SL-scan使用代谢网络识别了癌症中的合成致命相互作用
Ehsan Zangene1, Sayed-Amir Marashi2, Hesam Montazeri3
1Department of Bioinformatics, Institute of Biochemistry and Biophysics, University of Tehran, Tehran, Iran.
Scientific reports
|September 22, 2023
概括
我们开发了SL-scan,这是一种用于识别针对性癌症治疗至关重要的合成致死性 (SL) 相互作用的计算管道. 通过将代谢网络建模与突变数据集成,SL-scan有效地预测SL对,优于现有的方法.
科学领域:
- 计算生物学 计算生物学
- 基因组学就是基因组学.
- 癌症治疗方法 癌症治疗方法
背景情况:
- 合成致死性 (SL) 是针对性癌症治疗的一个有前途的战略.
- 通过计算来确定临床显著的SL相互作用是具有挑战性的,因为大量的基因组合.
研究的目的:
- 开发和验证SL扫描管道,以发现合成致命相互作用.
- 改进针对癌症治疗的SL对的预测.
主要方法:
- 使用代谢网络建模和流量平衡分析 (FBA) 开发了SL-scan管道.
- 综合模拟FBA淘汰分数与跨癌症细胞系的突变数据.
- 评估了SL-scan与CRISPR,shRNA和PRISM数据集的预测.
主要成果:
- SL扫描管道成功预测了假定的SL相互作用.
- 与现有的基于代谢网络的方法相比,SL-scan在识别各种癌症中的SL对方面表现优异.
- 多个数据源的整合,特别是突变数据,对于准确的SL对识别至关重要.
结论:
- SL扫描管道为发现合成致命相互作用提供了一种有效的计算方法.
- 这种方法增强了新型精确癌症治疗的潜在点的识别.
- 研究结果强调了整合多样化的数据集对于推进有针对性的癌症治疗策略的重要性.
相关概念视频
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
Combination Therapies and Personalized Medicine
4.9K
Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
4.9K
Interactions Between Signaling Pathways
6.3K
Signaling cascades usually lack linearity. Multiple pathways interact and regulate one another, allowing cells to integrate and respond to diverse environmental stimuli.
Convergence and divergence, and cross-talk between signaling pathways
Two distinct signaling pathways can converge on a single functional unit, which may either be a single protein or a complex of proteins. The response is either functionally distinct or synergistic between the two pathways but different from the response...
Convergence and divergence, and cross-talk between signaling pathways
Two distinct signaling pathways can converge on a single functional unit, which may either be a single protein or a complex of proteins. The response is either functionally distinct or synergistic between the two pathways but different from the response...
6.3K
Electron Transport Chain: Complex I and II
14.3K
The mitochondrial electron transport chain (ETC) is the main energy generation system in the eukaryotic cells. However, mitochondria also produce cytotoxic reactive oxygen species (ROS) due to the large electron flow during oxidative phosphorylation. While Complex I is one of the primary sources of superoxide radicals, ROS production by Complex II is uncommon and may only be observed in cancer cells with mutated complexes.
ROS generation is regulated and maintained at moderate levels necessary...
ROS generation is regulated and maintained at moderate levels necessary...
14.3K
Targeted Cancer Therapies
7.7K
The targeted cancer therapies, also known as “molecular targeted therapies,” take advantage of the molecular and genetic differences between the cancer cells and the normal cells. It needs a thorough understanding of the cancer cells to develop drugs that can target specific molecular aspects that drive the growth, progression, and spread of cancer cells without affecting the growth and survival of other normal cells in the body.
There are several types of targeted therapies against...
There are several types of targeted therapies against...
7.7K
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


