Validation of qualitative models of genetic regulatory networks by model checking:: analysis of the nutritional stress response in Escherichia coli

被引:110
作者
Batt, G
Ropers, D
de Jong, H [1 ]
Geiselmann, J
Mateescu, R
Page, M
Schneider, D
机构
[1] INRIA Rhone Alpes, Montbonnot St Martin, France
[2] Univ Grenoble 1, CNRS, UMR 5163, Lab Adapt & Pathogenie Microogan, Grenoble, France
[3] Univ Paris 06, Grenoble, France
关键词
D O I
10.1093/bioinformatics/bti1048
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: The modeling and simulation of genetic regulatory networks have created the need for tools for model validation. The main challenges of model validation are the achievement of a match between the precision of model predictions and experimental data, as well as the efficient and reliable comparison of the predictions and observations. Results: We present an approach towards the validation of models of genetic regulatory networks addressing the above challenges. It combines a method for qualitative modeling and simulation with techniques for model checking, and is supported by a new version of the computer tool Genetic Network Analyzer (GNA). The model-validation approach has been applied to the analysis of the network controlling the nutritional stress response in Escherichia coli.
引用
收藏
页码:I19 / I28
页数:10
相关论文
共 25 条
[1]   Taming the complexity of biochemical models through bisimulation and collapsing: theory and practice [J].
Antoniotti, A ;
Piazza, C ;
Policriti, A ;
Simeoni, M ;
Mishra, B .
THEORETICAL COMPUTER SCIENCE, 2004, 325 (01) :45-67
[2]   Growth phase-dependent variation in protein composition of the Escherichia coli nucleoid [J].
Azam, TA ;
Iwata, A ;
Nishimura, A ;
Ueda, S ;
Ishihama, A .
JOURNAL OF BACTERIOLOGY, 1999, 181 (20) :6361-6370
[3]   CHANGES IN THE LINKING NUMBER OF SUPERCOILED DNA ACCOMPANY GROWTH TRANSITIONS IN ESCHERICHIA-COLI [J].
BALKE, VL ;
GRALLA, JD .
JOURNAL OF BACTERIOLOGY, 1987, 169 (10) :4499-4506
[4]  
Batt G, 2005, LECT NOTES COMPUT SC, V3414, P134
[5]   Application of formal methods to biological regulatory networks: extending Thomas' asynchronous logical approach with temporal logic [J].
Bernot, G ;
Comet, JP ;
Richard, A ;
Guespin, J .
JOURNAL OF THEORETICAL BIOLOGY, 2004, 229 (03) :339-347
[6]   Modeling and querying biomolecular interaction networks [J].
Chabrier-Rivier, N ;
Chiaverini, M ;
Danos, V ;
Fages, F ;
Schächter, V .
THEORETICAL COMPUTER SCIENCE, 2004, 325 (01) :25-44
[7]  
Cimatti A., 2002, LNCS, P359, DOI [10.1007/3-540-45657-0_29, DOI 10.1007/3-540-45657-0_29]
[8]  
Clarke E.M., 1988, LNCS, V354, P428
[9]  
Clarke EM, 1999, MODEL CHECKING, P1
[10]   Modeling and simulation of genetic regulatory systems: A literature review [J].
De Jong, H .
JOURNAL OF COMPUTATIONAL BIOLOGY, 2002, 9 (01) :67-103