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使用遗传算法从成对序列比对中阐明分子重叠。

Elucidating molecular overlays from pairwise alignments using a genetic algorithm.

作者信息

Jones Gareth, Gao Yinghong, Sage Carleton R

机构信息

Arena Pharmaceuticals, 6166 Nancy Ridge Drive, San Diego, California 92121, USA.

出版信息

J Chem Inf Model. 2009 Jul;49(7):1847-55. doi: 10.1021/ci900109n.

Abstract

Inferring the relative bioactive poses between active molecules is a common problem in drug discovery. The use of rapid pairwise alignment algorithms in conjunction with rigid conformer libraries has become a prevalent approach to this problem. These programs can be easily used to compare two molecules or suggest alternatives to a single known active. However, it is not obvious how to combine pairwise alignments between multiple actives into an overlay that reproduces the binding mode of those actives in the target receptor. We describe a new algorithm, DIFGAPE (DIstance geometry Focused Genetic Algorithm Pose Evaluator) that, given pairwise alignments of conformers of active compounds, attempts to reproduce overlays of ligand binding modes. The software was evaluated on 13 test systems from 9 protein targets using associated ligands extracted from the PDB. Starting from 2D ligand structures with no protein information, we were able in 4 systems to approximate the crystallographically observed binding mode. For example, the prediction for a set of 11 ligands targeting FXa had 1.6 A rmsd to crystal structure coordinates. Finally, the evaluation illustrated current challenges for molecular conformer generators and pairwise alignment algorithms.

摘要

推断活性分子之间的相对生物活性构象是药物研发中的常见问题。将快速成对比对算法与刚性构象库结合使用已成为解决该问题的常用方法。这些程序可轻松用于比较两个分子或为单个已知活性分子提供替代方案。然而,如何将多个活性分子之间的成对比对组合成一种叠加形式,以重现这些活性分子在靶标受体中的结合模式,这一点并不明确。我们描述了一种新算法DIFGAPE(距离几何聚焦遗传算法构象评估器),该算法在给定活性化合物构象的成对比对后,尝试重现配体结合模式的叠加。使用从蛋白质数据银行(PDB)中提取的相关配体,在来自9个蛋白质靶标的13个测试系统上对该软件进行了评估。从没有蛋白质信息的二维配体结构开始,我们在4个系统中能够近似晶体学观察到的结合模式。例如,针对一组11个靶向凝血因子Xa(FXa)的配体的预测与晶体结构坐标的均方根偏差(rmsd)为1.6埃。最后,评估揭示了分子构象生成器和成对比对算法当前面临的挑战。

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