Concepts in Boolean network modeling: What do they all mean?

被引:127
作者
Schwab, Julian D. [1 ]
Kuehlwein, Silke D. [1 ]
Ikonomi, Nensi [1 ]
Kuehl, Michael [2 ]
Kestler, Hans A. [1 ]
机构
[1] Ulm Univ, Inst Med Syst Biol, Albert Einstein Allee 11, D-89081 Ulm, Germany
[2] Ulm Univ, Inst Biochem & Mol Biol, Albert Einstein Allee 11, D-89081 Ulm, Germany
关键词
Boolean network model; Simulation; Perturbation; Robustness; Phenotype; Drug screening; GENE REGULATORY NETWORK; LYAPUNOV EXPONENTS; ENSEMBLE APPROACH; FEEDBACK LOOPS; ATTRACTORS; SIMULATION; CANCER; ROBUSTNESS; TOPOLOGY; DYNAMICS;
D O I
10.1016/j.csbj.2020.03.001
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Boolean network models are one of the simplest models to study complex dynamic behavior in biological systems. They can be applied to unravel the mechanisms regulating the properties of the system or to identify promising intervention targets. Since its introduction by Stuart Kauffman in 1969 for describing gene regulatory networks, various biologically based networks and tools for their analysis were developed. Here, we summarize and explain the concepts for Boolean network modeling. We also present application examples and guidelines to work with and analyze Boolean network models. (C) 2020 The Authors. Published by Elsevier B.V. on behalf of Research Network of Computational and Structural Biotechnology.
引用
收藏
页码:571 / 582
页数:12
相关论文
共 140 条
[1]  
Akutsu, 1998, Genome Inform Ser Workshop Genome Inform, V9, P151
[2]   Combinatorial drug therapy for cancer in the post-genomic era [J].
Al-Lazikani, Bissan ;
Banerji, Udai ;
Workman, Paul .
NATURE BIOTECHNOLOGY, 2012, 30 (07) :679-691
[3]   Boolean network simulations for life scientists [J].
Albert, Istvan ;
Thakar, Juilee ;
Li, Song ;
Zhang, Ranran ;
Albert, Reka .
SOURCE CODE FOR BIOLOGY AND MEDICINE, 2008, 3 (01)
[4]   Scale-free networks in cell biology [J].
Albert, R .
JOURNAL OF CELL SCIENCE, 2005, 118 (21) :4947-4957
[5]   The topology of the regulatory interactions predicts the expression pattern of the segment polarity genes in Drosophila melanogaster [J].
Albert, R ;
Othmer, HG .
JOURNAL OF THEORETICAL BIOLOGY, 2003, 223 (01) :1-18
[6]  
Aldana M, 2003, PERSPECTIVES AND PROBLEMS IN NONLINEAR SCIENCE, P23
[7]   Boolean dynamics of networks with scale-free topology [J].
Aldana, M .
PHYSICA D-NONLINEAR PHENOMENA, 2003, 185 (01) :45-66
[8]   Robustness and evolvability in genetic regulatory networks [J].
Aldana, Maximino ;
Balleza, Enrique ;
Kauffman, Stuart ;
Resendiz, Osbaldo .
JOURNAL OF THEORETICAL BIOLOGY, 2007, 245 (03) :433-448
[9]  
[Anonymous], 2005, ARTIFICIAL LIFE
[10]  
[Anonymous], 2003, INT J ASTROBIOL, DOI DOI 10.1017/S147355040300154X