HSSPPI:为PPI预测提供层次和空间顺序建模
Yuguang Li1, Zhen Tian1,2, Xiaofei Nan1
1School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou 450001, Henan, China.
Briefings in bioinformatics
|March 4, 2025
概括
我们开发了HSSPPI,这是一种用于预测蛋白质与蛋白质相互作用点 (PPI) 的新计算方法. 通过对蛋白质进行分层建模,并考虑空间和序列信息,HSSPPI显著提高了预测准确性.
科学领域:
- 计算生物学是一种计算生物学.
- 结构生物信息学 结构生物信息学
- 生物化学 生物化学
背景情况:
- 蛋白与蛋白相互作用 (PPI) 对生物功能至关重要.
- 准确预测PPI地点是具有挑战性的,实验方法是昂贵的.
- 现有的计算方法往往忽略了蛋白质的等级结构,仅考虑空间构造或主要序列.
研究的目的:
- 提出一种新的计算方法,HSSPPI,用于预测蛋白质-蛋白质相互作用地点.
- 通过结合层次和空间序列蛋白质建模来解决当前方法的局限性.
- 提高PPI站点预测的准确性和效率.
主要方法:
- 开发了HSSPPI,这是PPI预测的网络架构.
- 代表蛋白质作为等级图 (原子级和残留级).
- 设计了一个空间序列块,以从空间和序列数据中捕捉复杂的相互作用关系.
主要成果:
- 与现有模型相比,HSSPPI在基准数据集上表现优越.
- 层次蛋白质建模方法在PPI预测中被证明是有效的.
- 该模型通过整合空间和顺序信息,表现出强大的特征提取能力.
结论:
- HSSPPI提供了一种有效的方法来预测蛋白质与蛋白质相互作用的地点.
- 层次和空间顺序建模可以提高预测的准确性.
- 该方法为生物研究提供了有价值的计算工具.
更多相关视频
06:50Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
Published on: January 26, 2024
1.1K
07:08Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
Published on: July 14, 2015
7.2K
相关概念视频
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
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,...
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 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....
The primary structure of a protein is its amino acid sequence....
6.2K
Protein-Protein Interfaces
3.6K
3.6K
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...
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 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...
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
