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本文引用的文献

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Binary classification of aqueous solubility using support vector machines with reduction and recombination feature selection.使用具有降维和重组特征选择的支持向量机进行水溶性的二分类。
J Chem Inf Model. 2011 Feb 28;51(2):229-36. doi: 10.1021/ci100364a. Epub 2011 Jan 7.
2
Getting physical in drug discovery: a contemporary perspective on solubility and hydrophobicity.在药物发现中注重实际:对溶解度和疏水性的现代观点。
Drug Discov Today. 2010 Aug;15(15-16):648-55. doi: 10.1016/j.drudis.2010.05.016. Epub 2010 Jun 4.
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Quantitative analyses of aggregation, autofluorescence, and reactivity artifacts in a screen for inhibitors of a thiol protease.定量分析在筛选巯基蛋白酶抑制剂的过程中出现的聚集、自发荧光和反应性伪影。
J Med Chem. 2010 Jan 14;53(1):37-51. doi: 10.1021/jm901070c.
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In silico prediction of aqueous solubility: the solubility challenge.计算预测水溶性:水溶性挑战。
J Chem Inf Model. 2009 Nov;49(11):2572-87. doi: 10.1021/ci900286s.
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A consistent dataset of kinetic solubilities for early-phase drug discovery.用于早期药物发现的动力学溶解度的一致数据集。
ChemMedChem. 2009 Sep;4(9):1529-36. doi: 10.1002/cmdc.200900205.
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In silico prediction of drug solubility: 4. Will simple potentials suffice?药物溶解度的计算机模拟预测:4. 简单势函数是否足够?
J Comput Chem. 2009 Sep;30(12):1859-71. doi: 10.1002/jcc.21173.
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A specific mechanism for nonspecific activation in reporter-gene assays.报告基因检测中非特异性激活的一种特定机制。
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Fluorescence spectroscopic profiling of compound libraries.化合物库的荧光光谱分析
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9
Comprehensive mechanistic analysis of hits from high-throughput and docking screens against beta-lactamase.针对β-内酰胺酶的高通量筛选和对接筛选所得命中化合物的综合机制分析。
J Med Chem. 2008 Apr 24;51(8):2502-11. doi: 10.1021/jm701500e. Epub 2008 Mar 12.
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Application of combinatorial chemistry science on modern drug discovery.组合化学科学在现代药物发现中的应用。
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小分子文库的动力学溶解度测量的探索性分析。

Exploratory analysis of kinetic solubility measurements of a small molecule library.

机构信息

NIH Chemical Genomics Center, National Human Genome Research Institute, NIH, Bethesda, MD 20892-3370, USA.

出版信息

Bioorg Med Chem. 2011 Jul 1;19(13):4127-34. doi: 10.1016/j.bmc.2011.05.005. Epub 2011 May 13.

DOI:10.1016/j.bmc.2011.05.005
PMID:21640593
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3236531/
Abstract

Kinetic solubility measurements using prototypical assay buffer conditions are presented for a ∼58,000 member library of small molecules. Analyses of the data based upon physical and calculated properties of each individual molecule were performed and resulting trends were considered in the context of commonly held opinions of how physicochemical properties influence aqueous solubility. We further analyze the data using a decision tree model for solubility prediction and via a multi-dimensional assessment of physicochemical relationships to solubility in the context of specific 'rule-breakers' relative to common dogma. The role of solubility as a determinant of assay outcome is also considered based upon each compound's cross-assay activity score for a collection of publicly available screening results. Further, the role of solubility as a governing factor for colloidal aggregation formation within a specified assay setting is examined and considered as a possible cause of a high cross-assay activity score. The results of this solubility profile should aid chemists during library design and optimization efforts and represent a useful training set for computational solubility prediction.

摘要

本文呈现了使用典型检测缓冲条件对大约 58000 个小分子的库进行的动力学溶解度测量。根据每个分子的物理和计算性质对数据进行了分析,并考虑了这些趋势,以了解物理化学性质如何影响水溶解度的普遍观点。我们进一步使用决策树模型进行溶解度预测分析,并通过多维评估物理化学关系到溶解度的具体“突破常规者”相对于常见的定论。还根据每个化合物在公开可用的筛选结果集合中的交叉测定活性评分,考虑了溶解度作为测定结果决定因素的作用。此外,还研究了在特定测定环境中,溶解度作为胶态聚集形成控制因素的作用,并将其视为高交叉测定活性评分的可能原因。该溶解度谱的结果将有助于化学家在文库设计和优化工作中,并为计算溶解度预测提供有用的训练集。