在GPCR激活研究中利用人工智能:计算预测方法作为知识的关键驱动力
Ana B Caniceiro1,2, Urszula Orzeł1,2,3, Nícia Rosário-Ferreira2,4
1Department of Life Sciences, University of Coimbra, Coimbra, Portugal.
Methods in molecular biology (Clifton, N.J.)
|November 14, 2024
概括
人工智能 (AI) 算法通过分析结构数据来预测G蛋白合受体 (GPCRs) 激活状态. 这促进了对GPCR动态的理解,并有助于新疗法的药物开发.
科学领域:
- 生物化学 生物化学
- 药理学 药理学是指药理学的学科.
- 计算生物学 计算生物学
背景情况:
- G蛋白结合受体 (GPCRs) 对于细胞信号传递至关重要,是主要的药物标.
- 了解GPCR激活状态对于药物发现和开发至关重要.
研究的目的:
- 探索用于预测GPCR激活状态的算法.
- 检查这些预测对药物的影响.
- 突出人工智能 (AI) 在GPCR研究中的作用.
主要方法:
- 利用计算策略来分析各种结构数据.
- 利用来自蛋白质数据库和分子动态模拟的数据.
- 采用基于联体的方法来预测激活状态.
主要成果:
- 人工智能集成增强了对GPCR动态性质的理解.
- 计算方法成功地预测了GPCR激活状态.
- 在推进制药研究方面展示了人工智能的潜力.
结论:
- 人工智能对于揭示GPCR激活和失活动态至关重要.
- 预测算法为治疗剂开发提供了新的途径.
- 人工智能驱动的洞察力加快了对新和改进的候选药物的搜索.
更多相关视频
相关概念视频
Transducer Mechanism: G Protein–Coupled Receptors
1.9K
G Protein–Coupled Receptors (GPCRs) are membrane-bound receptors that transiently associate with heterotrimeric G proteins and induce an appropriate response to various stimuli. GPCRs regulate critical physiological pathways and are excellent drug targets for treating diseases such as diabetes, cancer, obesity, depression, or Alzheimer's. Nearly 35% of approved drugs implement their therapeutic effects by selectively interacting with specific GPCRs.
GPCRs are also called heptahelical,...
GPCRs are also called heptahelical,...
1.9K
G Protein-coupled Receptors
11.4K
G Protein-Coupled Receptors or GPCRs are membrane-bound receptors that transiently associate with heterotrimeric G proteins and induce an appropriate response to sensory stimuli such as light, odors, hormones, cytokines, or neurotransmitters.
GPCRs are also called heptahelical, 7TM, or serpentine receptors, and consist of seven (H1-H7) transmembrane alpha-helices that span the bilayer to form a cylindrical core. The transmembrane helices are connected by three extracellular loops and three...
GPCRs are also called heptahelical, 7TM, or serpentine receptors, and consist of seven (H1-H7) transmembrane alpha-helices that span the bilayer to form a cylindrical core. The transmembrane helices are connected by three extracellular loops and three...
11.4K
G-protein Coupled Receptors
116.6K
G-protein coupled receptors are ligand binding receptors that indirectly affect changes in the cell. The actual receptor is a single polypeptide that transverses the cell membrane seven times creating intracellular and extracellular loops. The extracellular loops create a ligand specific pocket which binds to neurotransmitters or hormones. The intracellular loops holds onto the G-protein.
116.6K
GPCR Desensitization
5.8K
G protein-coupled receptor (GPCR) signaling plays a crucial role in cell functioning. GPCR desensitization is an equally essential process. It allows cells to respond to changing environments and regain sensitivity to new stimuli while preventing unnecessary stimulation when no longer needed. Prolonged exposure to stimuli leads to GPCR desensitization. It involves blocking the receptors from binding and activating additional G proteins. This inhibits activation of downstream effectors, thereby...
5.8K


