Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Protein Networks02:26

Protein Networks

3.9K
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,...
3.9K
Protein-protein Interfaces02:04

Protein-protein Interfaces

12.4K
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...
12.4K
Conserved Binding Sites01:49

Conserved Binding Sites

4.1K
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...
4.1K
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...
2.5K
Protein Complex Assembly02:41

Protein Complex Assembly

10.5K
Proteins can form homomeric complexes with another unit of the same protein or heteromeric complexes with different types.  Most protein complexes self-assemble spontaneously via ordered pathways, while some proteins need assembly factors that guide their proper assembly. Despite the crowded intracellular environment, proteins usually interact with their correct partners and form functional complexes.
Many viruses self-assemble into a fully functional unit using the infected host cell to...
10.5K
Protein Organization01:24

Protein Organization

6.2K
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....
6.2K

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

CryoFSL: an annotation-efficient, few-shot learning framework for robust protein particle picking in cryo-electron microscopy micrographs.

Briefings in bioinformatics·2026
Same author

On the state of protein function prediction: a report on the fourth CAFA challenge.

bioRxiv : the preprint server for biology·2026
Same author

Integrating protein and DNA embeddings for improving genome-wide transcription factor binding site prediction.

NAR genomics and bioinformatics·2026
Same author

Improving AlphaFold3 by Engineering MSA and Template Inputs.

bioRxiv : the preprint server for biology·2026
Same author

TomoSwin3D: a Swin3D Transformer for the Identification and Classification of Macromolecules in 3D Cryo-ET Tomograms.

bioRxiv : the preprint server for biology·2026
Same author

PreStoi allows accurate prediction of protein complex stoichiometry by integrating AlphaFold3 and template information.

Communications biology·2026

相关实验视频

Updated: May 27, 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

68.4K

估计蛋白质复杂模型准确度使用图形变换器和对对相似图形.

Jian Liu1, Pawan Neupane1, Jianlin Cheng1

  • 1Department of Electrical Engineering and Computer Science, NextGen Precision Health, University of Missouri, Columbia, 65211, MO, USA.

bioRxiv : the preprint server for biology
|February 20, 2025
PubMed
概括

一种新的图形转换器方法GATE准确地估计了蛋白质复杂结构质量. 它在预测和选择药物设计等应用的顶级结构模型方面优于现有方法.

科学领域:

  • 计算生物学 计算生物学
  • 结构生物信息学 结构生物信息学
  • 机器学习 机器学习

背景情况:

  • 精确估计蛋白质复杂结构质量对于下游应用,如蛋白质功能分析和药物设计至关重要.
  • 从AlphaFold2和AlphaFold3等方法生成的大池中选择可靠的结构模型仍然是结构生物信息学中的一个重大挑战.

研究的目的:

  • 开发一种新的方法,GATE (图形注意力变压器组合),用于预测蛋白质复杂结构模型的准确性.
  • 改进各种生物和计算应用的高质量结构模型的选择.

主要方法:

  • GATE利用运行在对式模型相似度图上的图形转换器来预测复杂的结构模型质量.
  • 该方法整合了单个模型的质量特征和多模型的几何相似性特征,以进行可靠的预测.
  • 它利用图形神经网络的力量来捕捉模型集中的复杂关系.

主要成果:

  • 在CASP15数据集中,GATE获得了最高的皮尔森相关性 (0.748) 和最低的排名损失 (0.1191).
  • 在CASP16盲人实验中,GATE表现强,在包括TM分数和Oligo-GDTTS在内的多个指标中排名高.
  • 具体来说,GATE在CASP16期间获得了Pearson相关性 (0.7076) 在每目标平均TM得分指标中的第一名.
关键词:
图形变压器 图形变压器质量评估模型质量评估模型双向相似度图的相似度图.蛋白质模型准确度估计的估计.

更多相关视频

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

7.2K
A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
07:35

A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports

Published on: October 13, 2023

1.6K

相关实验视频

Last Updated: May 27, 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

68.4K
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

7.2K
A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
07:35

A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports

Published on: October 13, 2023

1.6K

结论:

  • GATE提供了一种强大而准确的方法来估计蛋白质复杂结构模型的质量.
  • 该方法能够整合多样化的特征,提高了其在选择优质结构模型方面的性能.
  • GATE代表了蛋白质结构质量评估和模型选择领域的重大进步.