Encoding and retrieval in a model of the hippocampal CA1 microcircuit (Cutsuridis et al. 2009)

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Accession:123815
This NEURON code implements a small network model (100 pyramidal cells and 4 types of inhibitory interneuron) of storage and recall of patterns in the CA1 region of the mammalian hippocampus. Patterns of PC activity are stored either by a predefined weight matrix generated by Hebbian learning, or by STDP at CA3 Schaffer collateral AMPA synapses.
Reference:
1 . Cutsuridis V, Cobb S, Graham BP (2010) Encoding and retrieval in a model of the hippocampal CA1 microcircuit. Hippocampus 20:423-46 [PubMed]
Model Information (Click on a link to find other models with that property)
Model Type: Realistic Network;
Brain Region(s)/Organism: Hippocampus;
Cell Type(s): Hippocampus CA1 pyramidal cell; Hippocampus CA1 basket cell;
Channel(s):
Gap Junctions:
Receptor(s): GabaA; AMPA; NMDA;
Gene(s):
Transmitter(s):
Simulation Environment: NEURON;
Model Concept(s): Pattern Recognition; Activity Patterns; Temporal Pattern Generation; Learning; STDP; Connectivity matrix; Storage/recall;
Implementer(s): Graham, Bruce [B.Graham at cs.stir.ac.uk]; Cutsuridis, Vassilis [vcutsuridis at gmail.com];
Search NeuronDB for information about:  Hippocampus CA1 pyramidal cell; GabaA; AMPA; NMDA;
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Hipp_paper_code
Results
Weights
readme.txt
ANsyn.mod *
bgka.mod *
burststim2.mod *
cad.mod *
cagk.mod *
cal.mod *
calH.mod *
car.mod *
cat.mod *
ccanl.mod *
gskch.mod *
h.mod *
hha_old.mod *
hha2.mod *
hNa.mod *
IA.mod *
ichan2.mod *
Ih.mod *
kad.mod *
kap.mod *
Kaxon.mod *
kca.mod *
Kdend.mod *
km.mod *
Ksoma.mod *
LcaMig.mod *
my_exp2syn.mod *
Naaxon.mod *
Nadend.mod *
Nasoma.mod *
nca.mod *
nmda.mod *
regn_stim.mod *
somacar.mod *
STDPE2Syn.mod *
axoaxonic_cell17S.hoc *
basket_cell17S.hoc *
bistratified_cell13S.hoc *
burst_cell.hoc *
HAM_SR.ses
HAM_StoRec_par.hoc
HAM_StoRec_ser.hoc
mosinit.hoc
olm_cell2.hoc
pyramidal_cell_14Vb.hoc
ranstream.hoc *
stim_cell.hoc *
                            
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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