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Modeling Neurobiological systems, a mathematical approach Weizmann Institute 2004, D. Holcman
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Examples Where are the mathematical problems? Synaptic plasticity: Receptors movements Sensor cells: Photo-transduction Dynamics of transient process
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Synaptic plasticity: Receptor trafficking
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Synapse
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Receptor trafficking
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Mathematical Modeling How long it takes to escape from micro-domains How to compute a coarse-grained diffusion constant? Answers: Formulate a stochastic equation and solve the associated Partial Differential equations
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Exit from a small opening
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Photo-transduction
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diffusion in a single cone
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Geometry of the cone outer- segment
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Response curves of photon detection
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Dark noise in the outer-segment of photo receptor cells
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Two dimensional random walk of a Rhodopsin molecules
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Mathematical modeling How to model amplification: 1-Photon change at the cellular level. 2-Single photon response-curve Amplification, how to model 1-chemical reactions, diffusion 2-Noise 3- explain cone rods difference.
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Mathematical tools What is a chemical reaction at a molecular level. Computation of chemical constant: forward a backward binding rate Reaction-Diffusion equations Analyze the role of the cell-geometry Noise analysis: solve PDE and stochastic PDE
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Dynamics in microstructures: dendritic spines
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Dendritic spines
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Calcium dynamics in a spine
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Model transient dynamics Model effect of few ions: 1-Chemical reactions 2-effect of the geometry 3-find coarse-grained approach Produce a simulation, based at a molecular level
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Simulation of Ca dynamics in a dendritic spine D.Holcman et.al, Biophysical J. 2004
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Conclusion Purpose of the class Describe microbiological systems and predict the function. Organization of the class Stochastic, Brownian motion Stochastic equations, Ito calculus. PDE( elliptic and parabolic, linear and nonlinear) Asymptotic analysis examples: compute Chemical reaction constants Neurobiological examples
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