药物点亲和力预测通过分子二次结构表示网络.
Yuewei Tang1, Yunhai Li1, Pengpai Li1
1Center for Intelligent Medicine, School of Control Science and Engineering, Shandong University, Jinan, 250061, China.
Current medicinal chemistry
|February 27, 2024
概括
一个新的分子二次结构表示网络 (MSSRN) 通过捕获全面的药物结构信息来改善药物向相互作用预测,优于现有的方法.
科学领域:
- 计算化学是一种计算化学.
- 生物信息学是一种生物信息学.
- 药物发现 药物发现
背景情况:
- 药物向相互作用 (DTI) 的鉴定对于药物开发至关重要,其目标是高特异性和低毒性.
- 计算机辅助预测加速了查,并有助于重新定位药物以寻找新的适应症.
- 有效和准确的DTI预测算法对于推进制药研究至关重要.
研究的目的:
- 在DTI预测中开发一种用于更准确的药物表征的新方法.
- 解决现有方法的局限性,这些方法会丢失或无法捕获药物的结构信息.
- 提高药物向 afinity 预测模型的效率和准确性.
主要方法:
- 提出了一种新的分子二次结构表示网络 (MSSRN),用于准确的药物表征.
- 在分子图和集成药物序列卷积上使用关系图卷积网络 (R-GCNs).
- 利用注意力机制计算空间重要性权重,指导R-GCN用于拓信息学习.
主要成果:
- 使用MSSRN用于药物结构和CNN用于蛋白质序列构建了MSSRN-DTA模型.
- 证明了拟议的MSSRN-DTA模型的有效性.
结论:
- 新的MSSRN方法准确地捕获药物结构和序列信息,增强DTI预测.
- 与替代方法和基线模型相比,MSSRN-DTA模型显示出更高的性能.
- 该研究验证了对基准数据集的拟议方法的有效性.
相关概念视频
Structure-Activity Relationships and Drug Design
720
Drug design is a dynamic field that involves discovering and developing new medications based on specific biological targets. This process heavily relies on structure-activity relationships (SAR) and quantitative structure-activity relationships (QSAR) to guide the design and optimization of efficient drugs.
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
720
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 Networks
4.0K
An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.0K
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
Protein Organization
6.5K
Proteins are polymers of amino acid residues. They are versatile and responsible for different cellular functions, including DNA replication, molecular transport, catalysis, and structural support. Proteins have a hierarchical structure comprising at least three levels of organization: primary, secondary, and tertiary structure. Some large proteins have a quaternary structure where individual protein subunits are linked together.
The primary structure of a protein is its amino acid sequence....
The primary structure of a protein is its amino acid sequence....
6.5K
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


