一种用于扰乱诱导的EMT转换的计算方法.
Daniel Ramirez1,2, David A Kessler3, Mingyang Lu1,2
1Department of Bioengineering, Northeastern University, Boston, MA, USA.
NPJ systems biology and applications
|November 13, 2025
概括
这项研究使用计算方法模拟了表皮细胞-介质细胞过渡 (EMT) 基因调节网络 (GRN). 它揭示了外部信号和转录噪声如何影响EMT启动,有助于预测癌症转移驱动因素.
科学领域:
- 细胞生物学 细胞生物学
- 系统生物学 系统生物学
- 计算生物学 计算生物学
背景情况:
- 表皮-介质细胞过渡 (EMT) 对于癌症的发展,愈合和转移至关重要.
- 基因调节网络 (GRNs) 控制EMT,涉及转录因子和微RNA.
- 响应外部刺激时启动EMT的机制仍然不完全理解.
研究的目的:
- 通过计算建模和模拟一个具有良好的特征的EMT GRN.
- 调查干扰对EMT启动的影响.
- 确定有效的EMT诱导信号的特征和转录噪声的作用.
主要方法:
- 基于布尔方程和普通微分方程 (ODE) 的建模的应用.
- 模拟一个26节点,100边的EMT GRN.
- 对单节点和双节点扰动的响应分析.
主要成果:
- 有效的EMT诱导信号的特征.
- 对转录噪声在EMT概率和时间上的放大作用的评估.
- 为EMT GRNs建立一个补充的建模框架.
结论:
- 该研究为理解EMT GRN动态提供了一个计算框架.
- 这种方法有助于预测EMT的驱动因素,并开发更准确的GRN模型.
- 这些发现适用于涉及GRNs的各种生物过程.
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