计算机辅助模式评分 - 一个基于多目标数据集的工作流程,用于预测孤儿目标的连接体
Katja Stefan1,2, Vigneshwaran Namasivayam3,4, Sven Marcel Stefan5,6,7
1University of Oslo and Oslo University Hospital, Department of Pathology, Rikshospitalet, Sognsvannsveien 20, 0372, Oslo, Norway.
Scientific data
|May 23, 2024
概括
研究人员开发了一种新的计算方法,计算机辅助模式评分 (C@PS),以识别潜在的药物配体,以挑战挑战.
科学领域:
- 药物的发现和开发.
- 计算化学是一种计算化学.
- 药理学 药理学是指药理学的学科.
背景情况:
- 识别药物线索和新目标是生命科学中的关键挑战.
- 许多与疾病相关的蛋白质是"孤儿目标",具有未知的功能和连接体.
- 抗药性阻碍了药物开发,需要创新的方法来识别连接体.
研究的目的:
- 提出一种新的化学信息工作流程,用于识别孤儿目标的配体.
- 为了证明一个独特的数据集对ABCA1孤儿目标的有用性.
- 为了应对药物发现中不可抗药的目标的挑战.
主要方法:
- 计算机辅助模式评分 (C@PS) 工作流程的开发.
- 使用一个独特的数据集用于ABCA1孤儿目标.
- 应用化学信息方法用于连接物识别.
主要成果:
- 在C@PS工作流中,在识别新型连接物方面,成功率达到了95.5%.
- 鉴定的分子表现出高强度和显著的结构多样性.
- 开发的数据集可以作为去化研究的模板.
结论:
- 在C@PS工作流是有效的用于识别孤儿目标的新联体.
- 这种方法可以加速药物发现,用于以前无法治疗的目标.
- 本文所介绍的数据集和方法提供了针对目标去型的通用化策略.
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
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
Protein-protein Interfaces
12.5K
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...
12.5K


