FoldPAthreader:使用来自已知的蛋白质宇宙的新型折叠力场模型预测蛋白质折叠路径
Kailong Zhao1, Pengxin Zhao1, Suhui Wang1
1College of Information Engineering, Zhejiang University of Technology, HangZhou, 310023, China.
Genome biology
|June 11, 2024
概括
FoldPAthreader使用从进化数据中获得的新型力场预测蛋白质折叠路径. 这种方法成功预测了70%的测试蛋白质的折叠路径,与实验发现保持一致.
科学领域:
- 计算生物学是一种计算生物学.
- 生物物理学的生物物理.
- 结构生物学是结构生物学.
背景情况:
- 深度学习已经推进了蛋白质结构的预测.
- 了解蛋白质折叠途径仍然是一个挑战.
- 预测蛋白质如何折叠对于理解它们的功能至关重要.
研究的目的:
- 开发一种用于预测蛋白质折叠路径的新方法.
- 利用进化关系来告知折叠预测.
- 为了指导对原生蛋白质状态的构造性采样.
主要方法:
- 开发了FoldPAthreader,一种蛋白质折叠路径预测方法.
- 通过探索蛋白质进化,创建了一个新的折叠力场模型.
- 使用由折叠力场指导的蒙特卡洛形状采样.
主要成果:
- FoldPAthreader成功地预测了70%的测试蛋白质的折叠路径.
- 预测的途径与生物实验数据一致.
- 该方法探讨了潜在的折叠中间材料.
结论:
- FoldPAthreader提供了一种有前途的方法来预测蛋白质折叠路径.
- 将进化信息集成到力场中可以提高折叠预测.
- 该方法有助于理解蛋白质折叠的物理过程.
相关概念视频
Molecular Chaperones and Protein Folding
17.9K
The native conformation of a protein is formed by interactions between the side chains of its constituent amino acids. When the amino acids cannot form these interactions, the protein cannot fold by itself and needs chaperones. Notably, chaperones do not relay any additional information required for the folding of polypeptides; the native conformation of a protein is determined solely by its amino acid sequence. Chaperones catalyze protein folding without being a part of the folded protein.
The...
The...
17.9K
Protein Folding Quality Check in the RER
3.7K
ER is the primary site for the maturation and folding of soluble and transmembrane secretory proteins. The calnexin cycle is a specific chaperone system that folds and assesses the confirmation of N-glycosylated proteins before they can exit the ER lumen. The primary players of this quality check pipeline are the lectins, ER-resident chaperones, and a glucosyl transferase enzyme. In case the calnexin system in the lumen fails to salvage a misfolded protein, it is transported to the cytoplasm...
3.7K
Protein Organization
6.4K
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....
6.4K
Amyloid Fibrils
9.5K
Amyloid fibrils are aggregates of misfolded proteins. Under most circumstances, misfolded proteins are either refolded by chaperone proteins or degraded by the proteasome. However, in the case of a mutation or a disease, these proteins can accumulate to form large clusters and often further assemble to form elongated fibers, called fibrils.
Amyloid deposits were observed as early as 1639 in the liver and the spleen. In 1854, Rudolph Virchow performed iodine staining,...
Amyloid deposits were observed as early as 1639 in the liver and the spleen. In 1854, Rudolph Virchow performed iodine staining,...
9.5K
Conservation of Protein Domains Over Different Proteins
10.8K
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...
10.8K
Protein and Protein Structure
79.4K
Proteins are one of the most abundant organic molecules in living systems and have the most diverse range of functions of all macromolecules. Proteins may be structural, regulatory, contractile, or protective. They may serve in transport, storage, or membranes; or they may be toxins or enzymes. Their structures, like their functions, vary greatly. They are all, however, amino acid polymers arranged in a linear sequence.
A protein's shape is critical to its function. For example, an enzyme...
A protein's shape is critical to its function. For example, an enzyme...
79.4K


