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BACE1-配体复合物晶体结构的计算分析及线性判别分析鉴定具有抗 P-糖蛋白结合特性的 BACE1 抑制剂。

Computational analysis of BACE1-ligand complex crystal structures and linear discriminant analysis for identification of BACE1 inhibitors with anti P-glycoprotein binding property.

机构信息

a Structural Biology and Bioinformatics Division , CSIR-Indian Institute of Chemical Biology , Kolkata 700032 , India.

b National Institute of Pharmaceutical Education and Research , Kolkata 700032 , India.

出版信息

J Biomol Struct Dyn. 2018 Jan;36(1):262-276. doi: 10.1080/07391102.2016.1276477. Epub 2017 Jan 12.

DOI:10.1080/07391102.2016.1276477
PMID:28081663
Abstract

More than 100 years of research on Alzheimer's disease didn't yield a potential cure for this dreadful disease. Poor Blood Brain Barrier (BBB) permeability and P-glycoprotein binding of BACE1 inhibitors are the major causes for the failure of these molecules during clinical trials. The design of BACE1 inhibitors with a balance of sufficient affinity to the binding site and little or no interaction with P-glycoproteins is indispensable. Identification and understanding of protein-ligand interactions are essential for ligand optimization process. Structure-based drug design (SBDD) efforts led to a steady accumulation of BACE1-ligand crystal complexes in the PDB. This study focuses on analyses of 153 BACE1-ligand complexes for the direct contacts (hydrogen bonds and weak interactions) observed between protein and ligand and indirect contacts (water-mediated hydrogen bonds), observed in BACE1-ligand complex crystal structures. Intraligand hydrogen bonds were analyzed, with focus on ligand P-glycoprotein efflux. The interactions are dissected specific to subsites in the active site and discussed. The observed protein-ligand and intraligand interactions were used to develop the linear discriminant model for the identification of BACE1 inhibitors with less or no P-glycoprotein binding property. Excellent statistical results and model's ability to correctly predict a new data-set with an accuracy of 92% is achieved. The results are retrospectively analyzed to give input for the design of potential BACE1 inhibitors.

摘要

对阿尔茨海默病的研究已经超过 100 年,但仍未能找到一种有效的治疗方法。BACE1 抑制剂在临床试验中的失败主要归因于血脑屏障(BBB)通透性差和 P-糖蛋白结合。设计具有足够亲和力和结合位点的 BACE1 抑制剂,同时与 P-糖蛋白的相互作用最小或没有,是必不可少的。鉴定和理解蛋白质-配体相互作用对于配体优化过程至关重要。基于结构的药物设计(SBDD)努力导致 BACE1-配体晶体复合物在 PDB 中的不断积累。本研究重点分析了 153 个 BACE1-配体复合物,以研究在 BACE1-配体复合物晶体结构中观察到的蛋白质与配体之间的直接接触(氢键和弱相互作用)和间接接触(水介导的氢键)。分析了配体内氢键,重点是配体 P-糖蛋白外排。对观察到的蛋白质-配体和配体内相互作用进行了剖析,并对其进行了讨论。利用观察到的蛋白-配体和配体内相互作用,开发了一种线性判别模型,用于识别具有低或无 P-糖蛋白结合特性的 BACE1 抑制剂。该模型取得了优异的统计结果和高达 92%的正确预测新数据集的能力。对结果进行了回顾性分析,为潜在的 BACE1 抑制剂的设计提供了依据。

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