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相关概念视频

Ligand Binding Sites02:40

Ligand Binding Sites

12.7K
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...
12.7K
Protein-protein Interfaces02:04

Protein-protein Interfaces

12.4K
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...
12.4K
Conserved Binding Sites01:49

Conserved Binding Sites

4.1K
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...
4.1K
Protein-Drug Binding: Determination Methods01:22

Protein-Drug Binding: Determination Methods

109
Determining protein-drug binding can be achieved through indirect and direct methods, each providing valuable insights into the interaction between proteins and drugs.
Indirect methods involve isolating the bound drug from its free form in biological samples such as blood, serum, or plasma. These techniques aim to measure the percentage of drugs bound to proteins. Equilibrium dialysis is a commonly used method where the free drug concentration at equilibrium is measured by separating the bound...
109
The Equilibrium Binding Constant and Binding Strength02:18

The Equilibrium Binding Constant and Binding Strength

12.8K
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:
12.8K
Protein Networks02:26

Protein Networks

3.9K
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,...
3.9K

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相关实验视频

Updated: May 29, 2025

Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
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一种以可转移性为导向的蛋白质 - 连接物相互作用预测方法.

Weihong Zhang1, Fan Hu2, Peng Yin2

  • 1Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China; University of Chinese Academy of Sciences, Beijing 100049, China.

Methods (San Diego, Calif.)
|February 8, 2025
PubMed
概括
此摘要是机器生成的。

这项研究引入了一种新的方法,通过更好地整合蛋白质和连接物数据来预测蛋白质-连接物相互作用 (PLI). 它改善了知识转移,导致更准确的药物发现预测.

关键词:
多模式融合多模式融合蛋白质 - 配体 相互作用代表性的学习学习.可转让性 可转让性

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Author Spotlight: Streamlining Protein Target Prediction and Validation via Molecular Docking and CETSA
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A Protocol for Computer-Based Protein Structure and Function Prediction
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相关实验视频

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Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
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Author Spotlight: Streamlining Protein Target Prediction and Validation via Molecular Docking and CETSA
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A Protocol for Computer-Based Protein Structure and Function Prediction
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A Protocol for Computer-Based Protein Structure and Function Prediction

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科学领域:

  • 计算生物学 计算生物学
  • 药物发现 药物发现 药物发现
  • 生物信息学是一种生物信息学.

背景情况:

  • 准确的蛋白质 - 配体相互作用 (PLI) 预测对于药物发现至关重要.
  • 现有的方法在整合多样化的数据模式和优化预培训知识传输方面面临挑战.

研究的目的:

  • 为PLI预测提出一种新的可转移性指导方法.
  • 通过深入整合蛋白质和连接体表示和指导微调来增强知识传输.

主要方法:

  • 利用交叉注意力机制深度集成和蛋白质和连接体模式之间的交互式信息交换.
  • 整合了可转移性指标来量化和指导微调过程,最大限度地转移有益的知识,最大限度地减少负面转移.

主要成果:

  • 与传统的微调方法相比,经过统计测试验证的显著和持续的改进.
  • 废除研究证实了交叉注意力机制的关键作用.
  • 定量分析显示,该方法在减少有害知识转移方面是有效的.

结论:

  • 拟议的可转移性导向策略为在PLI预测中利用预训知识提供了一个新的范式.
  • 这种方法通过创新的模式融合和指导知识转移来提高PLI预测的准确性,加速药物发现管道.