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相关概念视频

Conserved Binding Sites01:49

Conserved Binding Sites

4.4K
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...
4.4K
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 and Linkage00:49

Ligand Binding and Linkage

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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...
4.9K
Protein-protein Interfaces02:04

Protein-protein Interfaces

13.5K
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...
13.5K
Protein Diffusion in the Membrane01:24

Protein Diffusion in the Membrane

4.6K
Proteins show rotational as well as lateral diffusion across the membrane. The lateral diffusion of proteins was confirmed through the cell fusion experiment where mouse and human cells were fused, resulting in hybrid cells. When the human and mouse cells fused, the specific membrane proteins on human and mouse cells were marked with the red and green-fluorescent markers, respectively. Initially, the red and green fluorescence was located on the respective hemisphere of the cell. As time...
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相关实验视频

Updated: Sep 17, 2025

Protein WISDOM: A Workbench for In silico De novo Design of BioMolecules
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Protein WISDOM: A Workbench for In silico De novo Design of BioMolecules

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PRO-LDM:一种条件潜伏扩散模型,用于蛋白序列设计和功能优化.

Sitao Zhang1, Zixuan Jiang2, Rundong Huang3

  • 1State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China.

Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|June 30, 2025
PubMed
概括
此摘要是机器生成的。

PRO-LDM是一种新的蛋白质设计框架,它使用潜空间中的扩散模型来有效和准确地生成蛋白质. 这种方法增强了蛋白质的特性,如光,可溶性和稳定性.

关键词:
有条件的发电是有条件的.功能优化优化 功能优化潜在的扩散模型.蛋白质序列设计设计

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科学领域:

  • 计算生物学是一种计算生物学.
  • 蛋白质工程是一种蛋白质工程.
  • 人工智能在药物发现中的作用

背景情况:

  • 扩散模型在计算机视觉中越来越受欢迎,并且显示出蛋白质设计的前景.
  • 现有方法在产生新型蛋白质结构和序列时可能缺乏效率或设计忠实性.

研究的目的:

  • 介绍PRO-LDM,这是一个用于蛋白质设计的模块化,多任务框架.
  • 在潜空间中集成扩散模型,以提高计算效率和设计准确性.
  • 能够生成具有增强多样性和优化功能的自然类蛋白质.

主要方法:

  • PRO-LDM将扩散模型集成到一个潜在空间框架中.
  • 该模型学习了本地和全球的生物表征.
  • 模块化设计允许与替代预训练编码器集成.
  • 没有分类器的指导被调整为异常设计探索.

主要成果:

  • PRO-LDM成功地产生了一种新的绿色光蛋白变体.
  • 设计的变体表现出增强的光,可溶性和稳定性.
  • 该框架在提取蛋白质优化序列信息方面表现出了多功能性.

结论:

  • PRO-LDM为设计具有改进性质的新型蛋白质提供了一种多功能工具.
  • 该框架将设计忠实性与计算效率相结合.
  • 它有效地利用物理化学和进化序列信息来优化蛋白质性能.