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内在无序蛋白质的集成对接

Ensemble Docking for Intrinsically Disordered Proteins.

作者信息

Dhar Anjali, Sisk Thomas R, Robustelli Paul

机构信息

Department of Chemistry, Dartmouth College, Hanover, New Hampshire 03755, United States.

出版信息

J Chem Inf Model. 2025 Jul 14;65(13):6847-6860. doi: 10.1021/acs.jcim.5c00370. Epub 2025 Jun 18.

DOI:10.1021/acs.jcim.5c00370
PMID:40532196
Abstract

Intrinsically disordered proteins (IDPs) are implicated in many human diseases and are increasingly being pursued as drug targets. Conventional structure-based drug design methods that rely on well-defined binding sites are, however, largely unsuitable for IDPs. Here, we present computationally efficient ensemble docking approaches to predict the relative affinities of small molecules to IDPs and characterize their dynamic, heterogeneous binding mechanisms at atomic resolution. We show that these ensemble docking protocols accurately predict the relative binding affinities of three small molecule α-synuclein ligands measured by NMR spectroscopy and generate conformational ensembles of ligand binding modes in remarkable agreement with experimentally validated long-time scale molecular dynamics simulations of ligand binding. Our results demonstrate the potential of ensemble docking approaches for predicting small molecule binding to IDPs and suggest that these methods may be valuable tools for IDP drug discovery campaigns.

摘要

内在无序蛋白质(IDP)与许多人类疾病有关,并且越来越多地被作为药物靶点进行研究。然而,依赖于明确结合位点的传统基于结构的药物设计方法在很大程度上不适用于IDP。在这里,我们提出了计算效率高的整体对接方法,以预测小分子与IDP的相对亲和力,并在原子分辨率下表征它们动态、异质的结合机制。我们表明,这些整体对接协议准确地预测了通过核磁共振光谱测量的三种小分子α-突触核蛋白配体的相对结合亲和力,并生成了配体结合模式的构象集合,与经过实验验证的配体结合长时间尺度分子动力学模拟结果非常一致。我们的结果证明了整体对接方法在预测小分子与IDP结合方面的潜力,并表明这些方法可能是IDP药物发现活动中的有价值工具。

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本文引用的文献

1
Covalent Adducts Formed by the Androgen Receptor Transactivation Domain and Small Molecule Drugs Remain Disordered.雄激素受体反式激活结构域与小分子药物形成的共价加合物仍处于无序状态。
J Chem Inf Model. 2025 May 30. doi: 10.1021/acs.jcim.5c00833.
2
Comparison of Methodologies for Absolute Binding Free Energy Calculations of Ligands to Intrinsically Disordered Proteins.配体与天然无序蛋白质绝对结合自由能计算方法的比较。
J Chem Theory Comput. 2024 Nov 12;20(21):9699-9707. doi: 10.1021/acs.jctc.4c00942. Epub 2024 Oct 28.
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Transferable deep generative modeling of intrinsically disordered protein conformations.
可转移的深度生成模型对固有无序蛋白质构象的建模。
PLoS Comput Biol. 2024 May 23;20(5):e1012144. doi: 10.1371/journal.pcbi.1012144. eCollection 2024 May.
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A druggable conformational switch in the c-MYC transactivation domain.c-MYC 反式激活结构域中的一个可成药构象开关。
Nat Commun. 2024 Feb 29;15(1):1865. doi: 10.1038/s41467-024-45826-7.
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Computationally Designed Molecules Modulate ALS-Related Amyloidogenic TDP-43 Aggregation.计算设计的分子调节与 ALS 相关的淀粉样变性 TDP-43 聚集。
ACS Chem Neurosci. 2023 Dec 20;14(24):4395-4408. doi: 10.1021/acschemneuro.3c00582. Epub 2023 Dec 5.
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Rational optimization of a transcription factor activation domain inhibitor.转录因子激活结构域抑制剂的合理优化。
Nat Struct Mol Biol. 2023 Dec;30(12):1958-1969. doi: 10.1038/s41594-023-01159-5. Epub 2023 Dec 4.
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The molecular basis for cellular function of intrinsically disordered protein regions.无定形蛋白质区域的细胞功能的分子基础。
Nat Rev Mol Cell Biol. 2024 Mar;25(3):187-211. doi: 10.1038/s41580-023-00673-0. Epub 2023 Nov 13.
8
Dissecting the biophysics and biology of intrinsically disordered proteins.解析无规卷曲蛋白的生物物理学和生物学特性。
Trends Biochem Sci. 2024 Feb;49(2):101-104. doi: 10.1016/j.tibs.2023.10.002. Epub 2023 Nov 8.
9
Clustering Heterogeneous Conformational Ensembles of Intrinsically Disordered Proteins with t-Distributed Stochastic Neighbor Embedding.使用 t 分布随机近邻嵌入对固有无序蛋白质的异质构象集合进行聚类。
J Chem Theory Comput. 2023 Jul 25;19(14):4711-4727. doi: 10.1021/acs.jctc.3c00224. Epub 2023 Jun 20.
10
Small molecules in regulating protein phase separation.小分子在调控蛋白质相分离中的作用。
Acta Biochim Biophys Sin (Shanghai). 2023 Jun 12;55(7):1075-1083. doi: 10.3724/abbs.2023106.