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CA1 pyramidal neuron: as a 2-layer NN and subthreshold synaptic summation (Poirazi et al 2003)

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Accession:20212
We developed a CA1 pyramidal cell model calibrated with a broad spectrum of in vitro data. Using simultaneous dendritic and somatic recordings, and combining results for two different response measures (peak vs. mean EPSP), two different stimulus formats (single shock vs. 50 Hz trains), and two different spatial integration conditions (within vs. between-branch summation), we found the cell's subthreshold responses to paired inputs are best described as a sum of nonlinear subunit responses, where the subunits correspond to different dendritic branches. In addition to suggesting a new type of experiment and providing testable predictions, our model shows how conclusions regarding synaptic arithmetic can be influenced by an array of seemingly innocuous experimental design choices.
References:
1 . Poirazi P, Brannon T, Mel BW (2003) Arithmetic of subthreshold synaptic summation in a model CA1 pyramidal cell. Neuron 37:977-87 [PubMed]
2 . Poirazi P, Brannon T, Mel BW (2003) Pyramidal neuron as two-layer neural network. Neuron 37:989-99 [PubMed]
3 . Poirazi P, Brannon T, Mel BW (2003ab-sup) Online Supplement: About the Model Neuron 37 Online:1-20
4 . Polsky A, Mel BW, Schiller J (2004) Computational subunits in thin dendrites of pyramidal cells. Nat Neurosci 7:621-7 [PubMed]
Model Information (Click on a link to find other models with that property)
Model Type: Neuron or other electrically excitable cell;
Brain Region(s)/Organism:
Cell Type(s): Hippocampus CA1 pyramidal GLU cell;
Channel(s): I Na,p; I Na,t; I L high threshold; I T low threshold; I A; I K; I M; I h; I K,Ca; I Calcium;
Gap Junctions:
Receptor(s): GabaA; GabaB; NMDA; Glutamate;
Gene(s):
Transmitter(s):
Simulation Environment: NEURON;
Model Concept(s): Action Potential Initiation; Activity Patterns; Dendritic Action Potentials; Active Dendrites; Influence of Dendritic Geometry; Detailed Neuronal Models; Action Potentials; Depression; Delay;
Implementer(s): Poirazi, Panayiota [poirazi at imbb.forth.gr];
Search NeuronDB for information about:  Hippocampus CA1 pyramidal GLU cell; GabaA; GabaB; NMDA; Glutamate; I Na,p; I Na,t; I L high threshold; I T low threshold; I A; I K; I M; I h; I K,Ca; I Calcium;
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CA1_multi
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VClamp.omod *
                            
                      TITLE Low threshold calcium current
                      :
                      :   Ca++ current responsible for low threshold spikes (LTS)
                      :   THALAMOCORTICAL CELLS
                      :   Differential equations
                      :
                      :   Model based on the data of Huguenard & McCormick, J Neurophysiol
                      :   68: 1373-1383, 1992 and Huguenard & Prince, J Neurosci.
                      :   12: 3804-3817, 1992.
                      :
                      :   Features:
                      :
                      :       - kinetics described by Nernst equations using a m2h format
                      :       - activation considered at steady-state
                      :       - inactivation fit to Huguenard's data using a bi-exp function
                      :       - shift for screening charge, q10 of inactivation of 3
                      :
                      :   Described in:
                      :    Destexhe, A., Bal, T., McCormick, D.A. and Sejnowski, T.J.  Ionic 
                      :    mechanisms underlying synchronized oscillations and propagating waves
                      :    in a model of ferret thalamic slices. Journal of Neurophysiology 76:
                      :    2049-2070, 1996.
                      :   See also http://www.cnl.salk.edu/~alain , http://cns.fmed.ulaval.ca
                      :   
                      :
                      :   Alain Destexhe, Salk Institute and Laval University, 1995
                      :

                      INDEPENDENT {t FROM 0 TO 1 WITH 1 (ms)}

                      NEURON {
                              SUFFIX it
                              USEION ca READ cai,cao WRITE ica
                              GLOBAL q10
                              RANGE gcabar, m_inf, tau_m, h_inf, tau_h, shift
                      }

                      UNITS {
                              (molar) = (1/liter)
                              (mV) =  (millivolt)
                              (mA) =  (milliamp)
                              (mM) =  (millimolar)

                              FARADAY = (faraday) (coulomb)
                              R = (k-mole) (joule/degC)
                      }

                      PARAMETER {
                              v               (mV)
                              celsius = 36    (degC)
                              gcabar  = 0.002 (mho/cm2)
                              q10     = 3                     : Q10 of inactivation
                              shift   = 2     (mV)            : corresponds to 2mM ext Ca++
                              cai     = 2.4e-4 (mM)           : adjusted for eca=120 mV
                              cao     = 2     (mM)
                      }

                      STATE {
                              h
                      }

                      ASSIGNED {
                              ica     (mA/cm2)
                              carev   (mV)
                              m_inf
                              tau_m   (ms)                    : dummy variable for compatibility
                              h_inf
                              tau_h   (ms)
                              phi_h
                      }

                      BREAKPOINT {
                              SOLVE castate METHOD euler
                              carev = (1e3) * (R*(celsius+273.15))/(2*FARADAY) * log (cao/cai)
                              ica = gcabar * m_inf * m_inf * h * (v-carev)
                      }

                      DERIVATIVE castate {
                              evaluate_fct(v)

                              h' = (h_inf - h) / tau_h
                      }


                      UNITSOFF
                      INITIAL {
                      :
                      :   Transformation to 36 deg assuming Q10 of 3 for h
                      :   (as in Coulter et al., J Physiol 414: 587, 1989)
                      :
                              phi_h = q10 ^ ((celsius-24 (degC) )/10 (degC) )

                              h = 0
                      }

                      PROCEDURE evaluate_fct(v(mV)) { LOCAL Vm

                              Vm = v + shift

                              m_inf = 1.0 / ( 1 + exp(-(Vm+57)/6.2) )
                              h_inf = 1.0 / ( 1 + exp((Vm+81)/4.0) )

                      :       if(Vm < -80) {
                      :               tau_h = exp((Vm+467)/66.6) / phi_h
                      :       } else {
                      :               tau_h = ( 28 + exp(-(Vm+22)/10.5) ) / phi_h
                      :       }

                              tau_h = 30.8 + (211.4 + exp((Vm+113.2)/5)) / (1 + exp((Vm+84)/3.2))

                              tau_h = tau_h / phi_h

                      }

                      UNITSON

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