蛋白质复合体模型准确度估计的最新进展和挑战
Fang Liang1, Meng Sun1, Lei Xie1
1College of Information Engineering, Zhejiang University of Technology, Hangzhou 310023, China.
概括
估计蛋白质复合物的准确性至关重要,因为单域预测是解决的. 本综述涵盖了评估复杂模型的指标和方法,解决了对模型精度 (EMA) 复杂估计的当前挑战.
科学领域:
- 计算生物学 计算生物学
- 结构生物学 结构生物学
- 生物信息学是一种生物信息学.
背景情况:
- 预测蛋白质结构对于理解生物功能至关重要.
- AlphaFold2在很大程度上解决了单域蛋白质结构预测.
- 焦点已经转移到评估蛋白质复杂结构的准确性.
研究的目的:
- 提供对模型精度 (EMA) 复杂估计的全面概述.
- 审查复杂的EMA的参考和统计指标.
- 讨论复杂的EMA中代表性的方法和当前的挑战.
主要方法:
- 关于蛋白质复合体精度估计的现有文献的审查.
- 将指标分类为四个方面:拓学全球分数,接口总分数,接口残留智能分数和三级残留智能分数.
- 分析当前的挑战和现场代表性的方法.
主要成果:
- 为复杂的EMA确定了关键指标和统计方法.
- 突出显示了评估蛋白质复杂模型的代表方法.
- 概述了当前复杂的EMA环境中的重大挑战.
结论:
- 对蛋白质复合体的模型精度的准确估计是越来越多的研究领域.
- 为了可靠的复杂EMA,需要标准化指标和强大的方法.
- 需要进行进一步的研究,以解决复杂的EMA中确定的挑战.
相关概念视频
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
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-protein Interfaces
12.5K
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...
12.5K
Protein Complex Assembly
10.6K
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...
Many viruses self-assemble into a fully functional unit using the infected host cell to...
10.6K
Improving Translational Accuracy
10.2K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
10.2K
Protein Complexes with Interchangeable Parts
1.8K
1.8K


