Spine head calcium in a CA1 pyramidal cell model (Graham et al. 2014)

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Accession:154732
"We use a computational model of a hippocampal CA1 pyramidal cell to demonstrate that spine head calcium provides an instantaneous readout at each synapse of the postsynaptic weighted sum of all presynaptic activity impinging on the cell. The form of the readout is equivalent to the functions of weighted, summed inputs used in neural network learning rules. Within a dendritic layer, peak spine head calcium levels are either a linear or sigmoidal function of the number of coactive synapses, with nonlinearity depending on the ability of voltage spread in the dendrites to reach calcium spike threshold. ..."
Reference:
1 . Graham BP, Saudargiene A, Cobb S (2014) Spine head calcium as a measure of summed postsynaptic activity for driving synaptic plasticity. Neural Comput 26:2194-222 [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: Hippocampus;
Cell Type(s):
Channel(s):
Gap Junctions:
Receptor(s):
Gene(s):
Transmitter(s):
Simulation Environment: NEURON;
Model Concept(s): Synaptic Integration;
Implementer(s): Graham, Bruce [B.Graham at cs.stir.ac.uk];
/
GrahamEtAl2014
Cells
Results
readme.html
burststim2.mod *
cad.mod
cagk.mod
carF.mod
distca.mod
distr.mod *
h.mod *
kadist.mod *
kaprox.mod *
kca.mod *
kdrca1.mod *
km.mod
na3n.mod *
naxn.mod *
nmdaca.mod *
burst_cell.hoc *
CA1PC.hoc
mosinit.hoc
randomlocation.hoc
ranstream.hoc *
run_batsyn.hoc
run_PC.hoc
screenshot1.png
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setup_PC.hoc
synstim.ses
                            
TITLE Slow Ca-dependent potassium current
                            :
                            :   Ca++ dependent K+ current IC responsible for slow AHP
                            :   Differential equations
                            :
                            :   Model based on a first order kinetic scheme
                            :
                            :       + n cai <->     (alpha,beta)
                            :
                            :   Following this model, the activation fct will be half-activated at 
                            :   a concentration of Cai = (beta/alpha)^(1/n) = cac (parameter)
                            :
                            :   The mod file is here written for the case n=2 (2 binding sites)
                            :   ---------------------------------------------
                            :
                            :   This current models the "slow" IK[Ca] (IAHP): 
                            :      - potassium current
                            :      - activated by intracellular calcium
                            :      - NOT voltage dependent
                            :
                            :   A minimal value for the time constant has been added
                            :
                            :   Ref: Destexhe et al., J. Neurophysiology 72: 803-818, 1994.
                            :   See also: http://www.cnl.salk.edu/~alain , http://cns.fmed.ulaval.ca
                            :   modifications by Yiota Poirazi 2001 (poirazi@LNC.usc.edu)
			    :   taumin = 0.5 ms instead of 0.1 ms	

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

                            NEURON {
                                    SUFFIX kca
                                    USEION k READ ek WRITE ik
                                    USEION ca READ cai
                                    RANGE gk, gbar, m_inf, tau_m
                                    GLOBAL beta, cac
                            }


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


                            PARAMETER {
                                    v               (mV)
                                    celsius = 36    (degC)
                                    ek      = -80   (mV)
                                    cai     = 2.4e-5 (mM)           : initial [Ca]i
                                    gbar    = 0.01   (mho/cm2)
                                    beta    = 0.03   (1/ms)          : backward rate constant
                                    cac     = 0.025  (mM)            : middle point of activation fct
       				    taumin  = 0.5    (ms)            : minimal value of the time cst
                                    gk
                                  }


                            STATE {m}        : activation variable to be solved in the DEs       

                            ASSIGNED {       : parameters needed to solve DE 
                                    ik      (mA/cm2)
                                    m_inf
                                    tau_m   (ms)
                                    tadj
                            }
                            BREAKPOINT { 
                                    SOLVE states METHOD derivimplicit
                                    gk = gbar*m*m*m     : maximum channel conductance
                                    ik = gk*(v - ek)    : potassium current induced by this channel
                            }

                            DERIVATIVE states { 
                                    evaluate_fct(v,cai)
                                    m' = (m_inf - m) / tau_m
                            }

                            UNITSOFF
                            INITIAL {
                            :
                            :  activation kinetics are assumed to be at 22 deg. C
                            :  Q10 is assumed to be 3
                            :
                                    tadj = 3 ^ ((celsius-22.0)/10) : temperature-dependent adjastment factor
                                    evaluate_fct(v,cai)
                                    m = m_inf
                            }

                            PROCEDURE evaluate_fct(v(mV),cai(mM)) {  LOCAL car
                                    car = (cai/cac)^2
                                    m_inf = car / ( 1 + car )      : activation steady state value
                                    tau_m =  1 / beta / (1 + car) / tadj
                                    if(tau_m < taumin) { tau_m = taumin }   : activation min value of time cst
                            }
                            UNITSON

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