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Heat Shock Response in CHO Mammalian Cells Is Controlled by a Nonlinear Stochastic Process

机译:CHO哺乳动物细胞的热激响应受非线性随机过程控制。

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摘要

In many biological systems, the interactions that describe the coupling between different units in a genetic network are nonlinear and stochastic. We study the interplay between stochasticity and nonlinearity using the responses of Chinese hamster ovary (CHO) mammalian cells to different temperature shocks. The experimental data show that the mean value response of a cell population can be described by a mathematical expression (empirical law) which is valid for a large range of heat shock conditions. A nonlinear stochastic theoretical model was developed that explains the empirical law for the mean response. Moreover, the theoretical model predicts a specific biological probability distribution of responses for a cell population. The prediction was experimentally confirmed by measurements at the single-cell level. The computational approach can be used to study other nonlinear stochastic biological phenomena.
机译:在许多生物系统中,描述遗传网络中不同单元之间耦合的相互作用是非线性的和随机的。我们使用中国仓鼠卵巢(CHO)哺乳动物细胞对不同温度冲击的响应,研究了随机性和非线性之间的相互作用。实验数据表明,可以通过数学表达式(经验定律)描述细胞群体的平均值响应,该数学表达式对大范围的热激条件有效。建立了非线性随机理论模型,该模型解释了平均响应的经验规律。此外,理论模型预测了细胞群体反应的特定生物学概率分布。通过在单细胞水平上的测量通过实验证实了这一预测。该计算方法可用于研究其他非线性随机生物学现象。

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