在复杂的生化网络中从静止测量中确定相互作用的方向性
1National Research Council of Canada, NRC-Fields Mathematical Sciences Collaboration Centre, 222 College st., Toronto, ON, M5T 3J1, Canada. Nava.Leibovich@nrc-cnrc.gc.ca.
Scientific reports
|January 23, 2025
概括
我们开发了一种新的方法来确定复杂系统中分子相互作用的方向,仅使用分子丰度的快照. 这种方法有助于在稳定态动态中推断因果关系.
科学领域:
- 系统生物学 系统生物学
- 网络科学 网络科学
- 计算生物学是一种计算生物学.
背景情况:
- 了解复杂系统中的相互作用对于科学发现至关重要.
- 当前的方法经常揭示网络拓,但难以推断相互作用方向性,特别是从稳定状态数据.
- 从观测数据推断因果关系仍然是一个重大挑战.
研究的目的:
- 引入一种新的计算方法,用于推断分子网络内的定向相互作用.
- 为了从分子丰度的静态快照中得出因果推断.
- 在各种系统和数据条件下评估方法的稳定性.
主要方法:
- 开发了一种计算方法,从单个分子丰度的快照中推断相互作用方向性.
- 利用分子水平及其变异性的统计分析.
- 模拟各种系统属性和数据缺陷 (采样,测量错误).
主要成果:
- 拟议的方法成功地推断了模拟复杂系统中的反应速度和方向性.
- 该方法在不同的系统属性和数据质量级别中显示出有效性.
- 即使有噪音和分子数据的变化,也可以取得成功的推断.
结论:
- 该方法为从静态数据中发现分子网络中的因果关系提供了强大的工具.
- 它克服了现有方法在确定相互作用方向性的局限性.
- 该方法在系统生物学和相关领域具有广泛的适用性,用于推进因果推理.
相关概念视频
Multi-Step Reactions
7.2K
Chemical reactions often occur in a stepwise fashion involving two or more distinct reactions taking place in a sequence. A balanced equation indicates the reacting species and the product species, but it reveals no details about how the reaction occurs at the molecular level. The reaction mechanism (or reaction path) provides details regarding the precise, step-by-step process by which a reaction occurs. Each of the steps in a reaction mechanism is called an elementary reaction. These...
7.2K
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
Allosteric Regulation
57.5K
Allosteric regulation of enzymes occurs when the binding of an effector molecule to a site that is different from the active site causes a change in the enzymatic activity. This alternate site is called an allosteric site, and an enzyme can contain more than one of these sites. Allosteric regulation can either be positive or negative, resulting in an increase or decrease in enzyme activity. Most enzymes that display allosteric regulation are metabolic enzymes involved in the degradation or...
57.5K
Cooperative Allosteric Transitions
7.8K
Cooperative allosteric transitions can occur in multimeric proteins, where each subunit of the protein has its own ligand-binding site. When a ligand binds to any of these subunits, it triggers a conformational change that affects the binding sites in the other subunits; this can change the affinity of the other sites for their respective ligands. The ability of the protein to change the shape of its binding site is attributed to the presence of a mix of flexible and stable segments in the...
7.8K
Protein Dynamics in Living Cells
2.1K
Different fluorescence-based techniques are used to study the protein dynamics in living cells. These techniques include FRAP, FRET, and PET.
Fluorescent recovery after photobleaching (FRAP) is a fluorescent-protein-based detection technique used to quantify protein movement rates within the cell. This method exposes a small portion of the cell to an intense laser beam. The laser beam causes permanent photobleaching of the fluorophore-tagged proteins in the exposed region. As the bleached...
Fluorescent recovery after photobleaching (FRAP) is a fluorescent-protein-based detection technique used to quantify protein movement rates within the cell. This method exposes a small portion of the cell to an intense laser beam. The laser beam causes permanent photobleaching of the fluorophore-tagged proteins in the exposed region. As the bleached...
2.1K


