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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
Protein-protein Interfaces02:04

Protein-protein Interfaces

13.7K
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...
13.7K
Protein Organization01:24

Protein Organization

7.3K
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....
7.3K
Ligand Binding Sites02:40

Ligand Binding Sites

13.5K
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...
13.5K
Conservation of Protein Domains Over Different Proteins02:26

Conservation of Protein Domains Over Different Proteins

11.5K
Protein domains are small structurally independent units that are part of a single amino acid chain.  Although these domains are often structurally independent, they may rely on synergistic effects to perform their functions as part of a larger protein. Protein domains may be conserved within the same organism, as well as across different organisms.
A limited set of protein domains often duplicate and recombine during evolution. These domains can be organized in different combinations to...
11.5K
Protein Folding01:22

Protein Folding

121.9K
Overview
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相关实验视频

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A Protocol for Computer-Based Protein Structure and Function Prediction
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基于蛋白质溶剂可访问性的序列预测.

Yang Yang1,2,3, Mengqi Chen2, Congrui Liu2

  • 1Computing Science and Artificial Intelligence College, Suzhou City University, Suzhou 215004, China.

International journal of molecular sciences
|June 26, 2025
PubMed
概括
此摘要是机器生成的。

预测氨基酸溶解度是理解蛋白质功能的关键. 一个名为SolAcc的新工具使用深度学习来准确预测蛋白质序列中的残留物可访问性,其性能优于现有的方法.

关键词:
氨基酸可访问性 氨基酸可访问性机器学习是机器学习.蛋白质结构 蛋白质结构基于序列的预测.溶解度 溶解度 溶解度 溶解度

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科学领域:

  • 结构生物学是结构生物学.
  • 计算生物学是一种计算生物学.
  • 生物化学 生化学

背景情况:

  • 在折叠的蛋白质中,氨基酸的位置 (表面与核心) 决定了环境相互作用.
  • 残留物可访问性对于蛋白质功能至关重要,例如酶活性,质,多重化,结合和免疫性.

研究的目的:

  • 开发一种新的基于序列的氨基酸可访问性预测器.
  • 通过可溶性预测,提供对蛋白质功能和残留物相关性的洞察.

主要方法:

  • 从三维蛋白质结构中提取特征.
  • 测试各种机器学习算法.
  • 使用长期短期记忆 (LSTM) 深度学习方法进行预测.

主要成果:

  • 在测试的算法中,LSTM深度学习方法显示出最佳性能.
  • 与最先进的预测器相比,开发的SolAcc工具在盲测试中表现出优异的性能.

结论:

  • SolAcc是一种新的,免费可用的工具,用于预测氨基酸可访问性.
  • 该工具基于序列数据提供准确的预测,有助于理解蛋白质结构功能关系.