细胞癌的数学和机器学习模型:一篇评论
Dilruba Sofia1, Qilu Zhou1, Leili Shahriyari1
1Department of Mathematics and Statistics, University of Massachusetts Amherst, Amherst, MA 01003, USA.
Bioengineering (Basel, Switzerland)
|November 25, 2023
概括
本综述研究了细胞癌 (RCC),使用机器学习和机械模型来预测患者的结果,并了解瘤生物学. 整合这些方法可以优化治疗方法,并确定更好的患者存活率的目标.
科学领域:
- 在瘤学瘤学.
- 计算生物学 计算生物学
- 生物信息学是一种生物信息学.
背景情况:
- 细胞癌 (RCC) 是一种复杂的恶性瘤,具有多种不同的潜在生物机制.
- 了解瘤微环境相互作用和转移过程对于有效的RCC治疗至关重要.
研究的目的:
- 审查和分析细胞癌 (RCC) 的机械学和机器学习模型.
- 探索这些建模方法的整合,以改善治疗策略和目标识别.
主要方法:
- 机器学习模型利用基因表达和临床数据来预测结果.
- 机械模型研究RCC内的细胞和分子相互作用,专注于免疫细胞,细胞因子和转移.
主要成果:
- 洞察特征基因识别和瘤微环境中的敏感相互作用.
- 了解肺转移的发展和评估生存概率.
- 识别潜在的目标和治疗优化策略.
结论:
- 机器学习和机械模型都为RCC提供了有价值的见解.
- 整合这些互补的方法对改善RCC治疗患者的结果具有重大前景.
关键词:
检查点抑制剂检查点抑制剂微分方程 微分方程 微分方程基因签名 基因签名 基因签名机器学习是机器学习.数学建模的数学建模神经网络的神经网络的神经网络苏尼提尼布 (sunitinib) 的使用方法更多相关视频
相关概念视频
Adaptive Mechanisms in Cancer Cells
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,...
Mouse Models of Cancer Study
Mice have long served as models for studying human biology and pathology because of their phylogenetic and physiological similarity with humans. They are also easy to maintain and breed in the laboratory, and hence, many inbred strains are now available for research. Studies on mice have contributed immeasurably to our understanding of cancer biology.
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
Adaptive Mechanisms in Cancer Cells
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,...
Mouse Models of Cancer Study
Mice have long served as models for studying human biology and pathology because of their phylogenetic and physiological similarity with humans. They are also easy to maintain and breed in the laboratory, and hence, many inbred strains are now available for research. Studies on mice have contributed immeasurably to our understanding of cancer biology.
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...


