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Published on: March 20, 2016
The potential for signal integration and processing in interacting MAP kinase cascades
John H Schwacke1, Eberhard O Voit
1Department of Biostatistics, Bioinformatics, and Epidemiology, Medical University of South Carolina, Charleston, SC 29425, USA. schwacke@musc.edu
Cellular signal processing relies on enzyme networks like the mitogen-activated protein (MAP) kinase cascade. This study used a genetic algorithm to find MAP kinase networks performing logical functions, such as exclusive-or (XOR) and in-band detection (IBD).
Area of Science:
- Systems Biology
- Biochemistry
- Computational Biology
Background:
- Cellular responses to stimuli involve complex biochemical information processing through enzyme networks.
- Mitogen-activated protein (MAP) kinase cascades are conserved signal transduction modules crucial for relaying information from cell surface receptors to intracellular targets.
- Understanding signal processing capabilities within these cascades is essential for deciphering cellular decision-making.
Purpose of the Study:
- To investigate the signal processing potential of interacting feed-forward kinase cascades, exemplified by MAP kinase pathways.
- To identify network structures capable of performing specific logical functions, such as exclusive-or (XOR) and in-band detection (IBD).
- To computationally explore how these networks integrate and process signals based on their kinetic parameters.
Main Methods:
- Utilized a genetic algorithm to search for sets of kinetic parameters that enable specific input-output patterns in simulated kinase cascade networks.
- Focused on identifying networks that implement logical functions like XOR and IBD (two-sided threshold).
- Compared computational findings with experimental data from biological pathways, such as the JNK/MKK4/MKK7 pathway.
Main Results:
- Identified two distinct network architectures: one performing the XOR function and another acting as an IBD.
- Demonstrated that interacting MAP kinase cascades can perform logic-dependent and amplitude-dependent signal processing with limited cross-talk.
- Observed significant similarities between the evolved IBD network and the experimentally characterized JNK/MKK4/MKK7 pathway, including response dynamics and component dependencies.
Conclusions:
- Interacting MAP kinase cascades can function as sophisticated signal processing modules, capable of implementing complex logic functions not achievable by single or non-interacting cascades.
- The XOR and IBD functions represent biologically relevant signal processing strategies with potential applications in synthetic biology.
- Computational modeling, guided by genetic algorithms, provides valuable insights into the design principles of biological signaling networks and can predict experimental observations.
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