Effects of noise and time delay on E2F's expression level in a bistable Rb-E2F gene’s regulatory network

IF 1.9 4区 生物学 Q4 CELL BIOLOGY IET Systems Biology Pub Date : 2021-04-21 DOI:10.1049/syb2.12017
John Billy Kirunda, Lijian Yang, Lulu Lu, Ya Jia
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引用次数: 2

Abstract

The bistable Rb-E2F gene regulatory network plays a central role in regulating cellular proliferation-quiescence transition. Based on Gillespie's chemical Langevin method, the stochastic bistable Rb-E2F gene’s regulatory network with time delays is proposed. It is found that under the moderate intensity of internal noise, delay in the Cyclin E synthesis rate can greatly increase the average concentration value of E2F. When the delay is considered in both E2F-related positive feedback loops, within a specific range of delay (3-13) hr , the average expression of E2F is significantly increased. Also, this range is in the scope with that experimentally given by Dong et al. [65]. By analysing the quasi-potential curves at different delay times, simulation results show that delay regulates the dynamic behaviour of the system in the following way: small delay stabilises the bistable system; the medium delay is conducive to a high steady-state, making the system fluctuate near the high steady-state; large delay induces approximately periodic transitions between high and low steady-state. Therefore, by regulating noise and time delay, the cell itself can control the expression level of E2F to respond to different situations. These findings may provide an explanation of some experimental result intricacies related to the cell cycle.

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噪声和时间延迟对双稳态Rb-E2F基因调控网络中E2F表达水平的影响
双稳态Rb-E2F基因调控网络在调控细胞增殖-静止转变中起核心作用。基于Gillespie的化学朗格万方法,提出了随机双稳态Rb-E2F基因的时滞调控网络。研究发现,在中等强度的内部噪声下,Cyclin E合成速率的延迟可以大大提高E2F的平均浓化值。当两个E2F相关的正反馈回路都考虑延迟时,在特定的延迟范围(3-13)hr内,E2F的平均表达量显著增加。而且,该范围与Dong等人[65]实验给出的范围一致。通过分析不同延迟时间下的准势曲线,仿真结果表明,延迟通过以下方式调节系统的动态行为:小延迟使双稳态系统稳定;中等延迟有利于高稳态,使系统在高稳态附近波动;大延迟导致高稳态和低稳态之间的近似周期性转变。因此,通过调节噪声和时间延迟,细胞本身可以控制E2F的表达水平,以应对不同的情况。这些发现可以解释一些与细胞周期相关的实验结果的复杂性。
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来源期刊
IET Systems Biology
IET Systems Biology 生物-数学与计算生物学
CiteScore
4.20
自引率
4.30%
发文量
17
审稿时长
>12 weeks
期刊介绍: IET Systems Biology covers intra- and inter-cellular dynamics, using systems- and signal-oriented approaches. Papers that analyse genomic data in order to identify variables and basic relationships between them are considered if the results provide a basis for mathematical modelling and simulation of cellular dynamics. Manuscripts on molecular and cell biological studies are encouraged if the aim is a systems approach to dynamic interactions within and between cells. The scope includes the following topics: Genomics, transcriptomics, proteomics, metabolomics, cells, tissue and the physiome; molecular and cellular interaction, gene, cell and protein function; networks and pathways; metabolism and cell signalling; dynamics, regulation and control; systems, signals, and information; experimental data analysis; mathematical modelling, simulation and theoretical analysis; biological modelling, simulation, prediction and control; methodologies, databases, tools and algorithms for modelling and simulation; modelling, analysis and control of biological networks; synthetic biology and bioengineering based on systems biology.
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