Yang Louis Z, Yang Ming
Department of Finance and Business Economics, University of Southern California, Los Angeles, California.
Department of Plant Biology, Ecology, and Evolution, Oklahoma State University, Stillwater, Oklahoma.
J Comput Biol. 2019 Oct;26(10):1050-1066. doi: 10.1089/cmb.2019.0017. Epub 2019 Apr 16.
Sustained oscillations are frequently observed in biological systems consisting of a negative feedback loop, but a mathematical model with two ordinary differential equations (ODE) that has a negative feedback loop structure fails to produce sustained oscillations. Only when a time delay is introduced into the system by expanding to a three-ODE model, transforming to a two-delay differential equations (DDE) model, or introducing a bistable trigger do stable oscillations present themselves. In this study, we propose another mechanism for producing sustained oscillations based on periodic reaction pauses of chemical reactions in a negative feedback system. We model the oscillatory system behavior by allowing the coefficients in the two-ODE model to be periodic functions of time-called pulsate functions-to account for reactions with go-stop pulses. We find that replacing coefficients in the two-ODE system with pulsate functions with microscale (several seconds) pauses can produce stable system-wide oscillations that have periods of approximately 1 to several hours long. We also compare our two-ODE and three-ODE models with the two-DDE, three-ODE, and three-DDE models without the pulsate functions. Our numerical experiments suggest that sustained long oscillations in biological systems with a negative feedback loop may be an intrinsic property arising from the slow diffusion-based pulsate behavior of biochemical reactions.
在由负反馈回路组成的生物系统中经常观察到持续振荡,但具有负反馈回路结构的两个常微分方程(ODE)的数学模型无法产生持续振荡。只有通过扩展到三ODE模型、转换为双延迟微分方程(DDE)模型或将双稳态触发器引入系统来引入时间延迟时,才会出现稳定振荡。在本研究中,我们基于负反馈系统中化学反应的周期性反应暂停提出了另一种产生持续振荡的机制。我们通过允许双ODE模型中的系数为时间的周期函数(称为脉动函数)来模拟振荡系统行为,以解释具有启停脉冲的反应。我们发现,用具有微秒级(几秒)暂停的脉动函数替换双ODE系统中的系数,可以产生周期约为1至数小时的全系统稳定振荡。我们还将我们的双ODE和三ODE模型与没有脉动函数的双DDE、三ODE和三DDE模型进行了比较。我们的数值实验表明,具有负反馈回路的生物系统中的持续长振荡可能是生化反应基于缓慢扩散的脉动行为产生的固有特性。