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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...
12.5K
Tagging and Fusion Proteins01:24

Tagging and Fusion Proteins

6.6K
Proteins are involved in several cellular processes and biochemical reactions. Analyzing a specific protein of interest requires it to be isolated from the other proteins in the cell. This is achieved by overexpressing the specific gene in a suitable host to produce large quantities of the target protein. A tag or label is recombined with the gene to produce a fusion protein containing the target protein and the tag. The tags on these fusion proteins can then be used for easy detection and...
6.6K
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,...
4.0K
Protein Families02:47

Protein Families

15.4K
Protein families are groups of homologous proteins; that is, they have similarities in amino acid sequences and three-dimensional structures. Protein families usually occur because of gene duplication, where an additional copy of a gene is inserted into the genome of an organism.   Mutations that change the amino acids but still allow the protein to be properly synthesized, will lead to new protein family members.   If these new proteins contain similar amino acids in key...
15.4K
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

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相关实验视频

Updated: Jul 8, 2025

A Protocol for Computer-Based Protein Structure and Function Prediction
16:41

A Protocol for Computer-Based Protein Structure and Function Prediction

Published on: November 3, 2011

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蛋白NPT:通过非参数变压器改进蛋白质性质预测和设计.

Pascal Notin1, Debora S Marks2, Ruben Weitzman1

  • 1Computer Science, University of Oxford.

bioRxiv : the preprint server for biology
|December 18, 2023
PubMed
概括

蛋白质设计通过ProteinNPT进行了改进,这是一种新的计算方法,即使使用有限的数据,也在多属性优化方面表现出色. 这种蛋白质工程工具增强了健康预测和代设计,以获得更好的药物发现和材料.

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.
  • 机器学习用于科学.

背景情况:

  • 蛋白质设计在药物发现,材料科学和可持续性方面提供了巨大的潜力.
  • 计算型蛋白质工程面临诸如大设计空间,稀疏的功能数据和有限的标签等挑战,特别是在多属性优化方面.

研究的目的:

  • 介绍一下ProteinNPT,这是一个为蛋白质序列设计的非参数变压器模型.
  • 解决蛋白质工程中的标签稀缺性和多任务学习挑战.
  • 提高计算蛋白质设计的效率和准确性.

主要方法:

  • 开发了ProteinNPT,这是一个针对蛋白质序列数据量身定制的非参数变压器变体.
  • 实施了强大的交叉验证方案,用于监督的健康预测.
  • 重新实施和扩展现有的基线模型,整合各种蛋白质工程概念.

主要成果:

  • 在各种蛋白质性质预测任务中,蛋白质NPT始终优于所有重新实施和扩展的基线.
  • 在标签稀缺和多任务学习场景中表现出卓越的表现.
  • 通过广泛的in silico贝叶斯优化和条件采样实验验证实了代蛋白质设计的方法.

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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Author Spotlight: Impact of Intergenic Interactions on Disease-Identifying Dark Biomarkers
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Author Spotlight: Impact of Intergenic Interactions on Disease-Identifying Dark Biomarkers

Published on: March 1, 2024

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相关实验视频

Last Updated: Jul 8, 2025

A Protocol for Computer-Based Protein Structure and Function Prediction
16:41

A Protocol for Computer-Based Protein Structure and Function Prediction

Published on: November 3, 2011

68.7K
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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Author Spotlight: Impact of Intergenic Interactions on Disease-Identifying Dark Biomarkers
03:37

Author Spotlight: Impact of Intergenic Interactions on Disease-Identifying Dark Biomarkers

Published on: March 1, 2024

763

结论:

  • 蛋白NPT为标签稀缺和多任务蛋白质工程挑战提供了强大的解决方案.
  • 开发的方法显著推进了优化蛋白质功能和属性的计算方法.
  • 允许更高效和有效的蛋白质设计,用于各种科学和工业应用.