通过残留水平对齐,共同嵌入蛋白质结构和序列
Foster Birnbaum1, Saachi Jain2, Aleksander Madry2
1Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA and Computational and Systems Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA.
PRX life
|October 6, 2025
概括
科学家们开发了残留水平对齐 (RLA),这是一种连接蛋白质序列和结构的新方法. RLA有效地识别了潜在的蛋白质结合剂,加速了药物发现.
科学领域:
- 生物化学 生物化学
- 结构生物学 结构生物学
- 计算生物学 计算生物学
背景情况:
- 蛋白质的功能与其序列和结构密切相关.
- 蛋白质结构的实验性确定具有挑战性和耗时.
- 蛋白质序列是丰富的,但没有直接揭示生化功能.
研究的目的:
- 开发一种自我监督的方法来对准蛋白质序列和结构嵌入空间.
- 为了使蛋白质序列和结构之间的相似性测量.
- 应用高效粘合剂设计的方法.
主要方法:
- 拟议的残留物水平调整 (RLA),一个自我监督的目标.
- 将集成的序列和结构编码器集成到一个共享的潜空间中.
- 利用RLA嵌入来计算序列结构相似性得分.
主要成果:
- RLA成功地用空间信息丰富了序列编码器.
- RLA相似度得分有效地从设计集中识别出真正的结合物.
- RLA的性能与现有方法相提并论,但显著更快.
- 即使只有骨干结构信息,RLA也有效.
结论:
- RLA提供了一种强大的新工具,用于对准蛋白质序列和结构表示.
- 在粘合剂设计管道中,RLA显著加快了选过程.
- 该方法为识别潜在的蛋白质结合剂提供了更快,更有效的替代方法.
相关概念视频
Protein Organization
9.1K
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....
9.1K
Protein Organization
155.8K
Overview
155.8K
Conservation of Protein Domains Over Different Proteins
14.0K
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...
14.0K
Protein and Protein Structures
18.6K
18.6K
Protein Complexes with Interchangeable Parts
2.1K
2.1K
Protein Complexes with Interchangeable Parts
2.9K
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...
2.9K


