Bistability and Oscillations in the Huang-Ferrell Model of MAPK Signaling

Physicochemical models of signaling pathways are characterized by high levels of structural and parametric uncertainty, reflecting both incomplete knowledge about signal transduction and the intrinsic variability of cellular processes. As a result, these models try to predict the dynamics of systems with tens or even hundreds of free parameters. At this level of uncertainty, model analysis should emphasize statistics of systems-level properties, rather than the detailed structure of solutions or boundaries separating different dynamic regimes. Based on the combination of random parameter search and continuation algorithms, we developed a methodology for the statistical analysis of mechanistic signaling models. In applying it to the well-studied MAPK cascade model, we discovered a large region of oscillations and explained their emergence from single-stage bistability. The surprising abundance of strongly nonlinear (oscillatory and bistable) input/output maps revealed by our analysis may be one of the reasons why the MAPK cascade in vivo is embedded in more complex regulatory structures. We argue that this type of analysis should accompany nonlinear multiparameter studies of stationary as well as transient features in network dynamics.

[1]  J E Ferrell,et al.  The biochemical basis of an all-or-none cell fate switch in Xenopus oocytes. , 1998, Science.

[2]  F. Allgöwer,et al.  Robustness properties of apoptosis models with respect to parameter variations and intrinsic noise. , 2005, Systems biology.

[3]  Greg Gibson,et al.  Contrasting selection pressures on components of the Ras‐mediated signal transduction pathway in Drosophila , 2003, Molecular ecology.

[4]  Chris Sander,et al.  Signal Processing in the TGF-β Superfamily Ligand-Receptor Network , 2005, PLoS Comput. Biol..

[5]  H. F. Nijhout,et al.  A mechanistic study of evolvability using the mitogen‐activated protein kinase cascade , 2003, Evolution & development.

[6]  Andre Levchenko,et al.  Dynamic Properties of Network Motifs Contribute to Biological Network Organization , 2005, PLoS biology.

[7]  C. Rao,et al.  Control motifs for intracellular regulatory networks. , 2001, Annual review of biomedical engineering.

[8]  Vivek K. Mutalik,et al.  Effect of the MAPK cascade structure, nuclear translocation and regulation of transcription factors on gene expression. , 2006, Bio Systems.

[9]  D. Lauffenburger,et al.  Physicochemical modelling of cell signalling pathways , 2006, Nature Cell Biology.

[10]  B. Kholodenko,et al.  Negative feedback and ultrasensitivity can bring about oscillations in the mitogen-activated protein kinase cascades. , 2000, European journal of biochemistry.

[11]  L. Maffei,et al.  Dynamic regulation of ERK2 nuclear translocation and mobility in living cells , 2006, Journal of Cell Science.

[12]  Dirk Lebiedz,et al.  Automatic network coupling analysis for dynamical systems based on detailed kinetic models. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[13]  M. Purugganan,et al.  The evolution of molecular genetic pathways and networks , 2004, BioEssays : news and reviews in molecular, cellular and developmental biology.

[14]  Stig W Omholt,et al.  Statistical Epistasis Is a Generic Feature of Gene Regulatory Networks , 2007, Genetics.

[15]  Eduardo Sontag,et al.  Untangling the wires: A strategy to trace functional interactions in signaling and gene networks , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[16]  D. Angeli,et al.  New analysis technique for multistability detection. , 2006, Systems biology.

[17]  Kathy Chen,et al.  Network dynamics and cell physiology , 2001, Nature Reviews Molecular Cell Biology.

[18]  Thilo Gross,et al.  Structural kinetic modeling of metabolic networks , 2006, Proceedings of the National Academy of Sciences.

[19]  E. Gilles,et al.  Computational modeling of the dynamics of the MAP kinase cascade activated by surface and internalized EGF receptors , 2002, Nature Biotechnology.

[20]  R. Heinrich,et al.  Control of MAPK signalling: from complexity to what really matters , 2005, Oncogene.

[21]  T. Elston,et al.  Bistability, stochasticity, and oscillations in the mitogen-activated protein kinase cascade. , 2006, Biophysical journal.

[22]  Bruce Tidor,et al.  Biological network design strategies: discovery through dynamic optimization. , 2006, Molecular bioSystems.

[23]  Ravi Iyengar,et al.  Robustness of the bistable behavior of a biological signaling feedback loop. , 2001, Chaos.

[24]  J. Ferrell,et al.  A positive-feedback-based bistable ‘memory module’ that governs a cell fate decision , 2003, Nature.

[25]  J. Derisi,et al.  Single-cell proteomic analysis of S. cerevisiae reveals the architecture of biological noise , 2006, Nature.

[26]  Anand R Asthagiri,et al.  Resistance to signal activation governs design features of the MAP kinase signaling module , 2004, Biotechnology and bioengineering.

[27]  B. Kholodenko,et al.  Signaling switches and bistability arising from multisite phosphorylation in protein kinase cascades , 2004, The Journal of cell biology.

[28]  James E. Ferrell,et al.  Bistability in cell signaling: How to make continuous processes discontinuous, and reversible processes irreversible. , 2001, Chaos.

[29]  Herbert M. Sauro,et al.  Bifurcation discovery tool , 2005, Bioinform..

[30]  B. Kholodenko Cell-signalling dynamics in time and space , 2006, Nature Reviews Molecular Cell Biology.

[31]  Eric Bullinger,et al.  Response to bistability in apoptosis: roles of bax, bcl-2, and mitochondrial permeability transition pores. , 2007, Biophysical journal.

[32]  I Postlethwaite,et al.  Robustness analysis of biochemical network models. , 2006, Systems biology.

[33]  Eduardo D. Sontag,et al.  Molecular Systems Biology and Control , 2005, Eur. J. Control.

[34]  D. Schaffer,et al.  The sonic hedgehog signaling system as a bistable genetic switch. , 2004, Biophysical journal.

[35]  R. Milo,et al.  Variability and memory of protein levels in human cells , 2006, Nature.

[36]  J. Gunawardena Multisite protein phosphorylation makes a good threshold but can be a poor switch. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[37]  K. H. Lee,et al.  The statistical mechanics of complex signaling networks: nerve growth factor signaling , 2004, Physical biology.

[38]  Vladimir L Katanaev,et al.  Kinetic diversity in G-protein-coupled receptor signalling. , 2007, The Biochemical journal.

[39]  Reinhart Heinrich,et al.  The Roles of APC and Axin Derived from Experimental and Theoretical Analysis of the Wnt Pathway , 2003, PLoS biology.

[40]  Chi-Ying F. Huang,et al.  Ultrasensitivity in the mitogen-activated protein kinase cascade. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[41]  Lili X. Peng,et al.  Systems analysis of PKA-mediated phosphorylation gradients in live cardiac myocytes , 2006, Proceedings of the National Academy of Sciences.

[42]  Marie-Anne Félix,et al.  Evolvability of cell specification mechanisms. , 2005, Journal of experimental zoology. Part B, Molecular and developmental evolution.

[43]  A. Nayfeh,et al.  Applied nonlinear dynamics : analytical, computational, and experimental methods , 1995 .

[44]  M. Feinberg,et al.  Understanding bistability in complex enzyme-driven reaction networks. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[45]  J. Timmer,et al.  Identification of nucleocytoplasmic cycling as a remote sensor in cellular signaling by databased modeling , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[46]  E D Gilles,et al.  Using chemical reaction network theory to discard a kinetic mechanism hypothesis. , 2005, Systems biology.

[47]  Marta Cascante,et al.  Bistability from double phosphorylation in signal transduction , 2006, The FEBS journal.

[48]  James E. Ferrell,et al.  A positive-feedback-based bistable ‘memory module’ that governs a cell fate decision , 2007, Nature.

[49]  C. Marshall,et al.  Specificity of receptor tyrosine kinase signaling: Transient versus sustained extracellular signal-regulated kinase activation , 1995, Cell.

[50]  P. Bastiaens,et al.  Growth factor-induced MAPK network topology shapes Erk response determining PC-12 cell fate , 2007, Nature Cell Biology.