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Integrative modelling of the influence of MAPK network on cancer cell fate decision
Luca Grieco1, Laurence Calzone, Isabelle Bernard-Pierrot
1Aix-Marseille Université, Marseille, France ; TAGC - Inserm U1090, Marseille, France ; Institut de Biologie de l'Ecole Normale Supérieure (IBENS), Paris, France ; UMR 8197 Centre National de la Recherche Scientifique (CNRS), Paris, France ; Inserm 1024, Paris, France ; Institut Curie, Paris, France.
Abstract:
The Mitogen-Activated Protein Kinase (MAPK) network consists of tightly interconnected signalling pathways involved in diverse cellular processes, such as cell cycle, survival, apoptosis and differentiation. Although several studies reported the involvement of these signalling cascades in cancer deregulations, the precise mechanisms underlying their influence on the balance between cell proliferation and cell death (cell fate decision) in pathological circumstances remain elusive. Based on an extensive analysis of published data, we have built a comprehensive and generic reaction map for the MAPK signalling network, using CellDesigner software. In order to explore the MAPK responses to different stimuli and better understand their contributions to cell fate decision, we have considered the most crucial components and interactions and encoded them into a logical model, using the software GINsim. Our logical model analysis particularly focuses on urinary bladder cancer, where MAPK network deregulations have often been associated with specific phenotypes. To cope with the combinatorial explosion of the number of states, we have applied novel algorithms for model reduction and for the compression of state transition graphs, both implemented into the software GINsim. The results of systematic simulations for different signal combinations and network perturbations were found globally coherent with published data. In silico experiments further enabled us to delineate the roles of specific components, cross-talks and regulatory feedbacks in cell fate decision. Finally, tentative proliferative or anti-proliferative mechanisms can be connected with established bladder cancer deregulations, namely Epidermal Growth Factor Receptor (EGFR) over-expression and Fibroblast Growth Factor Receptor 3 (FGFR3) activating mutations.
Insights
This study models the Mitogen-Activated Protein Kinase (MAPK) network to understand its role in cell fate decisions, particularly in bladder cancer. The findings link MAPK signaling to cancer deregulations like EGFR and FGFR3 mutations.
Area of Science:
- Cellular signaling networks
- Systems biology
- Cancer research
Background:
- The Mitogen-Activated Protein Kinase (MAPK) network regulates critical cellular processes including cell cycle, survival, apoptosis, and differentiation.
- While MAPK signaling is implicated in cancer, its precise role in pathological cell fate decisions remains unclear.
- Urinary bladder cancer frequently exhibits MAPK network deregulations linked to specific cellular phenotypes.
Purpose of the Study:
- To build a comprehensive reaction map of the MAPK signaling network.
- To develop a logical model for exploring MAPK responses to stimuli and their contribution to cell fate.
- To investigate MAPK network involvement in urinary bladder cancer.
Main Methods:
- Utilized CellDesigner for creating a generic MAPK reaction map.
- Employed GINsim for encoding a logical model of crucial MAPK components and interactions.
- Applied novel algorithms for model reduction and state transition graph compression to manage complexity.
- Conducted systematic in silico simulations with varied signal combinations and network perturbations.
Main Results:
- The developed logical model's simulation results align with existing published data.
- In silico experiments successfully identified key components, cross-talks, and feedback loops influencing cell fate.
- The study delineated potential proliferative and anti-proliferative mechanisms within the MAPK network.
Conclusions:
- The MAPK network plays a significant role in cell fate decisions, impacting cancer development.
- Specific MAPK network dysregulations are associated with bladder cancer phenotypes.
- Findings provide insights into how EGFR over-expression and FGFR3 mutations contribute to bladder cancer via MAPK signaling.
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