蛋白质 - 连接体相互作用的计算建模:从结合部位的识别到构成预测和超越
Viet-Khoa Tran-Nguyen1, Anne-Claude Camproux1
1Université Paris Cité, CNRS UMR 8251, INSERM ERL 1133, F-75013, Paris, France.
Current opinion in structural biology
|September 11, 2025
概括
蛋白质 - 配体建模通过预测化合物如何与蛋白质相互作用来加速药物发现. 先进的计算方法,包括机器学习,提高这些预测的准确性,以加快开发速度.
科学领域:
- 计算化学是一种计算化学.
- 药物发现 药物发现
- 结构生物学是结构生物学.
背景情况:
- 蛋白质-配体建模对于识别和优化候选药物至关重要.
- 计算方法为药物开发提供可扩展和具有成本效益的解决方案.
- 基于物理和机器学习技术的跨学科进步正在提高建模精度.
研究的目的:
- 提供当前蛋白质 - 配体建模方法的简要概述.
- 突出机器学习对药物发现任务的影响.
- 讨论用于结合部位预测和联结体构成分析的工具.
主要方法:
- 基于物理的模拟技术的审查.
- 探索数据驱动的机器学习方法.
- 对结合部位,姿势和亲和力预测方法的分析.
主要成果:
- 在蛋白质 - 配体建模中的关键方法的识别.
- 展示机器学习在提高预测准确度方面的变革性作用.
- 对评估目标结合的连接体构造的工具的全面概述.
结论:
- 蛋白质 - 配体建模是现代药物发现的重要组成部分.
- 机器学习显著提高了绑定位置,姿势和亲和力预测的准确性.
- 计算方法加速了生物活性化合物的识别和优化.
相关概念视频
Ligand Binding Sites
14.9K
Proteins are dynamic macromolecules that carry out a wide variety of essential processes; however, the activities of most proteins depend on their interactions with other molecules or ions, known as ligands.
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...
14.9K
Ligand Binding Sites
8.7K
8.7K
Conserved Binding Sites
5.0K
Many proteins’ biological role depends on their interactions with their ligands, small molecules that bind to specific locations on the protein known as ligand-binding sites. Ligand-binding sites are often conserved among homologous proteins as these sites are critical for protein function.
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally...
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally...
5.0K
Conserved Binding Sites
1.9K
1.9K
Protein-protein Interfaces
14.4K
Many proteins form complexes to carry out their functions, making protein-protein interactions (PPIs) essential for an organism's survival. Most PPIs are stabilized by numerous weak noncovalent chemical forces. The physical shape of the interfaces determines the way two proteins interact. Many globular proteins have closely-matching shapes on their surfaces, which form a large number of weak bonds. Additionally, many PPIs occur between two helices or between a surface cleft and a...
14.4K
Protein-Protein Interfaces
4.4K
4.4K


