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AlphaFold 模型在评估 E3 连接酶上可成键半胱氨酸中的应用。

Application of AlphaFold models in evaluating ligandable cysteines across E3 ligases.

机构信息

Computer-Aided Drug Design, Janssen Pharmaceuticals, Beerse, Belgium.

Discovery Chemistry, Janssen Pharmaceuticals, Spring House, Pennsylvania, USA.

出版信息

Proteins. 2024 Jul;92(7):819-829. doi: 10.1002/prot.26675. Epub 2024 Feb 9.

Abstract

Proteolysis Targeting Chimeras (PROTACs) are an emerging therapeutic modality and chemical biology tools for Targeted Protein Degradation (TPD). PROTACs contain a ligand targeting the protein of interest, a ligand recruiting an E3 ligase and a linker connecting these two ligands. There are over 600 E3 ligases known so far, but only a handful have been exploited for TPD applications. A key reason for this is the scarcity of ligands binding various E3 ligases and the paucity of structural data available, which complicates ligand design across the family. In this study, we aim to progress PROTAC discovery by proposing a shortlist of E3 ligases that can be prioritized for covalent targeting by performing systematic structural ligandability analysis on a chemoproteomic dataset of potentially reactive cysteines across hundreds of E3 ligases. One of the goals of this study is to apply AlphaFold (AF) models for ligandability evaluations, as for a vast majority of these ligases an experimental structure is not available in the protein data bank (PDB). Using a combination of pocket features, AF model quality and additional aspects, we propose a shortlist of E3 ligases and corresponding cysteines that can be prioritized to potentially discover covalent ligands and expand the PROTAC toolbox.

摘要

蛋白水解靶向嵌合体(PROTACs)是一种新兴的治疗模式和化学生物学工具,可用于靶向蛋白降解(TPD)。PROTACs 包含一个靶向感兴趣蛋白的配体、一个招募 E3 连接酶的配体和一个连接这两种配体的连接子。目前已知的 E3 连接酶有 600 多种,但只有少数几种被用于 TPD 应用。造成这种情况的一个关键原因是结合各种 E3 连接酶的配体稀缺,以及可用的结构数据匮乏,这使得整个家族的配体设计变得复杂。在这项研究中,我们旨在通过对数百种 E3 连接酶中的潜在反应性半胱氨酸进行化学蛋白质组学数据集的系统结构配体分析,提出一个可以优先进行共价靶向的 E3 连接酶候选名单,从而推进 PROTAC 的发现。这项研究的目标之一是应用 AlphaFold (AF) 模型进行配体能力评估,因为对于绝大多数这些连接酶来说,实验结构在蛋白质数据库 (PDB) 中不可用。我们结合口袋特征、AF 模型质量和其他方面,提出了一个可以优先考虑的 E3 连接酶和相应半胱氨酸的候选名单,以潜在地发现共价配体并扩展 PROTAC 工具包。

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