在癌症网络中识别关键基因,使用持久的同质性
Rodrigo Henrique Ramos1,2, Yago Augusto Bardelotte3, Cynthia de Oliveira Lage Ferreira3
1University of São Paulo, ICMC, São Carlos, 13566-590, Brazil. ramos@ifsp.edu.br.
Scientific reports
|January 21, 2025
概括
识别驱动基因是癌症治疗的关键. 这项研究使用持久同源性来发现癌症基因,而不是乘客基因,影响高阶网络结构,改善驱动基因发现.
科学领域:
- 计算生物学 计算生物学
- 网络科学 网络科学
- 癌症基因组学 癌症基因组学
背景情况:
- 识别驱动基因对于理解癌症和开发向疗法至关重要.
- 传统的网络科学方法可能会忽略癌症网络中的复杂,高维基因相互作用.
研究的目的:
- 提出一种新的方法,使用持久同质学来分析癌症共识网络内的更高阶结构中的驱动基因作用.
- 通过检查它们对拓空隙的影响来区分驾驶基因和乘客基因.
主要方法:
- 应用性持久性同质性与癌症共识网络来源于关键细胞路径 (DNA修复,染色体组织,编程细胞死亡).
- 六种癌症类型的综合突变数据.
- 评估了基因删除对拓空隙的影响 (结构).
主要成果:
- 只有已知的驱动基因和与癌症相关的基因显著影响了拓空隙.
- 乘客基因对这些高阶结构没有影响.
- 将拓分析与中心性测量相结合,提高了驱动基因识别的精度.
结论:
- 癌症基因在高阶网络结构中发挥着重要作用,超越了对对相互作用.
- 这种高阶拓分析提供了一种新的方法来区分驾驶员和与癌症相关的基因与乘客基因.
- 该方法提高了针对癌症向治疗的驱动基因发现的精度.
相关概念视频
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
Cancer-Critical Genes II: Tumor Suppressor Genes
7.3K
Genes usually encode proteins necessary for the proper functioning of a healthy cell. Mutations can often cause changes to the gene expression pattern, thereby altering the phenotype.
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
7.3K
Cancer-Critical Genes I: Proto-oncogenes
8.7K
Genes usually encode proteins necessary for the proper functioning of a healthy cell. Mutations can often cause changes to the gene expression pattern, thereby altering the phenotype.
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
8.7K
Adaptive Mechanisms in Cancer Cells
5.7K
Cancer cells accumulate genetic changes at an abnormally rapid rate due to the defects in the DNA repair mechanisms. From an evolutionary perspective, such genetic instability is advantageous for cancer development. Mutant cell lines accumulate a series of beneficial mutations that contribute to their progression into cancer.
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...
5.7K
mTOR Signaling and Cancer Progression
3.8K
The mammalian target of rapamycin or mTOR protein was discovered in 1994 due to its direct interaction with rapamycin. The protein gets its name from a yeast homolog called TOR. The mTOR protein complex in mammalian cells plays a major role in balancing anabolic processes such as the synthesis of proteins, lipids, and nucleotides and catabolic processes, such as autophagy in response to environmental cues, such as availability of nutrients and growth factors.
The mTOR pathway or the...
The mTOR pathway or the...
3.8K
Cancers Originate from Somatic Mutations in a Single Cell
11.8K
Cancer arises from mutations in the critical genes that allow healthy cells to escape cell cycle regulation and acquire the ability to proliferate indefinitely. Though originating from a single mutation event in one of the originator cells, cancer progresses when the mutant cell lines continue to gain more and more mutations, and finally, become malignant. For example, chronic myelogenous leukemia (CML) develops initially as a non-lethal increase in white blood cells, which progressively...
11.8K


