一个与糖溶解和葡萄糖生成相关的模型用于乳腺癌预后
1College of Artificial Intelligence, Taiyuan University of Technology, Jinzhong, China.
Cancer biomarkers : section A of Disease markers
|March 17, 2025
概括
这项研究开发了一种使用糖解和葡萄糖生成生物标志物的预测模型,以改善乳腺癌预后. 经过验证的模型有助于预测患者的生存率和指导向治疗.
科学领域:
- 在瘤学瘤学.
- 分子生物学分子生物学
- 生物信息学是一种生物信息学.
背景情况:
- 由于高发病率和死亡率,乳腺癌构成了重大的全球健康挑战.
- 生物标志物发现对于推进乳腺癌诊断,预后和向治疗策略至关重要.
研究的目的:
- 开发和验证与乳腺癌中糖解和葡萄糖生成途径相关的生物标志物模型.
- 为了确定预测患者生存的关键基因.
主要方法:
- 从932名乳腺癌患者 (TCGA) 的基因表达数据使用基因组变异分析 (GSVA) 进行了分析.
- 差异表达分析,Cox比例危险模型 (单变量和多变量) 和LASSO回归被用于识别预后基因.
- 使用基因表达综合 (GEO) 数据库进行了外部验证,并为生存预测构建了一个名谱.
主要成果:
- 一个与糖解和葡萄糖生成途径相关的强有力的风险评分模型已成功开发和验证.
- 构建的诺米图表在预测乳腺癌患者2年,3年和5年生存率方面表现出准确性.
- 该研究还探讨了这些已识别的生物标志物的泛癌相关性.
结论:
- 开发的生物标志物模型准确地预测了乳腺癌患者的预后.
- 这种预测工具为改善临床决策和个性化治疗方法提供了潜力.
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
Tumor Progression
6.2K
Tumor progression is a phenomenon where the pre-formed tumor acquires successive mutations to become clinically more aggressive and malignant. In the 1950s, Foulds first described the stepwise progression of cancer cells through successive stages.
Colon cancer is one of the best-documented examples of tumor progression. Early mutation in the APC gene in colon cells causes a small growth on the colon wall called a polyp. With time, this polyp grows into a benign, pre-cancerous tumor. Further...
Colon cancer is one of the best-documented examples of tumor progression. Early mutation in the APC gene in colon cells causes a small growth on the colon wall called a polyp. With time, this polyp grows into a benign, pre-cancerous tumor. Further...
6.2K
Glycolysis: Preparatory Phase
13.1K
In cellular metabolism (the complete breakdown of glucose to extract energy), glycolysis is the first step. Glycolysis takes place in the cytoplasm of both prokaryotic and eukaryotic cells. Glucose enters heterotrophic cells in two ways. One method is through secondary active transport, where the transport takes place against the glucose concentration gradient. The other mechanism uses a group of integral proteins called GLUT proteins, also known as glucose transporter proteins. These...
13.1K
mTOR Signaling and Cancer Progression
3.7K
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...
3.7K


