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半乳糖涨落诱导下酵母Gal4表达动力学分析

Kinetic analysis of Gal4 expression in yeast induced by galactose fluctuation

  • 摘要: 针对半乳糖丰度水平的涨落能直接或间接调控酵母表型问题,需解码多尺度噪声介导Gal4基因耦合正负反馈环路的表达调控机制。通过引入多源色噪声,构建等价Fokker−Planck方程,计算出稳态概率分布函数、平均首通时间的近似表达式,分析相关动力学指标,进而揭示系统的动力学行为,最后定义敏感函数,从系统论的观点评估各个调控源的影响。结果表明:半乳糖丰度水平能直接调节Gal4基因表达系统的随机分岔;在色噪声诱导下,噪声强度及其自相关时间的变化会引起概率分布函数峰的结构、状态切换时间等发生改变,且乘性噪声对系统的影响大于加性噪声的影响。

     

    Abstract: Aimed at the problem that the abundance level fluctuations of galactose affect the yeast phenotypes directly or indirectly, it is necessary to decode the regulation mechanism of the multi-scale noise mediated Gal4 gene coupling positive and negative feedback loops. In the report, the multi-source colored noise was introduced, an equivalent Fokker-Planck equation was constructed, the steady state probability distribution function and the mean first passage time was calculated, the relevant dynamic indicators were analyzed to reveal the system’s dynamic behavior, a sensitivity function was defined to evaluate the influence of each regulatory source from the perspective of systems theory. The results indicated that the galactose abundance level can directly modulate the stochastic bifurcation of the Gal4 gene expression system, and under the induction of colored noise, the changes of noise intensity and its autocorrelation time alter the peak structure of the probability distribution function and state-switching time, and the effects of multiplicative noise on the system was greater than that of additive noise.

     

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