基于机器学习的抗体和抗原之间的相互作用的结构分析
Grace Zhang1, Zhaoqian Su2, Tom Zhang3
1Staples High School, 70 North Avenue, Westport, CT 06880.
bioRxiv : the preprint server for biology
|December 18, 2023
概括
一个新的深度学习模型准确地识别了抗体-抗原相互作用,并将其与其他蛋白质复合体区分开来. 这一进展有助于理解幽默免疫和治疗抗体设计.
科学领域:
- 免疫学 免疫学 免疫学
- 计算生物学 计算生物学
- 人工智能的人工智能
背景情况:
- 了解抗体-抗原相互作用对于幽默免疫和治疗发展至关重要.
- 人工智能 (AI) 已经推进了蛋白质相互作用预测和结构建模.
- 鉴定抗体的特定抗原结合部位仍然是一个重大挑战.
结论:
- 这项研究验证了抗体-抗原识别的精度.
- 这些发现为更好地预测特定抗体-抗原合作伙伴关系铺平了道路.
- 这项研究支持了基于抗体的治疗和诊断方面的进展.
相关概念视频
Antibody Structure
60.2K
Overview
Antibodies, also known as immunoglobulins (Ig), are essential players of the adaptive immune system. These antigen-binding proteins are produced by B cells and make up 20 percent of the total blood plasma by weight. In mammals, antibodies fall into five different classes, which each elicits a different biological response upon antigen binding.
The Y-Shaped Structure of Antibodies Consists of Four Polypeptide Chains
Antibodies consist of four polypeptide chains: two identical heavy...
Antibodies, also known as immunoglobulins (Ig), are essential players of the adaptive immune system. These antigen-binding proteins are produced by B cells and make up 20 percent of the total blood plasma by weight. In mammals, antibodies fall into five different classes, which each elicits a different biological response upon antigen binding.
The Y-Shaped Structure of Antibodies Consists of Four Polypeptide Chains
Antibodies consist of four polypeptide chains: two identical heavy...
60.2K
Antibody Structure and Classes
919
Antibodies, also known as immunoglobulins, are produced by B cells in response to foreign substances, such as bacteria and viruses. These proteins are critical for recognizing and neutralizing these substances, protecting the body from potential harm.
The basic structure of an antibody consists of four protein chains: two identical heavy chains and two identical light chains. These chains are held together by disulfide bonds and other non-covalent interactions, forming a Y-shaped structure.
The basic structure of an antibody consists of four protein chains: two identical heavy chains and two identical light chains. These chains are held together by disulfide bonds and other non-covalent interactions, forming a Y-shaped structure.
919
Affinity and Avidity
36.1K
Overview
36.1K
Antibody Actions
1.1K
Antibodies, or immunoglobulins, are critical players in the immune system's arsenal against invading pathogens. Produced by B cells and plasma cells, their primary role is to detect and bind to specific antigens, molecules found on the surface of pathogens like bacteria or viruses. Beyond antigen recognition, antibodies perform several vital functions that contribute to immune defense.
Neutralization
Antibodies can bind to pathogens, preventing them from infecting host cells. This process...
Neutralization
Antibodies can bind to pathogens, preventing them from infecting host cells. This process...
1.1K
Cross-reactivity
31.1K
Overview
31.1K
Protein Networks
4.0K
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,...
4.0K


