Gomez Marcella M, Murray Richard M, Bennett Matthew R
Electrical Engineering and Computer Science, UC Berkeley, CA 94720, USA (
California Institute of Technology, Pasadena, CA 91125, USA (
SIAM J Appl Dyn Syst. 2016;15(3):1734-1752. doi: 10.1137/15M1040979. Epub 2016 Sep 15.
Delays in gene networks result from the sequential nature of protein assembly. However, it is unclear how models of gene networks that use delays should be modified when considering time-dependent changes in temperature. This is important, as delay is often used in models of genetic oscillators that can be entrained by periodic fluctuations in temperature. Here, we analytically derive the time dependence of delay distributions in response to time-varying temperature changes. We find that the resulting time-varying delay is nonlinearly dependent on parameters of the time-varying temperature such as amplitude and frequency, therefore, applying an Arrhenius scaling may result in erroneous conclusions. We use these results to examine a model of a synthetic gene oscillator with temperature compensation. We show that temperature entrainment follows from the same mechanism that results in temperature compensation. Under a common Arrhenius scaling alone, the frequency of the oscillator is sensitive to changes in the mean temperature but robust to changes in the frequency of a periodically time-varying temperature. When a mechanism for temperature compensation is included in the model, however, we show that the oscillator is entrained by periodically varying temperature even when maintaining insensitivity to the mean temperature.
基因网络中的延迟源于蛋白质组装的顺序性。然而,尚不清楚在考虑温度随时间的变化时,使用延迟的基因网络模型应如何修改。这一点很重要,因为延迟常用于可被温度周期性波动所驱动的遗传振荡器模型中。在此,我们通过分析得出响应随时间变化的温度变化时延迟分布的时间依赖性。我们发现,由此产生的随时间变化的延迟与随时间变化的温度参数(如幅度和频率)呈非线性相关,因此,应用阿伦尼乌斯标度可能会得出错误结论。我们利用这些结果来研究一个具有温度补偿的合成基因振荡器模型。我们表明,温度驱动源于导致温度补偿的相同机制。仅在常见的阿伦尼乌斯标度下,振荡器的频率对平均温度的变化敏感,但对周期性随时间变化的温度的频率变化具有鲁棒性。然而,当模型中包含温度补偿机制时,我们表明即使振荡器对平均温度保持不敏感,它也会被周期性变化的温度所驱动。