Stochastic Modeling of Autoregulatory Genetic Feedback Loops: A Review and Comparative Study

被引:26
|
作者
Holehouse, James [1 ]
Cao, Zhixing [1 ,2 ]
Grima, Ramon [1 ]
机构
[1] Univ Edinburgh, Sch Biol Sci, Edinburgh, Midlothian, Scotland
[2] East China Univ Sci & Technol, Minist Educ, Key Lab Adv Control & Optimizat Chem Proc, Shanghai, Peoples R China
基金
英国工程与自然科学研究理事会; 英国生物技术与生命科学研究理事会; 英国医学研究理事会;
关键词
INDIVIDUAL CELLS; EXPRESSION; NOISE; ARCHITECTURE; BEHAVIOR; MOLECULE; REVEALS;
D O I
10.1016/j.bpj.2020.02.016
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Autoregulatory feedback loops are one of the most common network motifs. A wide variety of stochastic models have been constructed to understand how the fluctuations in protein numbers in these loops are influenced by the kinetic parameters of the main biochemical steps. These models differ according to 1)which subcellular processes are explicitly modeled, 2) the modeling methodology employed (discrete, continuous, or hybrid), and 3) whether they can be analytically solved for the steadystate distribution of protein numbers. We discuss the assumptions and properties of the main models in the literature, summarize our current understanding of the relationship between them, and highlight some of the insights gained through modeling.
引用
收藏
页码:1517 / 1525
页数:9
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