大型蛋白质数据库显示结构互补性和功能局部性
Paweł Szczerbiak1,2, Lukasz M Szydlowski1,2, Witold Wydmański2,3
1Sano Centre for Computational Medicine, Kraków, Poland.
Nature communications
|August 25, 2025
概括
研究人员从AlphaFold蛋白质结构数据库和微生物免疫项目绘制了蛋白质结构图. 他们发现不同但功能重叠的蛋白质空间, 揭示了共同的生物功能.
科学领域:
- 计算生物学
- 结构生物信息学
- 蛋白质科学
背景情况:
- 蛋白质结构预测的近期进展产生了众多的3D模型.
- 有效的计算方法对于分析大型蛋白质结构数据集至关重要.
- 像AlphaFold蛋白质结构数据库 (AFDB) 和微生物免疫项目 (MIP) 这样的数据库提供了有价值的结构信息.
研究的目的:
- 开发一个统一的蛋白质结构空间的低维表示.
- 从各种数据库中分析和可视化蛋白质集群的功能概况.
- 为探索蛋白质序列-结构-功能关系提供一个可访问的工具.
主要方法:
- 使用了AFDB和MIP的结构集群.
- 开发了蛋白质结构的凝聚性低维嵌入.
- 将功能注释映射到蛋白质结构空间.
- 创建了一个开放式的网络服务器用于数据探索.
主要成果:
- 虽然AFDB和MIP的蛋白质结构占据了不同的区域,但它们的功能特征有很大的重叠.
- 高级生物功能位于蛋白质空间的特定区域.
- 这项研究揭示了不同蛋白质数据源的共同功能.
- 证明了进一步生物发现的通用性.
结论:
- 开发的蛋白质结构表示方便理解序列-结构-功能关系.
- 这些发现突出了不同蛋白质数据集中的共同功能组织.
- 开放式访问的网络服务器能够解决有关分类学,环境和功能的新生物学问题.
相关概念视频
Protein Networks
4.1K
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,...
4.1K
Conserved Binding Sites
4.3K
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...
4.3K
Protein Organization
7.0K
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....
7.0K
Protein-protein Interfaces
13.2K
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...
13.2K
Conservation of Protein Domains Over Different Proteins
11.3K
Protein domains are small structurally independent units that are part of a single amino acid chain. Although these domains are often structurally independent, they may rely on synergistic effects to perform their functions as part of a larger protein. Protein domains may be conserved within the same organism, as well as across different organisms.
A limited set of protein domains often duplicate and recombine during evolution. These domains can be organized in different combinations to...
A limited set of protein domains often duplicate and recombine during evolution. These domains can be organized in different combinations to...
11.3K
Protein Families
15.7K
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...
15.7K


