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Stochastic Simulation of Delay-Induced Circadian Rhythms in Drosophila

机译:果蝇延迟诱发的昼夜节律的随机模拟

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摘要

Circadian rhythms are ubiquitous in all eukaryotes and some prokaryotes. Several computational models with or without time delays have been developed for circadian rhythms. Exact stochastic simulations have been carried out for several models without time delays, but no exact stochastic simulation has been done for models with delays. In this paper, we proposed a detailed and a reduced stochastic model with delays for circadian rhythms in Drosophila based on two deterministic models of Smolen et al. and employed exact stochastic simulation to simulate circadian oscillations. Our simulations showed that both models can produce sustained oscillations and that the oscillation is robust to noise in the sense that there is very little variability in oscillation period although there are significant random fluctuations in oscillation peeks. Moreover, although average time delays are essential to simulation of oscillation, random changes in time delays within certain range around fixed average time delay cause little variability in the oscillation period. Our simulation results also showed that both models are robust to parameter variations and that oscillation can be entrained by light/dark circles. Our simulations further demonstrated that within a reasonable range around the experimental result, the rates that dclock and per promoters switch back and forth between activated and repressed sites have little impact on oscillation period.
机译:昼夜节律在所有真核生物和一些原核生物中普遍存在。已经开发了一些具有或没有时间延迟的计算模型用于昼夜节律。已经对没有时间延迟的多个模型进行了精确的随机模拟,但是对于具有延迟的模型没有进行精确的随机模拟。在本文中,我们基于Smolen等人的两个确定性模型,提出了一种果蝇昼夜节律具有延迟的详细且减少的随机模型。并采用精确随机模拟来模拟昼夜节律振荡。我们的仿真表明,这两个模型都可以产生持续的振荡,并且该振荡对噪声具有鲁棒性,即在振荡周期中存在很大的随机波动,但振荡周期的变化很小。而且,尽管平均时间延迟对于模拟振荡是必不可少的,但是在固定的平均时间延迟附近的一定范围内,时间延迟的随机变化几乎不会引起振荡周期的变化。我们的仿真结果还表明,这两个模型对于参数变化均具有鲁棒性,并且可以通过明/暗圆来夹带振荡。我们的模拟进一步表明,在实验结果的合理范围内,dclock和每个启动子的速率在激活和抑制位点之间来回切换对振荡周期的影响很小。

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