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Stochasticity and bifurcations in a reduced model with interlinked positive and negative feedback loops of CREB1 and CREB2 stimulated by 5-HT
- Source :
- Mathematical biosciences. 274
- Publication Year :
- 2015
-
Abstract
- The cyclic AMP (cAMP)-response element-binding protein (CREB) family of transcription factors is crucial in regulating gene expression required for long-term memory (LTM) formation. Upon exposure of sensory neurons to the neurotransmitter serotonin (5-HT), CREB1 is activated via activation of the protein kinase A (PKA) intracellular signaling pathways, and CREB2 as a transcriptional repressor is relieved possibly via phosphorylation of CREB2 by mitogen-activated protein kinase (MAPK). Song et al. [18] proposed a minimal model with only interlinked positive and negative feedback loops of transcriptional regulation by the activator CREB1 and the repressor CREB2. Without considering feedbacks between the CREB proteins, Pettigrew et al. [8] developed a computational model characterizing complex dynamics of biochemical pathways downstream of 5-HT receptors. In this work, to describe more simply the biochemical pathways and gene regulation underlying 5-HT-induced LTM, we add the important extracellular sensitizing stimulus 5-HT as well as the product Ap-uch into the Song’s minimal model. We also strive to examine dynamical properties of the gene regulatory network under the changing concentration of the stimulus, [5-HT], cooperating with the varying positive feedback strength in inducing a high state of CREB1 for the establishment of long-term memory. Different dynamics including monostability, bistability and multistability due to coexistence of stable steady states and oscillations is investigated by means of codimension-2 bifurcation analysis. At the different positive feedback strengths, comparative analysis of deterministic and stochastic dynamics reveals that codimension-1 bifurcation with respect to [5-HT] as the parameter can predict diverse stochastic behaviors resulted from the finite number of molecules, and the number of CREB1 molecules more and more preferentially resides near the high steady state with increasing [5-HT], which contributes to long-term memory formation.
- Subjects :
- 0301 basic medicine
Statistics and Probability
Serotonin
Memory, Long-Term
Sensory Receptor Cells
Models, Neurological
Gene regulatory network
CREB
General Biochemistry, Genetics and Molecular Biology
03 medical and health sciences
0302 clinical medicine
Control theory
Negative feedback
Transcriptional regulation
Animals
Protein kinase A
Cyclic AMP Response Element-Binding Protein
Positive feedback
Regulation of gene expression
Feedback, Physiological
Stochastic Processes
General Immunology and Microbiology
biology
Applied Mathematics
General Medicine
Mathematical Concepts
030104 developmental biology
Gene Expression Regulation
Modeling and Simulation
biology.protein
Biophysics
General Agricultural and Biological Sciences
CREB1
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 18793134
- Volume :
- 274
- Database :
- OpenAIRE
- Journal :
- Mathematical biosciences
- Accession number :
- edsair.doi.dedup.....175a8b8072e82871829e7b6bc4baa668