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相关概念视频

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...
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Protein-Protein Interfaces02:04

Protein-Protein Interfaces

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Protein Networks02:26

Protein Networks

4.0K
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,...
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Protein Complexes with Interchangeable Parts01:57

Protein Complexes with Interchangeable Parts

2.5K
Groups of proteins may form a complex where each protein in this complex has a different role in the overall execution of the complex’s function. Often some of the proteins in the complex can be replaced by a closely related variant to give a complex that contains many of the same components yet is functionally distinct.
The SCF ubiquitin ligase is a protein complex of five individual proteins. This complex attaches ubiquitin to other target proteins to mark them for degradation. In order...
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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
Protein and Protein Structures02:15

Protein and Protein Structures

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相关实验视频

Updated: Jul 2, 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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DIProT:基于深度学习的交互式工具包,用于高效和有效的蛋白质设计.

Jieling He1, Wenxu Wu1, Xiaowo Wang1

  • 1Ministry of Education Key Laboratory of Bioinformatics, Center for Synthetic and Systems Biology, Bioinformatics Division, Beijing National Research Center for Information Science and Technology, Department of Automation, Tsinghua University, Beijing, China.

Synthetic and systems biotechnology
|February 22, 2024
PubMed
概括
此摘要是机器生成的。

我们开发了DIProT,这是一个易于使用的蛋白质设计工具包. 它集成了用于逆折叠和结构预测的深度学习,使得高效的蛋白蛋白序列设计与人类反.

关键词:
计算式 蛋白质设计 蛋白质设计交互式设计工具包 交互式设计工具包非自行回归解码的解码方法蛋白质的反向折叠方式

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Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
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Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
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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

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

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Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
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Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
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科学领域:

  • 计算生物学 计算生物学
  • 蛋白质工程是指蛋白质的工程.
  • 生物信息学是一种生物信息学.

背景情况:

  • 对于设计新型蛋白质至关重要的蛋白质逆折叠问题仍然是一个重大挑战.
  • 现有的方法往往缺乏用户友好性和用于in-silico蛋白质设计的多种方法的整合.

研究的目的:

  • 介绍DIProT,一个集成数据驱动和知识驱动的蛋白质设计方法的交互式工具包.
  • 为in-silico蛋白质设计提供一个用户友好的平台,使评估和代改进成为可能.

主要方法:

  • DIProT使用非自回归的深度生成模型来解决反向折叠问题.
  • 该工具包集成了蛋白质结构预测模型,以促进设计序列的in-silico评估.
  • 它支持结合用户的先验知识和虚拟设计循环与人类反.

主要成果:

  • 反向折叠模型显示了对基准数据集 (TS50,CATH4.2) 的竞争性有效性和效率.
  • 在序列恢复和推断时间方面取得了有希望的结果.
  • 案例研究表明,DIProT在促进用户指导的蛋白质设计方面具有实用性.

结论:

  • DIProT为逆折叠问题提供了一个集成和交互式的解决方案.
  • 该工具包使用户能够有效和代地设计蛋白质序列.
  • DIProT通过结合生成模型和用户反来推进in-silico蛋白质设计领域.