{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# [2D] NaK model analysis\n", "\n", "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/examples/blob/main/dynamics_analysis/2d_NaK_model.ipynb)\n", "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/examples/blob/main/dynamics_analysis/2d_NaK_model.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we will show you the neurodynamics analysis of a two-dimensional system model with the example of the $I_{\\rm{Na,p+}}-I_K$ Model. \n", "\n", "The dynamical system is given by:\n", "$$ C\\dot{V} = I_{ext} - g_L * (V-E_L)-g_{Na}*m_\\infty(V)(V-E_{Na})-g_K*n*(V-E_K)$$\n", "\n", "$$ \\dot{n} = \\frac{n_\\infty(V)-n}{\\tau(V)} $$\n", "\n", "where\n", "\n", "$$ m_\\infty(V) = 1 \\ / \\ ({1+\\exp(\\frac{V_{\\rm{n_{half}}}-V}{k_m})}) $$\n", "\n", "$$ n_\\infty(V) = 1 \\ / \\ ({1+\\exp(\\frac{V_{\\rm{n_{half}}}-V}{k_n})}) $$\n", "\n", "This model specifies a leak current $I_L$, persistent sodium current $I_{\\rm{Na, p}}$ \n", "with instantaneous activation kinetic, and a relatively slower persistent \n", "potassium current $I_K$ with either high or low threshold (the two choices \n", "result in fundamentally different dynamics). " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:47:43.973724400Z", "start_time": "2023-07-22T05:47:43.260713600Z" } }, "outputs": [], "source": [ "import brainpy as bp\n", "import brainpy.math as bm\n", "\n", "bm.set_platform('cpu')\n", "bm.set_dt(dt=0.02)\n", "bm.enable_x64()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:47:43.989589100Z", "start_time": "2023-07-22T05:47:43.973724400Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'2.4.3'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bp.__version__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:47:44.006294400Z", "start_time": "2023-07-22T05:47:43.989589100Z" } }, "outputs": [], "source": [ "C = 1\n", "E_L = -78 # different from high-threshold model\n", "g_L = 8\n", "g_Na = 20\n", "g_K = 10\n", "E_K = -90\n", "E_Na = 60\n", "Vm_half = -20\n", "k_m = 15\n", "Vn_half = -45 # different from high-threshold model\n", "k_n = 5\n", "tau = 1\n", "\n", "\n", "@bp.odeint(method='exp_auto')\n", "def int_V(V, t, n, Iext):\n", " m_inf = 1 / (1 + bm.exp((Vm_half - V) / k_m))\n", " I_leak = g_L * (V - E_L)\n", " I_Na = g_Na * m_inf * (V - E_Na)\n", " I_K = g_K * n * (V - E_K)\n", " dvdt = (-I_leak - I_Na - I_K + Iext) / C\n", " return dvdt\n", "\n", "\n", "@bp.odeint(method='exp_auto')\n", "def int_n(n, t, V):\n", " n_inf = 1 / (1 + bm.exp((Vn_half - V) / k_n))\n", " dndt = (n_inf - n) / tau\n", " return dndt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Phase plane analysis" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:47:50.779841400Z", "start_time": "2023-07-22T05:47:44.006294400Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "I am computing fx-nullcline ...\n", "I am evaluating fx-nullcline by optimization ...\n", "I am computing fy-nullcline ...\n", "I am evaluating fy-nullcline by optimization ...\n", "I am creating the vector field ...\n", "I am searching fixed points ...\n", "I am trying to find fixed points by optimization ...\n", "\tThere are 680 candidates\n", "I am trying to filter out duplicate fixed points ...\n", "\tFound 1 fixed points.\n", "C:\\Users\\adadu\\miniconda3\\envs\\brainpy\\lib\\site-packages\\jax\\_src\\numpy\\array_methods.py:329: FutureWarning: The arr.split() method is deprecated. Use jax.numpy.split instead.\n", " warnings.warn(\n", "\t#1 n=0.21052935808430667, V=-51.60868770912324 is a unstable focus.\n", "I am plotting the trajectory ...\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analyzer = bp.analysis.PhasePlane2D(\n", " model=[int_n, int_V],\n", " target_vars={'n': [0., 1.], 'V': [-90, 20]},\n", " pars_update={'Iext': 50.},\n", " resolutions={'n': 0.01, 'V': 0.1}\n", ")\n", "analyzer.plot_nullcline()\n", "analyzer.plot_vector_field()\n", "analyzer.plot_fixed_point()\n", "analyzer.plot_trajectory({'n': [0.2, 0.4], 'V': [-10, -80]},\n", " duration=100., show=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Codimension 1 bifurcation analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we show the codimension 1 bifurcation analysis of the $I_{\\rm{Na,p+}}-I_K$ Model, in which $I_{ext}$ is varied in [0., 50.]." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T05:48:33.711393600Z", "start_time": "2023-07-22T05:47:50.779841400Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "I am making bifurcation analysis ...\n", "I am filtering out fixed point candidates with auxiliary function ...\n", "I am trying to find fixed points by optimization ...\n", "\tThere are 15000 candidates\n", "I am trying to filter out duplicate fixed points ...\n", "\tFound 326 fixed points.\n", "I am plotting the limit cycle ...\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analyzer = bp.analysis.Bifurcation2D(\n", " model=[int_V, int_n],\n", " target_vars={\"V\": [-90., 20.], 'n': [0., 1.]},\n", " target_pars={'Iext': [0, 50.]},\n", " resolutions={'Iext': 0.1},\n", ")\n", "analyzer.plot_bifurcation(num_rank=30)\n", "analyzer.plot_limit_cycle_by_sim(duration=100., show=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Izhikevich, Eugene M. Dynamical systems in neuroscience (Chapter 4). MIT press, 2007." ] } ], "metadata": { "hide_input": false, "jupytext": { "formats": "ipynb,py:percent" }, "kernelspec": { "display_name": "brainpy", "language": "python", "name": "brainpy" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.11" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }