一个全原子蛋白生成模型
Alexander E Chu1,2, Jinho Kim2,3, Lucy Cheng4
1Biophysics Program, Stanford University, Stanford, CA 94305.
概括
这项研究介绍了Protpardelle,一种用于蛋白质设计的全原子扩散模型. 它可以同时生成蛋白质结构和序列,从而产生具有天然侧链特性的高质量蛋白质.
科学领域:
- 计算生物学 计算生物学
- 蛋白质工程是指蛋白质的工程.
- 人工智能在生物化学中的应用
背景情况:
- 蛋白质的功能是由化学相互作用驱动的,主要涉及侧链.
- 对这些相互作用的准确建模对于有效的蛋白质设计至关重要.
- 现有的生成模型在处理蛋白质的复杂多态性质方面面临挑战.
研究的目的:
- 为蛋白质结构和序列设计开发一个全原子生成模型.
- 为应对联合建模连续和离散蛋白质性质的挑战.
- 为了实现高准确度的新型蛋白质设计.
主要方法:
- 开发了Protpardelle,这是蛋白质结构的全原子扩散模型.
- 代表所有侧链状态同时作为一个"叠加"状态.
- 集成与序列设计方法,用于联合结构-序列代码设计.
主要成果:
- 生成的蛋白质表现出高质量,多样性和新性.
- 模拟的侧链准确地复制了天然蛋白质的化学特征和行为.
- 证明了成功的全原子蛋白质设计和功能性图案支架.
结论:
- Protpardelle提供了一种全原子蛋白质设计的新方法.
- 该模型有效地编码设计了蛋白质结构和序列.
- 这种方法促进了没有骨干和旋转器的功能性图案设计.
相关概念视频
Molecular Models
38.2K
Physical models representing molecular architectures of chemical compounds play essential roles in understanding chemistry. The use of molecular models makes it easier to visualize the structures and shapes of atoms and molecules.
38.2K
DNA as a Genetic Template
21.9K
Two structural features of the DNA molecule provide a basis for the mechanisms of heredity: the four nucleotide bases and its double-stranded nature. The Watson-Crick model of double-helical DNA structure, proposed in 1952, drew heavily upon the X-ray crystallography work of researchers Rosalind Franklin and Maurice Wilkins. Watson, Crick, and Wilkins jointly received the Nobel Prize in Physiology or Medicine for their work in 1962. Franklin was, controversially, excluded from the prize for...
21.9K
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 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
From DNA to Protein
18.3K
The flow of genetic information in cells from DNA to mRNA to protein is described by the central dogma, which states that genes specify the sequence of mRNAs, which in turn specify the sequence of amino acids making up all proteins. The decoding of one molecule to another is performed by specific proteins and RNAs. Because the information stored in DNA is so central to cellular function, it makes intuitive sense that the cell would make mRNA copies of this information for protein synthesis...
18.3K
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


