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基于自由能变分原理估算 FKBP-配体系统的相对结合自由能。

Estimation of relative binding free energy based on a free energy variational principle for the FKBP-ligand system.

机构信息

Department of Bioinformatics, College of Life Sciences, Ritsumeikan University, 1-1-1 Nojihigashi, Kusatsu 525-8577, Shiga, Japan.

出版信息

J Comput Aided Mol Des. 2013 Jun;27(6):479-90. doi: 10.1007/s10822-013-9657-3. Epub 2013 Jun 11.

Abstract

Predicting an accurate binding free energy between a target protein and a ligand can be one of the most important steps in a drug discovery process. Often, many molecules must be screened to find probable high potency ones. Thus, a computational technique with low cost is highly desirable for the estimation of binding free energies of many molecules. Several techniques have thus far been developed for estimating binding free energies. Some techniques provide accurate predictions of binding free energies but high large computational cost. Other methods give good predictions but require tuning of some parameters to predict them with high accuracy. In this study, we propose a method to predict relative binding free energies with accuracy comparable to the results of prior methods but with lower computational cost and with no parameter needing to be carefully tuned. Our technique is based on the free energy variational principle. FK506 binding protein (FKBP) with 18 ligands is taken as a test system. Our results are compared to those from other widely used techniques. Our method provides a correlation coefficient (r²) of 0.80 between experimental and calculated relative binding free energies and yields an average absolute error of 0.70 kcal/mol compared to experimental values. These results are comparable to or better than results from other techniques. We also discuss the possibility to improve our method further.

摘要

准确预测靶蛋白与配体之间的结合自由能可以说是药物发现过程中最重要的步骤之一。通常,需要筛选大量分子才能找到可能具有高活性的分子。因此,对于估计许多分子的结合自由能来说,一种成本低的计算技术是非常需要的。迄今为止,已经开发了几种用于估计结合自由能的技术。一些技术可以准确预测结合自由能,但计算成本很高。其他方法可以给出很好的预测,但需要调整一些参数才能以高精度进行预测。在这项研究中,我们提出了一种方法,可以以与先前方法相当的精度预测相对结合自由能,但计算成本更低,并且不需要仔细调整任何参数。我们的技术基于自由能变分原理。以 18 个配体的 FK506 结合蛋白(FKBP)作为测试系统。我们的结果与其他广泛使用的技术进行了比较。我们的方法在实验和计算相对结合自由能之间具有 0.80 的相关系数(r²),与实验值相比,平均绝对误差为 0.70 kcal/mol。这些结果与或优于其他技术的结果相当。我们还讨论了进一步改进我们的方法的可能性。

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