Dynamical Criticality in Gene Regulatory Networks

被引:19
|
作者
Villani, Marco [1 ,2 ]
La Rocca, Luca [1 ]
Kauffman, Stuart Alan [3 ]
Serra, Roberto [1 ,2 ]
机构
[1] Univ Modena & Reggio Emilia, Dept Phys Informat & Math, Via Campi 213a, I-41125 Modena, Italy
[2] European Ctr Living Technol, San Marco 2940, I-30124 Venice, Italy
[3] Inst Syst Biol, Seattle 401 Terry Ave N, Seattle, WA 98109 USA
关键词
BOOLEAN MODEL; KNOCK-OUT; PERTURBATIONS; EMERGENCE; MAP;
D O I
10.1155/2018/5980636
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
A well-known hypothesis, with far-reaching implications, is that biological evolution should preferentially lead to states that are dynamically critical. In previous papers, we showed that a well-known model of genetic regulatory networks, namely, that of random Boolean networks, allows one to study in depth the relationship between the dynamical regime of a living being's gene network and its response to permanent perturbations. In this paper, we analyze a huge set of new experimental data on single gene knockouts in S. cerevisiae, laying down a statistical framework to determine its dynamical regime. We find that the S. cerevisiae network appears to be slightly ordered, but close to the critical region. Since our analysis relies on dichotomizing continuous data, we carefully consider the issue of an optimal threshold choice.
引用
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页数:14
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