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Evolving Our Understanding of the Neural Control of Breathing Jeff Mendenhall College of William and Mary Department of Applied Sciences, Room #314
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Outline Why Investigate Breathing Review Standard Model Shortcomings of the Standard Model The Next Step Dealing with the Problem of Detailed Models Where to from here
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Outline Why Investigate Breathing Review Standard Model Shortcomings of the Standard Model The Next Step Dealing with the Problem of Detailed Models Where to from here
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Our Motivation Necessity of Breathing SIDS ALS Rett Syndrome Sleep Apnea
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Outline Why Investigate Breathing Review Standard Model Shortcomings of the Standard Model The Next Step Dealing with the Problem of Detailed Models Where to from here
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Basics Neural Control of Breathing Takes Place in the PreBötzinger Complex (PBC) 1 3 Neuron Phenotypes 2 - Differentiated by size and presence or absence of various currents (ionic fluxes carried by different channels)
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Available Data Electrical recordings of single neurons and network output Electrical and Calcium Imaging Data from Large Regions of the Network
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Outline Why Investigate Breathing Review Standard Model Shortcomings of the Standard Model The Next Step Dealing with the Problem of Detailed Models Where to from here
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Standard Model Assumptions: Effectively Isospatial Currents Present: I NaP, I NaF, I K, I L, I tonic-e, I syn Predictions: “Pacemaker” neurons and I NaP Essential for Network-Level Bursts
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Outline Why Investigate Breathing Review Standard Model Shortcomings of the Standard Model The Next Step Dealing with the Problem of Detailed Models Where to from here
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Problems with the Standard Model I Assumptions: Effectively Isospatial Currents Present: I NaP, I NaF, I K(DR), I L, I tonic-e + I CAN, I h, I A, I NMDA, I GABA
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Problems with the Standard Model II Predictions: “Pacemaker” neurons and I NaP are Essential for Network Functioning -Pace, Mackay, Feldman, and Del Negro, in review process at the J. Physiology, 2007. 3 -Del Negro, Morgado-Valle. Mackay, and Feldman, J. Neuroscience, 25(2): 446-53. 4 -Del Negro, Morgado-Valle, and Feldman, Neuron 34: 821- 30, 2002. 5
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Outline Why Investigate Breathing Review Standard Model Shortcomings of the Standard Model The Next Step Dealing with the Problem of Detailed Models Where to from here
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The Next Step I Correct Isospatial Assumption Use Realistic gNaP Conductance Adjust parameters for different phenotypes of neurons Dendritic Compartment Somatic Compartment Add Other Currents
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The Next Step II Add mGluR-IP 3 -Ca 2+ -I CAN pathway Add calcium microdomains
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Outline Why Investigate Breathing Review Standard Model Shortcomings of the Standard Model The Next Step Dealing with the Problem of Detailed Models Where to from here
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The Problem: Too Many Poorly Constrained Parameters Dendritic Compartment Somatic Compartment
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What We Want Parameter Y Parameter X X X Parameter Space
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Methods: Evolving Solutions
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Advantages of Evolutionary Algorithm Efficiently Handles Large Parameter Spaces Yields Many Good Regions Approximates Their Boundaries
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Preliminary Results Test problem: fit a given curve to a sum of gaussians Parameters: 60 (20 gaussians) Fitnesses: 401 (# data points)
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Generated Curve Some Evolved Solutions
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Outline Why Investigate Breathing Review Standard Model Shortcomings of the Standard Model The Next Step Dealing with the Problem of Detailed Models Where to from here
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Future Directions Improve Evolutionary Algorithm Add mGluR IP 3 Ca 2+ Pathway Test Networks Make / Test Predictions
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References 1.Smith, J.C., Ellenberger, H.H., Ballanyi, K., Richter, D.W. & Feldman, J.L. “Pre-Bötzinger complex: a brainstem region that may generate respiratory rhythm in mammals.” Science 254, 726-9 (1991). 2.Rekling, J.C., Champagnat, J. & Denavit-Saubie, M. (1996) “Electroresponsive properties and membrane potential trajectories of three types of inspiratory neurons in the newborn mouse brain stem in vitro.” J Neurophysiol 75, 795-810. 3. Ryland W. Pace, Devin D. Mackay, Jack L. Feldman, and Christopher A. Del Negro (2007). “Cellular And Synaptic Mechanisms That Generate Inspiratory Drive Potentials In Pre-Bötzinger Neurons In Vitro.” in review at J. Physiology. 4. Del Negro, C. A., C. Morgado-Valle, et al. (2005). "Sodium and Calcium Current-Mediated Pacemaker Neurons and Respiratory Rhythm Generation." J. Neurosci. 25(2): 446-453. 5. Del Negro, C. A., N. Koshiya, et al. (2002). "Persistent sodium current, membrane properties and bursting behavior of pre-botzinger complex inspiratory neurons in vitro." J Neurophysiol 88(5): 2242-50.
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