orientations. The contribution of a single entity within this ensemble to the total ligand-receptor interaction energy is determined by a Boltzmann criterion. The three-dimensional surrogate is represented by a family of receptor-surface models, populated with atomistic properties—hydrogen bonds, salt bridges, hydrophobic particles, and solvent—mapped onto it. Quasar has been used to establish QSARs for the enzyme dopamine β-hydroxylase and for the aryl hydrocarbon receptor. The surrogates were able to predict free energies of ligand binding, ΔG°, for external sets of 15 and 26 test ligand molecules, respectively, to within 0.7 kcal/mol (rms) of the experimental value, with the largest individual deviation not exceeding 1.3 kcal/mol. The results indicate that the use of a multiple-ligand representation is superior to a single-conformer concept and reduces the user bias associated with the ligand alignment. Moreover, the selection protocol demonstrates that the technique is capable of identifying a small number of active conformations and does not prefer a larger selection of lesser-contributing entities.
定量构效关系(Quantitative structure-activity relationship, QSAR)是建立数学或原子模型来预测分子生物活性的一个计算研究领域。虽然更强大的方法利用遗传算法来减少模型构建方面的偏差,但所得到的替代物的预测能力仍然严重依赖于用于构建它的配体分子的空间排列。我们实验室开发的4D-QSAR概念类星体不仅考虑了局部诱导配合和氢键触发器,而且还允许通过构象和/或取向的集合来表示配体分子。该系综内单个实体对配体-受体总相互作用能的贡献由玻尔兹曼准则确定。三维替代物由一系列受体表面模型表示,这些模型具有原子性质——氢键、盐桥、疏水粒子和溶剂——映射到其上。Quasar已被用来建立多巴胺β-羟化酶和芳烃受体的qsar。对于15个和26个测试配体分子的外部组合,该代物能够分别预测配体结合的自由能ΔG°,与实验值的误差不超过0.7 kcal/mol (rms),最大个体偏差不超过1.3 kcal/mol。结果表明,使用多配体表示优于单一构象概念,并减少了与配体对齐相关的用户偏差。此外,选择协议表明,该技术能够识别少量的活跃构象,而不是更倾向于选择贡献较小的实体。
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引用次数: 24
A QSAR Study on Pneumocystis carinii Topoisomerases of bis‐Benzimidazoles 双苯并咪唑卡氏肺囊虫拓扑异构酶的QSAR研究
Pub Date : 2000-04-01 DOI: 10.1002/1521-3838(200004)19:2<173::AID-QSAR173>3.0.CO;2-L
Roberta de Faria Rodrigues, J. C. Lopes, C. Montanari
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引用次数: 0
Application of MS‐WHIM Descriptors: 1. Introduction of New Molecular Surface Properties and 2. Prediction of Binding Affinity Data MS‐WHIM描述符的应用:新分子表面性质介绍及2。绑定亲和数据的预测
Pub Date : 2000-02-01 DOI: 10.1002/(SICI)1521-3838(200002)19:1<29::AID-QSAR29>3.0.CO;2-P
G. Bravi, J. Wikel
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引用次数: 18
Application of MS-WHIM Descriptors: 3. Prediction of Molecular Properties MS-WHIM描述符的应用:分子性质预测
Pub Date : 2000-02-01 DOI: 10.1002/(SICI)1521-3838(200002)19:1<39::AID-QSAR39>3.0.CO;2-N
G. Bravi, J. Wikel
MS-WHIM descriptors were developed in attempt to capture global 3D chemical information at molecular surface level. Initially, they contained information about size, shape and electrostatic distribution of a molecule. More recently they were enriched introducing new molecular surface properties related to hydrogen bonding capacity and hydrophobicity. This paper reports the application of expanded MS-WHIM descriptors to model: i) logP of 268 small organic molecules, ii) Caco-2 cell permeability of 17 heterogeneous compounds, and iii) pKa values of 15 substituted imidazoles. PLS regressions were derived and validated through cross-validation, repeated scrambling of the response variables, and test set predictions. The analysis of PLS models showed that MS-WHIM provided meaningful structure-property correlations: i) q2=0.709, ii) q2=0.797, and iii) q2=0.728. Hydrogen bonding capacity and hydrophobicity played a significant role and considerably improved the results. MS-WHIM descriptors, due to their holistic character, appear to be usefully applicable to a wide variety of chemical and biological problems.
MS-WHIM描述符的开发是为了在分子表面水平上捕获全球三维化学信息。最初,它们包含有关分子的大小、形状和静电分布的信息。最近,它们被丰富了,引入了与氢键能力和疏水性有关的新的分子表面性质。本文报道了扩展MS-WHIM描述符的应用:i) 268个有机小分子的logP, ii) 17个非均相化合物的caco2细胞通透性,iii) 15个取代咪唑的pKa值。PLS回归通过交叉验证、响应变量的重复置乱和测试集预测来推导和验证。PLS模型分析表明,MS-WHIM提供了有意义的结构-性能相关性:i) q2=0.709, ii) q2=0.797, iii) q2=0.728。氢键能力和疏水性起着重要作用,并显著改善了结果。MS-WHIM描述符由于其整体性,似乎可以有效地适用于各种各样的化学和生物问题。
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引用次数: 21
Exploring the Chemistry of Quinones by Computation 用计算方法探索醌类化合物的化学性质
Pub Date : 2000-02-01 DOI: 10.1002/(SICI)1521-3838(200002)19:1<22::AID-QSAR22>3.0.CO;2-U
P. S. Magee
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引用次数: 7
Three-Dimensional Structure-Activity Relationships of Synthetic Pyrethroids: 1. Similarity in Bioactive Conformations and Their Structure-Activity Pattern 合成拟除虫菊酯的三维构效关系:1。生物活性构象的相似性及其构效模式
Pub Date : 2000-02-01 DOI: 10.1002/(SICI)1521-3838(200002)19:1<10::AID-QSAR10>3.0.CO;2-7
H. Chuman, S. Goto, M. Karasawa, M. Sasaki, U. Nagashima, K. Nishimura, T. Fujita
The three-dimensional “bioactive” conformations of various types of pyrethroid insecticides were deduced from among optimized conformations which were generated on the basis of the exhaustive conformational exploration of the reference compound, MTI-800. A “folded” rather than an “extended” conformation was proposed to be the “bioactive structure” of pyrethroid molecules included in this study. The folded “bioactive” structures were further analyzed in terms of molecular (dis)similarity indices to elucidate the effect of the “local” structural variations on the activity. The results indicate that the overall bioactive conformation as well as the local 3D similarity of the molecule are important in governing the potency variations in the insecticidal activity.
在对参比化合物MTI-800进行详尽构象探索的基础上,从优化构象中推导出各类拟除虫菊酯类杀虫剂的三维“生物活性”构象。“折叠”构象而不是“延伸”构象被认为是本研究中拟除虫菊酯分子的“生物活性结构”。利用分子(非)相似性指数进一步分析折叠后的“生物活性”结构,以阐明“局部”结构变化对活性的影响。结果表明,分子的整体生物活性构象和局部三维相似性是控制杀虫活性效价变化的重要因素。
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引用次数: 3
QSAR Studies of Compounds Acting by Polar and Non-polar Narcosis: an Examination of the Role of Polarisability and Hydrogen Bonding 极性和非极性麻醉作用化合物的QSAR研究:极性和氢键作用的检验
Pub Date : 2000-02-01 DOI: 10.1002/(SICI)1521-3838(200002)19:1<3::AID-QSAR3>3.0.CO;2-N
J. Dearden, M. Cronin, Yuanhui Zhao, O. Raevsky
The toxicities of 33 non-polar narcotics and 15 polar narcotics have been correlated with the logarithm of the octanol-water partition coefficient (log P). Correlations have also been obtained of toxicities with polarisabilities (α) and free energy hydrogen bond acceptor factors (Ca) calculated using HYBOT-PLUS. There are clear differences in the way non-polar and polar narcotics correlate with log P and with α and Ca, indicating that the two classes of compound exert their toxicity by somewhat different mechanisms.
33种非极性麻醉药和15种极性麻醉药的毒性与辛醇-水分配系数(log P)的对数相关,毒性与极性(α)和氢键受体因子(Ca)的相关性也得到了HYBOT-PLUS计算。非极性麻醉药和极性麻醉药与log P、α和Ca的相关方式存在明显差异,表明两类化合物的毒性作用机制有所不同。
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引用次数: 41
Theoretical Investigation on Free Radical Scavenging Activity of 6,7‐Dihydroxyflavone 6,7‐二羟黄酮清除自由基活性的理论研究
Pub Date : 2000-02-01 DOI: 10.1002/(SICI)1521-3838(200002)19:1<50::AID-QSAR50>3.0.CO;2-#
Hong-yu Zhang
The difference of heat of formation between parent molecule and its free radical (ΔHOF), calculated by semiempirical quantum chemical method AM1, was employed as a theoretical index to characterize the O–H bond dissociation energy (BDE) of antioxidant. Through a comparison between ΔHOF of model molecules, it was found that 6,7-dihydroxyflavone (DHF) possessed two favorable structural factors, the presence of ortho hydroxyls and the existence of para oxygen, to weaken its O–H bond at position 6, but the passive effect produced by electron-withdrawing property of the chromonoid ring C surpassed the active effect of the para oxygen. Therefore the free radical scavenging activity of DHF was lower than that of quercetin which possessed catecholic hydroxyl in ring B and was scarcely influenced by ring C. As a result of the analysis, two more active flavonoid antioxidants were constructed theoretically.
采用半经验量子化学方法AM1计算母分子与自由基(ΔHOF)之间的生成热差作为表征抗氧化剂O-H键离解能(BDE)的理论指标。通过对模型分子ΔHOF的比较,发现6,7-二羟黄酮(DHF)具有邻羟基和对氧两种有利的结构因素,可以削弱其6位O-H键,但类色环C的吸电子性质产生的被动作用超过了对氧的主动作用。因此,DHF的自由基清除活性低于含有B环儿茶酚羟基且不受c环影响的槲皮素。通过分析,理论上构建了两种活性更高的类黄酮抗氧化剂。
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引用次数: 16
QSAR Study of the Fungicidal Activity of Thiophosphorylglycinamide Derivatives. Comparison of Principal Component Analysis and Spectral Mapping Technique 硫代磷酰甘氨酸酰胺衍生物杀菌活性的QSAR研究。主成分分析与光谱映射技术的比较
Pub Date : 1999-12-01 DOI: 10.1002/(SICI)1521-3838(199912)18:6<584::AID-QSAR584>3.0.CO;2-B
Gyula Oros, T. Cserháti
The growth inhibitory effect of 38 thiophosphorylglycinamide (TPGA) derivatives against 25 fungal species (test organisms) belonging to various taxonomic groups was determined. Principal component analysis (PCA) was used for the elucidation of similarities and dissimilarities between TPGAs and between fungi. The strength (potency) and selectivity of the fungicidal effect were separated by the spectral mapping technique (SPM). The dimensionality of the matrices of PC loadings and variables and the selectivity maps were reduced to two by the nonlinear mapping technique. PCA and SPM were compared by calculating linear relationships between the potency values and the corresponding coordinates of maps calculated by PCA and SPM. The relationship between fungicidal effect and molecular structure was elucidated by stepwise regression analysis. It was established that the coordinates of maps are orthogonal and the results of PCA and SPM are similar but not identical. The advantage of SPM is the separation of the strength and selectivity of fungicidal effect facilitating the rational design of new TPGA derivatives. Stepwise regression analysis indicated that the position of substituents in the TPGA molecule, its bulkiness and hydrophobicity exert the highest impact on both the strength and selectivity of fungicidal effect. No relationship was found between sensitivity of fungal species towards TPGAs and their taxonomic position.
测定了38种硫代磷酰甘氨酸酰胺(TPGA)衍生物对25种不同分类类群真菌(试验生物)的生长抑制作用。采用主成分分析(PCA)对TPGAs与真菌间的异同进行了分析。利用光谱定位技术(SPM)对其抑菌效果的强度(效价)和选择性进行分离。采用非线性映射技术,将PC载荷矩阵、变量矩阵和选择性映射降维为2维。通过计算PCA和SPM计算的效价值与相应图谱坐标之间的线性关系,对PCA和SPM进行比较。通过逐步回归分析,阐明了分子结构与杀真菌效果的关系。建立了图的坐标是正交的,主成分分析法和SPM分析法的结果相似但不完全相同。SPM的优势在于分离了杀真菌效果的强度和选择性,便于新的TPGA衍生物的合理设计。逐步回归分析表明,取代基在TPGA分子中的位置、体积和疏水性对杀真菌效果的强度和选择性影响最大。真菌种类对TPGAs的敏感性与它们的分类位置没有关系。
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引用次数: 3
Predicting Ecotoxicology of Organophosphorous Insecticides: Successful Parameter Selection with the Genetic Function Algorithm 有机磷杀虫剂生态毒理学预测:遗传函数算法的成功参数选择
Pub Date : 1999-12-01 DOI: 10.1002/(SICI)1521-3838(199912)18:6<573::AID-QSAR573>3.0.CO;2-J
M. Drew, J. Lumley, N. Price
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引用次数: 8
期刊
Quantitative Structure-activity Relationships
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