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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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Our Motivation Necessity of breathing Stroke/Disease-induced lesions can impair breathing CCHS and other disorders of the control of breathing
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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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System Overview Neural Control of Inspiration Takes Place in the preBötzinger Complex (preBötC) 1 preBötC XII Nerve Muscles
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Terminology Inspiratory burst (raw) Inspiratory burst (smoothed) Inspiratory drive potential amplitude area
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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, 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, J. Physiology, 582: 113-125 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 Dendritic Compartment Somatic Compartment Add Other Currents
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The Next Step II Add mGluR-IP 3 -Ca 2+ -I CAN pathway
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The Next Step III: Add material balance for Ca 2+ and Na + Example: Ca 2+ Balance
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The Next Step IV 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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Methods: Evolving Solutions Step 2: Sit back, relax, let the computer do the work
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Methods: Evolving Solutions Step 1: Teach the Fitness Function What is Important Score: 100 Score: -5 (Kill) Score: 40 Score: 50 Score: -30 (Kill) Fitness Function
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What Is a Fitness Function Anyway? A weighted sum of fitness measures
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Inside the Black Box Traces Scores Determine Kill Conditions Spike/Burst Analyzer Trace Statistics Surviving Traces Stable, Bounded Linear Regression Fitness Parameters
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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 Problem: Fit the current model to 4 experiment traces Number of Parameters: 110
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Ideal Curve Some Evolved Solutions
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Ca 2+ From Stores I CAN Ca 2+ (Dend) V (Dend)
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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 Add More Experiments Adjust Parameter Ranges Make / Test Predictions
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Acknowledgements Academic Dr. Christopher Del Negro (C. W&M) Dr. Pete Roper (U. Utah) Financial NSF Grant IOB-0616099 Suzzane Matthews Faculty Research Award
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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.” J. Physiology 582: 113- 125 2007. 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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