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COSMO sar3D: Molecular field analysis based on local COSMO σ-profiles

机译:COSMO sar3D:基于局部COSMOσ谱的分子场分析

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The COSMO surface polarization charge density σ resulting from quantum chemical calculations combined with a virtual conductor embedding has been widely proven to be a very suitable descriptor for the quantification of interactions of molecules in liquids. In a preceding paper, grid-based local histograms of σ have been introduced in the COSMOsim3D method, resulting in a novel 3D-molecular similarity measure and going along with a novel property-based molecular alignment method. In this paper, we introduce under the name COSMOsar3D the usage of the resulting array of local σ-profiles as a novel set of molecular interaction fields for 3D-QSAR, containing all information required for quantifying the virtual ligand-receptor interactions, including desolvation. In contrast to currently used molecular interaction fields, we provide a theoretical rationale that the logarithmic binding constants of ligands should be a linear function of the array of local σ-profiles. This makes them especially suitable for linear regression analysis methods such as PLS. We demonstrate that the usage of local σ-profiles in molecular field analysis inverts the role of ligands and receptor; while conventional 3D-QSAR considers the virtual receptor in potential energy fields provided by the ligands, our COSMOsar3D approach corresponds to the calculation of the free energy of the ligands in a virtual free energy field provided by the receptor. First applications of the COSMOsar3D method are presented, which demonstrate its ability to yield robust and predictive models that seem to be superior to the models generated on the basis of conventionally used molecular fields.
机译:由量子化学计算与虚拟导体嵌入相结合得出的COSMO表面极化电荷密度σ已被广泛证明是用于量化液体中分子相互作用的非常合适的描述子。在先前的论文中,在COSMOsim3D方法中引入了基于网格的σ局部直方图,从而产生了一种新颖的3D分子相似性度量,并伴随着一种新颖的基于属性的分子比对方法。在本文中,我们将名称COSMOsar3D的用法介绍为3D-QSAR的一组新颖的分子相互作用场,其中包含用于量化虚拟配体-受体相互作用(包括去溶剂化)的所有信息。与当前使用的分子相互作用场相反,我们提供了一个理论基础,即配体的对数结合常数应为局部σ轮廓阵列的线性函数。这使得它们特别适合于线性回归分析方法,例如PLS。我们证明了在分子场分析中使用局部σ谱可逆转配体和受体的作用。尽管常规3D-QSAR在配体提供的势能场中考虑虚拟受体,但我们的COSMOsar3D方法对应于在受体提供的虚拟自由能场中配体的自由能的计算。介绍了COSMOsar3D方法的首次应用,该方法证明了它能够生成健壮且可预测的模型,该模型似乎优于基于常规使用的分子场生成的模型。

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