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相关概念视频

Ligand Binding Sites02:40

Ligand Binding Sites

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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...
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Ligand Binding Sites02:40

Ligand Binding Sites

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Drug Discovery: Overview01:26

Drug Discovery: Overview

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Drug discovery is a multifaceted process involving extensive screening, testing, and optimization of lead compounds to identify potential new drugs for therapeutic use. It combines several approaches, including screening large numbers of natural products, chemical modification of known active molecules, identification of new drug targets, and rational design based on biological mechanisms and drug-receptor structure. These approaches are carried out in both academic research laboratories and...
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Targets for Drug Action: Overview01:26

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Drugs target macromolecules to modify ongoing cellular processes. Primary drug targets include receptors, ion channels, transporters, and enzymes.
Receptors are either membrane-spanning or intracellular proteins, which upon binding a ligand, get activated and transmit the signal downstream to elicit a response. Drugs bind receptors, either mimicking the action of endogenous ligands or blocking the receptor activity to bring about a modified response. Nearly 35% of approved drugs target the G...
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Conserved Binding Sites01:49

Conserved Binding Sites

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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...
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Protein-protein Interfaces02:04

Protein-protein Interfaces

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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...
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相关实验视频

Updated: Jan 9, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
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机器学习框架集成基于基和基于目标的算法,用于阐明药物目标.

Haojie Wang1, Haotian Gao1, Zhe Zhang1

  • 1Department of Medicinal Chemistry, School of Pharmaceutical Sciences, Fudan University, 826 Zhangheng Road, Shanghai 201203, People's Republic of China.

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概括

我们开发了COMET,这是一种用于识别潜在分子标的计算药物发现工具. 这种方法集成了连接物和目标数据,在药物开发的准确性和速度上优于现有的方法.

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科学领域:

  • 计算化学是一种计算化学.
  • 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:

  • 确定生物活性化合物的分子标 (标捕捞) 在药物发现中至关重要.
  • 计算方法加快了目标识别,减少了实验工作量.
  • 现有的方法需要提高准确性和效率.

研究的目的:

  • 开发一种名为COMET的新型计算目标捕捞方法.
  • 整合基于连接体和基于目标的评分,以提高目标排名.
  • 为药物发现研究人员提供一个用户友好和高效的工具.

主要方法:

  • COMET使用一个随机森林算法,整合了连接体相似性和目标结合得分.
  • 它利用2685个人类目标和990,944个连接物-目标相互作用的精心策划的数据集.
  • 一个模块化框架允许未来的方法增强.

主要成果:

  • 在对头比较中,COMET与其他七种方法相比表现优越.
  • 在大型测试套件中,在前100名的回忆率和前15名的成功率中达到70-80%.
  • 展示了计算速度和预测准确性之间的最佳平衡.

结论:

  • COMET是一个高精度和高效的计算工具,用于药物发现目标捕鱼.
  • 它的性能和速度使其适合于制药研究中的实际应用.
  • 该工具可用于免费试用,促进更广泛的采用和验证.