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一种多层次的形式主义,以建模表皮层-介质细胞可塑性中的混合E / M表型
Kishore Hari1, Shubham Tripathi2, Vaibhav Anand3
1Center for Theoretical Biological Physics and Department of Physics, Northeastern University, Boston.
Biophysical journal
|November 22, 2025
概括
一个新的多层模型捕捉了混合上皮层-介质细胞可塑性状态,揭示了更稳定和异质的细胞表型,这对癌症转移和集体迁移至关重要.
科学领域:
- 细胞生物学 细胞生物学
- 计算生物学 计算生物学
- 癌症研究 癌症研究
背景情况:
- 表皮-介质细胞可塑性 (EMP) 允许细胞在表皮 (E) 和介质细胞 (M) 状态之间过渡,包括混合的E/M表型.
- 混合的EM状态与关键的癌症转移过程有关,如启动,茎状,耐药性和集体迁移.
- 基因调节网络的传统布尔模型将基因表达简化为二进制状态,限制它们代表混合型表型的能力.
研究的目的:
- 开发一种经过修改的布尔模型,能够代表混合E/M表型的中间基因表达水平.
- 通过一种新的多层次建模方法,研究混合 E/M 状态的动态和稳定性.
- 在癌症转移的背景下,探索这些混合状态的异质性和可塑性.
主要方法:
- 修改了基于值的布尔形式主义,以纳入多层次基因表达.
- 开发和分析了一种新的多层次基因调控网络模型,用于EMP.
- 在多层模型中比较混合状态的动态和稳定性与经典布尔模型.
主要成果:
- 多层模型确定了具有部分上皮和介质细胞基因表达的新型混合稳定状态.
- 与传统的布尔模型相比,这些混合状态表现出较低的"丧"和更高的稳定性.
- 多层混合状态更异质,更有塑性,表现出增强的混合到混合的可塑性,这与转移中的持续集体迁移有关.
结论:
- 一个最小复杂的多层布尔模型可以揭示基因调节网络的隐藏的定性特征,这些网络控制着表型可塑性.
- 这种方法增强了对混合EM状态及其在癌症转移中的作用的理解.
- 这些发现表明,结合中间表达水平对于准确建模EMP等复杂细胞过程至关重要.
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