STDP promotes synchrony of inhibitory networks in the presence of heterogeneity (Talathi et al 2008)

 Download zip file 
Help downloading and running models
Accession:119159
"Recently Haas et al. (J Neurophysiol 96: 3305–3313, 2006), observed a novel form of spike timing dependent plasticity (iSTDP) in GABAergic synaptic couplings in layer II of the entorhinal cortex. Depending on the relative timings of the presynaptic input at time tpre and the postsynaptic excitation at time tpost, the synapse is strengthened (delta_t = t(post) - t(pre) > 0) or weakened (delta_t < 0). The temporal dynamic range of the observed STDP rule was found to lie in the higher gamma frequency band (> or = 40 Hz), a frequency range important for several vital neuronal tasks. In this paper we study the function of this novel form of iSTDP in the synchronization of the inhibitory neuronal network. In particular we consider a network of two unidirectionally coupled interneurons (UCI) and two mutually coupled interneurons (MCI), in the presence of heterogeneity in the intrinsic firing rates of each coupled neuron. ..."
Reference:
1 . Talathi SS, Hwang DU, Ditto WL (2008) Spike timing dependent plasticity promotes synchrony of inhibitory networks in the presence of heterogeneity. J Comput Neurosci 25:262-81 [PubMed]
Citations  Citation Browser
Model Information (Click on a link to find other models with that property)
Model Type: Realistic Network;
Brain Region(s)/Organism: Entorhinal cortex;
Cell Type(s):
Channel(s): I Na,t; I K;
Gap Junctions:
Receptor(s): GabaA; Gaba;
Gene(s):
Transmitter(s):
Simulation Environment: C or C++ program;
Model Concept(s): STDP;
Implementer(s): Talathi Sachin [talathi at ufl.edu];
Search NeuronDB for information about:  GabaA; Gaba; I Na,t; I K;
/
TalathiEtAl2008
simul_lrn
CNlib
CVS
readme *
CN_absynapse.cc *
CN_absynapse.h *
CN_absynapseECplast1.cc *
CN_absynapseECplast1.h *
CN_absynapseECplast2.cc *
CN_absynapseECplast2.h *
CN_absynapseECplast3.cc *
CN_absynapseECplast3.h *
CN_DCInput.cc *
CN_DCInput.h *
CN_ECneuron.cc *
CN_ECneuron.h *
CN_HHneuron.cc *
CN_HHneuron.h *
CN_inputneuron.cc *
CN_inputneuron.h *
CN_LPneuronAstrid.cc *
CN_LPneuronAstrid.h *
CN_LPneuronRafi4.cc *
CN_LPneuronRafi4.h *
CN_multifire_inputneuron.cc *
CN_multifire_inputneuron.h *
CN_neuron.cc *
CN_neuron.h *
CN_NeuronModel.cc *
CN_NeuronModel.h *
CN_Poissonneuron.cc *
CN_Poissonneuron.h *
CN_Rallsynapse.cc *
CN_Rallsynapse.h *
CN_rk65n.cc *
CN_rk65n.h *
CN_synapse.cc *
CN_synapse.h *
CN_synapseAstrid.cc *
CN_synapseAstrid.h *
CN_TimeNeuron.cc *
CN_TimeNeuron.h *
CN_Valneuron.cc *
CN_Valneuron.h *
CN_Valneuron2.cc *
CN_Valneuron2.h *
ids.h *
Makefile *
testCN *
testCN.cc *
                            
//--------------------------------------------------------------------------
// Author: Thomas Nowotny
//
// Institute: Institute for Nonlinear Dynamics
//            University of California San Diego
//            La Jolla, CA 92093-0402
//
// email to:  tnowotny@ucsd.edu
//
// initial version: 2002-01-24
//
//--------------------------------------------------------------------------

//--------------------------------------------------------------------------
// adapted from LPneuronJorge with
// a) own fit for Ih
// b) GHK formalism for ICa + own fit with it
//--------------------------------------------------------------------------

#ifndef LPRNEURON_H
#define LPRNEURON_H

#include "CN_neuron.h"
#include <cmath>

#define LPR_PNO 73
#define LPR_IVARNO 16

//--------------------------------------------------------------------------
// parameters of the LPR neuron (typical set, can be modified at any time
// later on. Modifications take effect immediately in the next evaluation)

double stdLPR_p[LPR_PNO]= {
   80,                  // 0 - gNa: Na conductance [muS]
   47.1843,             // 1 - ENa: Na equi potential in mV
   0.247102,            // 2 - gCa1: first Ca conductance
   0.0272075,           // 3 - gCa2: second Ca conductance
   2.87471,             // 4 - goCa: KCa conductance
   -83.8393,            // 5 - EK: K rev. potential
   0.401598,            // 6 - gd: Kd conductance in [muS]
   2.26681,             // 7 - gA: A channel conductance
   0.0448226,           // 8 - gh: Ih channel conductance
   -11.6324,            // 9 - EIh: Ih channel rev. potential
   0.0100637,           // 10 - gleak: leak conductance neuropil
   -50.8427,            // 11 - Eleak: leak reversal potential
   0.0502388,           // 12 - Cmem: membrane capacitance neuropil
   0.0449852,           // 13 - c_iCa: factor in Ca dynamics [mM/pCb]
   0.0446877,           // 14 - k_Ca: time scale Ca removal [1/ms]
   3.44474,             // 15 - tfac: rescaling all taum/tauh
   2.70653,             // 16 - Vshift: shift of V to outside world
   0.372713,            // 17 - IDC: DC input current to set dyn. regime
   1.05799,             // 18 - tfac_fast: recaling fast taum/tauh (Na, Kd)
   0.0492504,           // 19 - gVV: conductance between neuropil & soma
   0.693825,            // 20 - Cs: capacitance of soma
   0.0214249,           // 21 - gleaks: leak conduct. soma
   11.4866,             // 22 - RTF
   1.0,                 // 23 - AreaAxon
   1.0,                 // 24 - Area
   0.045,               // 25 - k_aCa1
   0.02,                // 26 - k_bCa1
   0.0608644,           // 27 - k_aCa2
   -5.7,                // 28 - V_aCa1
   -38,                 // 29 - V_bCa1
   29.1336,             // 30 - V_aCa2
   -7.61858,            // 31 - s_aCa1
   1.2,                 // 32 - s_bCa1
   -4.43083,            // 33 - s_aCa2
   0.00155982,          // 34 - P_Ca
   15123.5,             // 35 - Ca_out
   -15,                 // 36 - V_kbCa1
   -3.8,                // 37 - s_kbCa1
   0.480858,            // 38 - k_oa
   0.0374617,           // 39 - k_ob
   0.17997,             // 40 - V_ao1
   -19.6809,            // 41 - V_ao2
   -23.3747,            // 42 - s_ao1
   -5.01798,            // 43 - s_ao2
   0.606697,            // 44 - f
   2.54667,             // 45 - c1
   0.710174,            // 46 - c2
   0.598139,            // 47 - c3
   0.018541,            // 48 - Ca_0
   0.142092,            // 49 - k_aA
   0.0475747,           // 50 - k_bA1
   0.00399543,          // 51 - c_A2
   -11.5622,            // 52 - V_aA
   -60.4254,            // 53 - V_bA
   -37.9344,            // 54 - V_kbA2
   5.14585,             // 55 - V_x
   -25.8765,            // 56 - s_aA
   5.4265,              // 57 - s_bA
   -12.6589,            // 58 - s_kbA2
   -16.7579,            // 59 - s_x
   2.10007e-05,         // 60 - c_r
   -80.5426,            // 61 - V_r
   -64.2891,            // 62 - V_kr
   7.98176,             // 63 - s_r
   -21.5582,            // 64 - s_kr
   0.3,                 // 65 - I_scale
   -93.6857,            // 66 - E_M
   0.128435,            // 67 - g_M
   7.66637e-05,         // 68 - k_M
   -20.0768,            // 69 - V_M
   -4.67792,            // 70 - s_M
   -60.0,               // 71 - V_kM
   4.0,                 // 72 - s_kM
};

double *LPR_p= stdLPR_p;

char *LPR_p_text[LPR_PNO]= {
  "0 - gNa: Na conductance [muS]",
  "1 - ENa: Na equi potential in mV",
  "2 - gCa1: first Ca conductance",
  "3 - gCa2: second Ca conductance",
  "4 - goCa: KCa conductance",
  "5 - EK: K rev. potential",
  "6 - gd: Kd conductance in [muS]",
  "7 - gA: A channel conductance",
  "8 - gh: Ih channel conductance",
  "9 - EIh: Ih channel rev. potential",
  "10 - gleak: leak conductance neuropil",
  "11 - Eleak: leak reversal potential",
  "12 - Cmem: membrane capacitance neuropil",
  "13 - c_iCa: factor in Ca dynamics [mM/pCb]",
  "14 - k_Ca: time scale Ca removal [1/ms]",
  "15 - tfac: rescaling all taum/tauh",
  "16 - Vshift: shift of V to outside world",
  "17 - IDC: DC input current to set dyn. regime",
  "18 - tfac_fast: recaling fast taum/tauh (Na, Kd)",
  "19 - gVV: conductance between neuropil & soma",
  "20 - Cs: capacitance of soma",
  "21 - gleaks: leak conduct. soma",
  "22 - RTF",
  "23 - V_m",
  "24 - s_m",
  "25 - k_aCa1",
  "26 - k_bCa1",
  "27 - k_aCa2",
  "28 - V_aCa1",
  "29 - V_bCa1",
  "30 - V_aCa2",
  "31 - s_aCa1",
  "32 - s_bCa1",
  "33 - s_aCa2",
  "34 - P_Ca",
  "35 - Ca_out",
  "36 - V_kbCa1",
  "37 - s_kbCa1",
  "38 - k_oa",
  "39 - k_ob",
  "40 - V_ao1",
  "41 - V_ao2",
  "42 - s_ao1",
  "43 - s_ao2",
  "44 - f",
  "45 - c1",
  "46 - c2",
  "47 - c3",
  "48 - Ca_0",
  "49 - k_aA",
  "50 - k_bA1",
  "51 - c_A2",
  "52 - V_aA",
  "53 - V_bA",
  "54 - V_kbA2",
  "55 - V_x",
  "56 - s_aA",
  "57 - s_bA",
  "58 - s_kbA2",
  "59 - s_x",
  "60 - c_r",
  "61 - V_r",
  "62 - V_kr",
  "63 - s_r",
  "64 - s_kr",
  "65 - I_scale",
  "66 - E_M",
  "67 - g_M",
  "68 - k_M",
  "69 - V_M",
  "70 - s_M",
  "71 - V_kM",
  "72 - s_kM"
};


//----------------------------------------------------------------------
// the following initial values reflect the steady state with no input

double stdLPR_INIVARS[LPR_IVARNO]= {
  -56.0,                       // 0 - membrane potential 
  0.0,                         // 1 - Na channel activation mNa
  0.2,                         // 2 - Na channel unblocking hNa
  0.0,                         // 3 - Ca1 channel activation mCa1
  1.0,                         // 4 - Ca1 channel unblocking hCa1
  0.0,                         // 5 - Ca2 channel activation mCa2
  0.0,                         // 6 - oCa channel activation moCa
  1.0,                         // 7 - oCa channel unblocking hoCa
  0.0,                         // 8 - d channel activation md
  0.0,                         // 9 - A channel activation mA
  1.0,                         // 10 - A channel unblocking hA1
  1.0,                         // 11 - A channel unblocking hA2
  0.0,                         // 12 - Ih channel activation
  0.04,                        // 13 - Ca concentration
  0.01,                        // 14 - M current activation var
  -56.0                        // 15 - membrane potential soma
};
double *LPR_INIVARS= stdLPR_INIVARS;

char *LPR_INIVARSTEXT[LPR_IVARNO]= {
  "0 - membrane potential",
  "1 - Na channel activation mNa",
  "2 - Na channel unblocking hNa",
  "3 - Ca1 channel activation mCa1",
  "4 - Ca1 channel unblocking hCa1",
  "5 - Ca2 channel activation mCa2",
  "6 - oCa channel activation moCa",
  "7 - oCa channel unblocking hoCa",
  "8 - d channel activation md",
  "9 - A channel activation mA",
  "10 - A channel unblocking hA1",
  "11 - A channel unblocking hA2",
  "12 - Ih channel activation",
  "13 - Ca concentration",
  "14 - M current activation var",
  "15 - membrane potential soma"
};


// the LPR neuron class itself

class LPRneuron: public neuron
{
 public:
  LPRneuron(int, double *);
  LPRneuron(int, tnvector<int>, double *);
  virtual ~LPRneuron() { }
  inline virtual double E(double *);
  virtual void currents(ostream &, double *);
  virtual void derivative(double *, double *);
};

// for fitting purposes: type == 0 means additive changes
//                       type == 1 means multiplicative changes

double LPR_p_type[LPR_PNO]= {
  1,      // 0 - gNa: Na conductance [muS] paper
  0,      // 1 - ENa: Na equi potential in mV
  1,      // 2 - gCa1: first Ca conductance
  1,      // 3 - gCa2: second Ca conductance
  1,      // 4 - goCa: KCa conductance
  0,      // 5 - EK: K rev. potential
  1,      // 6 - gd: Kd conductance in [muS]
  1,      // 7 - gA: A channel conductance
  1,      // 8 - gh: Ih channel conductance
  0,      // 9 - EIh: Ih channel rev. potential
  1,      // 10 - gleak: leak conductance neuropil
  0,      // 11 - Eleak: leak reversal potential
  1,      // 12 - Cmem: membrane capacitance neuropil
  1,      // 13 - c_iCa: factor in Ca dynamics [mM/pCb]
  1,      // 14 - k_Ca: time scale Ca removal [1/ms]
  1,      // 15 - tfac: rescaling all taum/tauh
  0,      // 16 - Vshift: shift of V to outside world
  0,      // 17 - IDC: DC input current to set dyn. regime
  1,      // 18 - tfac_fast: recaling fast taum/tauh (Na, Kd)
  1,      // 19 - gVV: conductance between neuropil & soma
  1,      // 20 - Cs: capacitance of soma
  1,      // 21 - gleaks: leak conduct. soma
  1,      // 22 - RTF
  1,      // 23 - AreaAxon
  1,      // 24 - Area
  1,      // 25 - k_aCa1
  1,      // 26 - k_bCa1
  1,      // 27 - k_aCa2
  0,      // 28 - V_aCa1
  0,      // 29 - V_bCa1
  0,      // 30 - V_aCa2
  1,      // 31 - s_aCa1
  1,      // 32 - s_bCa1
  1,      // 33 - s_aCa2
  1,      // 34 - P_Ca
  1,      // 35 - Ca_out
  0,      // 36 - V_kbCa1
  1,      // 37 - s_kbCa1
  1,      // 38 - k_oa
  1,      // 39 - k_ob
  0,      // 40 - V_ao1
  0,      // 41 - V_ao2
  1,      // 42 - s_ao1
  1,      // 43 - s_ao2
  1,      // 44 - f
  1,      // 45 - c1
  1,      // 46 - c2
  1,      // 47 - c3
  1,      // 48 - Ca_0
  1,      // 49 - k_aA
  1,      // 50 - k_bA1
  1,      // 51 - c_A2
  0,      // 52 - V_aA
  0,      // 53 - V_bA
  0,      // 54 - V_kbA2
  0,      // 55 - V_x
  1,      // 56 - s_aA
  1,      // 57 - s_bA
  1,      // 58 - s_kbA2
  1,      // 59 - s_x
  1,      // 60 - c_r
  0,      // 61 - V_r
  0,      // 62 - V_kr
  1,      // 63 - s_r
  1,      // 64 - s_kr
  1,      // 65 - I_scale
  0,      // 66 - E_M
  1,      // 67 - g_M
  1,      // 68 - k_M
  0,      // 69 - V_M
  1,      // 70 - s_M
  0,      // 71 - V_kM
  1       // 72 - s_kM
};

// for fitting purposes ... the LPR_p_sens(itivity) is basically the inverse
// of the slope of the deviation of the neuron model perturbed in a given
// parameter compared to the model with the original parameter set.
// see "test_params" and "calc_sensitivity" for more details

double LPR_p_sens[LPR_PNO]= {
  5e-10, // 0 - gNa: Na conductance [muS] paper
  1e-08, // 1 - ENa: Na equi potential in mV
  5e-10, // 2 - gCa1: first Ca conductance
  5e-10, // 3 - gCa2: second Ca conductance
  5e-10, // 4 - goCa: KCa conductance
  1e-08, // 5 - EK: K rev. potential
  5e-10, // 6 - gd: Kd conductance in [muS]
  5e-10, // 7 - gA: A channel conductance
  1e-9,  // 8 - gh: Ih channel conductance
  1-07,  // 9 - EIh: Ih channel rev. potential
  1e-09, // 10 - gleak: leak conductance neuropil
  1e-09, // 11 - Eleak: leak reversal potential
  1e-09, // 12 - Cmem: membrane capacitance neuropil
  1e-09, // 13 - c_iCa: factor in Ca dynamics [mM/pCb]
  1e-09, // 14 - k_Ca: time scale Ca removal [1/ms]
  5e-10, // 15 - tfac: rescaling all taum/tauh
  1e-8,  // 16 - Vshift: shift of V to outside world
  5e-9,  // 17 - IDC: DC input current to set dyn. regime
  5e-10, // 18 - tfac_fast: recaling fast taum/tauh (Na, Kd)
  1e-9,  // 19 - gVV: conductance between neuropil & soma
  1e-9,  // 20 - Cs: capacitance of soma
  1e-9,  // 21 - gleaks: leak conduct. soma
  1e-09, // 22 - RTF
  1e-9,  // 23 - AreaAxon
  1e-9,  // 24 - Area
  1e-9,  // 25 - k_aCa1
  1e-09, // 26 - k_bCa1
  1e-08, // 27 - k_aCa2
  1e-09, // 28 - V_aCa1
  1e-09, // 29 - V_bCa1
  1e-07, // 30 - V_aCa2
  1e-11, // 31 - s_aCa1
  1e-09, // 32 - s_bCa1
  1e-08, // 33 - s_aCa2
  5e-10, // 34 - P_Ca
  5e-10, // 35 - Ca_out
  1e-08, // 36 - V_kbCa1
  5e-10, // 37 - s_kbCa1
  1e-08, // 38 - k_oa
  1e-08, // 39 - k_ob
  5e-08, // 40 - V_ao1
  1e-08, // 41 - V_ao2
  1e-09, // 42 - s_ao1
  5e-10, // 43 - s_ao2
  1e-08, // 44 - f
  1e-09, // 45 - c1
  1e-09, // 46 - c2
  1e-09, // 47 - c3
  5e-9,  // 48 - Ca_0
  1e-08, // 49 - k_aA
  1e-07, // 50 - k_bA1
  1e-08, // 51 - c_A2
  1e-08, // 52 - V_aA
  1e-08, // 53 - V_bA
  1e-07, // 54 - V_kbA2
  1e-06, // 55 - V_x
  5e-10, // 56 - s_aA
  1e-9,  // 57 - s_bA
  1e-08, // 58 - s_kbA2
  1e-07, // 59 - s_x
  5e-08, // 60 - c_r
  1e-07, // 61 - V_r
  1e-06, // 62 - V_kr
  1e-08, // 63 - s_r
  1e-07, // 64 - s_kr
  1e-9,  // 65 - I_scale
  1e-07, // 66 - E_M
  1e-9,  // 67 - g_M
  1e-9,  // 68 - k_M
  1e-8,  // 69 - V_M
  1e-9,  // 70 - s_M
  1e-8,  // 71 - V_kM
  1e-9,  // 72 - s_kM
};


#endif