低氧癌细胞代谢和人工智能的转录调节
Luana Schito1, Sergio Rey-Keim1
1School of Medicine, University College Dublin, Belfield, Dublin 4, D04 C7X2, Ireland; UCD Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, Dublin 4, D04 C7X2, Ireland.
Trends in cancer
|October 31, 2024
概括
缺氧瘤微环境依赖氧感应转录因子 (O2R-TFs) 来适应癌细胞代谢. 新兴的人工智能 (AI) 工具可以帮助研究这些O2R-TF关系.
科学领域:
- 分子生物学分子生物学
- 癌症研究 癌症研究
- 生物信息学是一种生物信息学.
背景情况:
- 缺氧瘤中的基因表达受氧响应转录因子 (O2R-TFs) 的控制.
- 这些O2R-TFs根据可用性来调节癌细胞的氧气消耗.
- 了解这些机制对于癌症治疗至关重要.
研究的目的:
- 审查与癌症有关的关键O2R-TFs.
- 探索人工智能 (AI) 在研究O2R-TF相互作用中的应用.
- 了解癌细胞对低氧的代谢适应.
主要方法:
- 对O2R-TFs的文献综述.
- 讨论基于人工智能的方法来分析O2R-TF关系.
- 专注于癌细胞的代谢适应.
主要成果:
- 确定了关键的O2R-TF调节缺氧中的代谢需求.
- 突出了AI在剖析复杂O2R-TF网络中的潜力.
- 提供了有关癌细胞适应策略的见解.
结论:
- 在低氧条件下,O2R-TFs对癌细胞存活至关重要.
- 人工智能为研究O2R-TF函数提供了新的途径.
- 结合人工智能的进一步研究可以推进癌症治疗策略.
相关概念视频
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
Epigenetic Regulation
3.0K
Epigenetic changes alter the physical structure of the DNA without changing the genetic sequence and often regulate whether genes are turned on or off. This regulation ensures that each cell produces only proteins necessary for its function. For example, proteins that promote bone growth are not produced in muscle cells. Epigenetic mechanisms play an essential role in healthy development. Conversely, precisely regulated epigenetic mechanisms are disrupted in diseases like cancer.
X-chromosome...
X-chromosome...
3.0K
Regulation of Angiogenesis and Blood Supply
2.5K
Rapidly dividing tumors, embryos, and wounded tissues require more oxygen than usual, lowering the oxygen concentration in the blood. At low oxygen or hypoxic conditions, an oxygen-sensitive transcription factor called the hypoxia-inducible factor 1 or HIF1 is activated. HIF1 is a dimeric protein of alpha (ɑ) and beta (β) subunits. Under optimal oxygen conditions, HIF1β is present in the nucleus while HIF1ɑ remains in the cytosol. HIF1ɑ is hydroxylated by prolyl...
2.5K
Cancer Therapies
7.6K
Cancer therapies are various modes of treatment, such as surgery, radiation therapy, and chemotherapy that are administered to cancer patients.
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
7.6K
Cell Specific Gene Expression
13.5K
Multicellular organisms contain a variety of structurally and functionally distinct cell types, but the DNA in all the cells originated from the same parent cells. The differences in the cells can be attributed to the differential gene expression. Liver cells, whose functions include detoxification of blood, production of bile to metabolize fats, and synthesis of proteins essential for metabolism, must express a specific set of genes to perform their functions. Gene expression also varies with...
13.5K
lncRNA - Long Non-coding RNAs
8.5K
In humans, more than 80% of the genome gets transcribed. However, only around 2% of the genome codes for proteins. The remaining part produces non-coding RNAs which includes ribosomal RNAs, transfer RNAs, telomerase RNAs, and regulatory RNAs, among other types. A large number of regulatory non-coding RNAs have been classified into two groups depending upon their length – small non-coding RNAs, such as microRNA, which are less than 200 nucleotides in length, and long non-coding RNA...
8.5K


