Nandi Shubhendu, Ghosh Anandamohan
Indian Institute of Science Education and Research Kolkata Mohanpur 741246, India.
Phys Biol. 2015 Feb 11;12(1):016015. doi: 10.1088/1478-3975/12/1/016015.
Transcription is the first step in the process of gene regulation that controls cell response to varying environmental conditions. Transcription is a stochastic process, involving synthesis and degradation of mRNAs, that can be modeled as a birth-death process. We consider a generic stochastic model, where the fluctuating environment is encoded in the time-dependent reaction rates. We obtain an exact analytical expression for the mRNA probability distribution and are able to analyze the response for arbitrary time-dependent protocols. Our analytical results and stochastic simulations confirm that the transcriptional machinery primarily act as a low-pass filter. We also show that depending on the system parameters, the mRNA levels in a cell population can show synchronous/asynchronous fluctuations and can deviate from Poisson statistics.
转录是基因调控过程的第一步,该过程控制细胞对不同环境条件的反应。转录是一个随机过程,涉及mRNA的合成和降解,可将其建模为生死过程。我们考虑一个通用的随机模型,其中波动的环境由随时间变化的反应速率编码。我们获得了mRNA概率分布的精确解析表达式,并能够分析任意随时间变化的协议的响应。我们的分析结果和随机模拟证实,转录机制主要起低通滤波器的作用。我们还表明,根据系统参数,细胞群体中的mRNA水平可以显示同步/异步波动,并且可以偏离泊松统计。