从碎片选中确定的连接体结合位点的可能功能类别的分类
Javier S Utgés1, Stuart A MacGowan1, Callum M Ives1,2
1Division of Computational Biology, School of Life Sciences, University of Dundee, Dundee, Scotland, UK.
Communications biology
|March 14, 2024
概括
识别功能性重要的蛋白质结合部位对于药物发现至关重要. 这项研究引入了一种分类这些遗址的方法,揭示了埋藏的,保存的遗址比可访问的更有可能具有功能.
科学领域:
- 结构生物学 结构生物学
- 计算化学计算化学
- 药物发现 药物发现 药物发现
背景情况:
- 碎片查可以识别潜在的药物结合部位,但确定功能重要性仍然具有挑战性.
- 了解蛋白质 - 配体相互作用是开发向治疗的关键.
研究的目的:
- 开发一种方法,根据其特征来分组和分类连接体结合点.
- 确定药物发现和调节器开发的功能性重要结合部位.
主要方法:
- 从37个实验中分析了1309个蛋白质-连接体结构.
- 开发一种基于结合点相对溶剂可访问性的联结体分组方法.
- 使用机器学习模型 (多层感知器,K-最近邻居) 进行绑定站点的集群和分类.
主要成果:
- 确定了293个独特的连接物结合点,分为四组 (C1-C4).
- C1集群 (较大的,埋藏的,保存的遗址) 比C4集群 (较小的,可访问的,分离的遗址) 有28倍的功能.
- 在13种蛋白质中确定了17个新的,可能的功能部位,预测模型达到96-100%的准确性.
结论:
- 基于结构特征和可访问性,针对连接体结合位点的新型分类系统.
- 这些发现有助于在药物发现中优先考虑功能性重要部位.
- 能够对新型蛋白质进行功能部位分类,有助于开发新的药物和功能调节剂.
相关概念视频
Ligand Binding Sites
12.8K
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...
12.8K
Ligand Binding and Linkage
4.8K
Allosteric proteins have more than one ligand binding site; the binding of a ligand to any of these sites influences the binding of ligands to the other sites. When a protein is allosteric, its binding sites are called coupled or linked. In the case of enzymes, the site that binds to the substrate is known as the active site and the other site is known as the regulatory site. When a ligand binds to the regulatory site, this leads to conformational changes in the protein that can influence...
4.8K
Conserved Binding Sites
4.2K
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...
4.2K
The Equilibrium Binding Constant and Binding Strength
12.9K
The equilibrium binding constant (Kb) quantifies the strength of a protein-ligand interaction. Kb can be calculated as follows when the reaction is at equilibrium:
12.9K
Allosteric Proteins-ATCase
5.7K
Binding sites linkages can regulate a protein's function. For example, enzyme activity is often regulated through a feedback mechanism where the end product of the biochemical process serves as an inhibitor.
Aspartate transcarbamoylase (ATCase) is a cytosolic enzyme that catalyzes the condensation of L-aspartate and carbamoyl phosphate to N-carbamoyl-L-aspartate. This reaction is the first step in pyrimidine biosynthesis. UTP and CTP, the end products of the pyrimidine synthesis...
Aspartate transcarbamoylase (ATCase) is a cytosolic enzyme that catalyzes the condensation of L-aspartate and carbamoyl phosphate to N-carbamoyl-L-aspartate. This reaction is the first step in pyrimidine biosynthesis. UTP and CTP, the end products of the pyrimidine synthesis...
5.7K
G Protein-coupled Receptors
12.0K
G Protein-Coupled Receptors or GPCRs are membrane-bound receptors that transiently associate with heterotrimeric G proteins and induce an appropriate response to sensory stimuli such as light, odors, hormones, cytokines, or neurotransmitters.
GPCRs are also called heptahelical, 7TM, or serpentine receptors, and consist of seven (H1-H7) transmembrane alpha-helices that span the bilayer to form a cylindrical core. The transmembrane helices are connected by three extracellular loops and three...
GPCRs are also called heptahelical, 7TM, or serpentine receptors, and consist of seven (H1-H7) transmembrane alpha-helices that span the bilayer to form a cylindrical core. The transmembrane helices are connected by three extracellular loops and three...
12.0K


