Mathematical modeling is required for understanding the complex behavior of large signal transduction networks. Previous attempts to model signal transduction pathways were often limited to small systems or based on qualitative data only. Here, we developed a mathematical modeling framework for understanding the complex signaling behavior of CD95(APO-1/Fas)-mediated apoptosis. Defects in the regulation of apoptosis result in serious diseases such as cancer, autoimmunity, and neurodegeneration. During the last decade many of the molecular mechanisms of apoptosis signaling have been examined and elucidated. A systemic understanding of apoptosis is, however, still missing. To address the complexity of apoptotic signaling we subdivided this system into subsystems of different information qualities. A new approach for sensitivity analysis within the mathematical model was key for the identification of critical system parameters and two essential system properties: modularity and robustness. Our model describes the regulation of apoptosis on a systems level and resolves the important question of a threshold mechanism for the regulation of apoptosis.
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13 September 2004
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September 13 2004
Mathematical modeling reveals threshold mechanism in CD95-induced apoptosis
M. Bentele,
M. Bentele
1Division Theoretical Bioinformatics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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I. Lavrik,
I. Lavrik
2Immunogenetics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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M. Ulrich,
M. Ulrich
1Division Theoretical Bioinformatics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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S. Stößer,
S. Stößer
2Immunogenetics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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D.W. Heermann,
D.W. Heermann
3Institute for Theoretical Physics, University of Heidelberg, 69120 Heidelberg, Germany
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H. Kalthoff,
H. Kalthoff
4Molecular Oncology, Clinic for General Surgery and Thoracic Surgery, University of Kiel, 24098 Kiel, Germany
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P.H. Krammer,
P.H. Krammer
2Immunogenetics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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R. Eils
R. Eils
1Division Theoretical Bioinformatics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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M. Bentele
1Division Theoretical Bioinformatics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
I. Lavrik
2Immunogenetics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
M. Ulrich
1Division Theoretical Bioinformatics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
S. Stößer
2Immunogenetics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
D.W. Heermann
3Institute for Theoretical Physics, University of Heidelberg, 69120 Heidelberg, Germany
H. Kalthoff
4Molecular Oncology, Clinic for General Surgery and Thoracic Surgery, University of Kiel, 24098 Kiel, Germany
P.H. Krammer
2Immunogenetics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
R. Eils
1Division Theoretical Bioinformatics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
Address correspondence to R. Eils, DKFZ, Division Theoretical Bioinformatics, Im Neuenheimer Feld 580, Heidelberg 69120, Germany. Tel.: (49) 6221-423600; Fax: (49) 6221-423610; email: [email protected]
M. Bentele and I. Lavrik contributed equally to this work.
Abbreviations used in this paper: CHX, cyclohexamide; DD, death domain; DISC, death-inducing signaling complex.
Received:
April 27 2004
Accepted:
July 28 2004
Online ISSN: 1540-8140
Print ISSN: 0021-9525
The Rockefeller University Press
2004
J Cell Biol (2004) 166 (6): 839–851.
Article history
Received:
April 27 2004
Accepted:
July 28 2004
Citation
M. Bentele, I. Lavrik, M. Ulrich, S. Stößer, D.W. Heermann, H. Kalthoff, P.H. Krammer, R. Eils; Mathematical modeling reveals threshold mechanism in CD95-induced apoptosis . J Cell Biol 13 September 2004; 166 (6): 839–851. doi: https://doi.org/10.1083/jcb.200404158
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