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相关概念视频

Protein Organization01:24

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....
6.5K
Conserved Binding Sites01:49

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...
4.2K
Protein and Protein Structure02:15

Protein and Protein Structure

79.5K
Proteins are one of the most abundant organic molecules in living systems and have the most diverse range of functions of all macromolecules. Proteins may be structural, regulatory, contractile, or protective. They may serve in transport, storage, or membranes; or they may be toxins or enzymes. Their structures, like their functions, vary greatly. They are all, however, amino acid polymers arranged in a linear sequence.
A protein's shape is critical to its function. For example, an enzyme...
79.5K
Protein Folding01:25

Protein Folding

8.0K
Proteins are chains of amino acids linked together by peptide bonds. Upon synthesis, a protein folds into a three-dimensional conformation, critical to its biological function. Interactions between its constituent amino acids guide protein folding, and hence the protein structure is primarily dependent on its amino acid sequence.
Protein Structure Is Critical to Its Biological Function
Proteins perform a wide range of biological functions such as catalyzing chemical reactions, providing...
8.0K
Protein-protein Interfaces02:04

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
Ligand Binding Sites02:40

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...
12.8K

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相关实验视频

Updated: Jul 2, 2025

Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
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Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions

Published on: January 26, 2024

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使用基于结构的残留偏好的蛋白质设计.

David Ding1, Ada Y Shaw2, Sam Sinai3

  • 1Innovative Genomics Institute, University of California, Berkeley, CA, 94720, USA. davidding@berkeley.edu.

Nature communications
|February 22, 2024
PubMed
概括
此摘要是机器生成的。

个人氨基酸偏好,而不是复杂的相互作用,预测蛋白质功能. 这一发现简化了蛋白质的设计,使得用最小的数据进行准确的预测.

更多相关视频

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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Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
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相关实验视频

Last Updated: Jul 2, 2025

Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
06:50

Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions

Published on: January 26, 2024

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Protein WISDOM: A Workbench for In silico De novo Design of BioMolecules
10:58

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

Published on: July 25, 2013

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Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
07:08

Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues

Published on: July 14, 2015

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科学领域:

  • 蛋白质的设计 蛋白质的设计
  • 计算生物学是一种计算生物学.
  • 生物物理学的生物物理.

背景情况:

  • 现代蛋白质设计利用了大型神经网络,但关键的残留依赖性仍然不清楚.
  • 了解这些依赖关系是预测蛋白质功能和指导设计工作的关键.

研究的目的:

  • 确定独立于突变相互作用的个体氨基酸偏好是否可以预测组合突变效应.
  • 开发一种基于局部结构背景的计算效率高的方法来预测基因突变效应.

主要方法:

  • 分析了8个不同的数据集,以量化单一残留偏好的预测能力.
  • 开发CovES (结构的组合变异效应),一种利用当地结构背景的无监督方法.
  • 与无模型和复杂的计算方法对比 CoVES 的性能.

主要成果:

  • 单个氨基酸偏好解释了数据集中的组合突变效应的很大一部分 (R2 ~ 78-98%).
  • 通过有限的数据 (Pearson r > 0.80) 实现了持久变体效应的准确预测.
  • 与无模型方法相比,CovES表现优越,与复杂模型相比,结果可比.

结论:

  • 个人残留偏好是蛋白质功能的强有力的预测因素,简化了复杂的突变效应预测.
  • CoVES为识别功能性蛋白质突变提供了一种有效且可计算的替代方案.
  • 这些发现为蛋白质设计和工程提供了更简单的方法.