{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Figure 7 - Cell-type-specific behavior maps\n", "\n", "Create (DC x amplitude) behavior maps of RS and LTS neurons at various pulse repetition frequencies, along with characteristic Q-V traces, from SONIC model predictions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import logging\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from PySONIC.utils import logger\n", "from PySONIC.neurons import getPointNeuron\n", "from PySONIC.plt import cm2inch, FiringRateMap\n", "from utils import subdirectory, codes, saveFigsAsPDF\n", "\n", "logger.setLevel(logging.INFO)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Functions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def plotMapAndTraces(subdir, pneuron, a, Fdrive, tstim, amps, PRF, DCs, cov,\n", " FRbounds=None, thresholds=True, insets=None, tbounds=None,\n", " Vbounds=None, map_figsize=None, trace_figsize=None, fs=8, lw=1):\n", "\n", " mapcodes = codes(a, pneuron, Fdrive, PRF, tstim)\n", " subsubdir = os.path.join(subdir, ' '.join(mapcodes))\n", " if not os.path.isdir(subsubdir):\n", " os.mkdir(subsubdir)\n", " figs = {}\n", "\n", " # FR map\n", " frmap = FiringRateMap(subsubdir, pneuron, a, 1., Fdrive, tstim, PRF, amps, DCs)\n", " frmap.run(mpi=True)\n", " mapfig = frmap.render(\n", " zbounds=FRbounds, thresholds=thresholds, mpi=True, figsize=map_figsize, fs=fs, insets=insets)\n", " figs['map_' + '_'.join(mapcodes)] = mapfig\n", "\n", " # Related inset traces\n", " for inset in insets:\n", " DC, Adrive = inset[:2]\n", " tracefig = frmap.plotTimeseries(DC, Adrive, fs=fs, patches='none')\n", " tracefig.set_size_inches(trace_figsize)\n", " ax = tracefig.axes[0]\n", " if tbounds is not None:\n", " ax.set_xlim(tbounds)\n", " if Vbounds is not None:\n", " ax.set_ylim(Vbounds)\n", " ax.set_title(f'DC = {DC:.0f}%, A = {Adrive:.1f} kPa', pad=10.0, fontsize=fs)\n", " box = ax.get_position()\n", " ax.set_position([box.x0, box.y0, box.width * 0.8, box.height])\n", " ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), frameon=False, fontsize=fs)\n", " figcode = 'VQ trace {} {:.1f}kPa {:.0f}%DC'.format(pneuron.name, Adrive, DC)\n", " figs[figcode] = tracefig\n", "\n", " return figs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data sub-directory" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "subdir = subdirectory('maps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot parameters" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "figindex = 7\n", "pltargs = {\n", " 'map_figsize': cm2inch(16, 11.6),\n", " 'trace_figsize': cm2inch(14, 6),\n", " 'fs': 14,\n", " 'lw': 2,\n", " 'FRbounds': (1e0, 1e3), # Hz\n", " 'tbounds': (-10, 240.), # s\n", " 'Vbounds': (-200, 50), # mV\n", " 'thresholds': True\n", "}\n", "figs = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation parameters" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "a = 32e-9 # m\n", "Fdrive = 500e3 # Hz\n", "tstim = 1.0 # s\n", "cov = 1.0\n", "amps = np.logspace(np.log10(10), np.log10(600), num=30) * 1e3 # Pa\n", "DCs = np.arange(1, 101) * 1e-2\n", "sim_args = lambda pneuron, PRF: [subdir, pneuron, a, Fdrive, tstim, amps, PRF, DCs, cov]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 10 Hz PRF" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "subindex = 'a'\n", "PRF = 1e1 # Hz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RS neuron" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 02/05/2020 14:50:23: Firing rate range: 2 - 799 Hz\n", " 02/05/2020 14:50:26: File \"ASTIM_RS_PW_32nm_f_500kHz_A_126.96kPa_tstim_1s_PRF_10.00Hz_DC_28.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\RS 32nm 500kHz PRF10Hz 1s\" -> preserving\n", " 02/05/2020 14:50:26: Loading data from \"ASTIM_RS_PW_32nm_f_500kHz_A_126.96kPa_tstim_1s_PRF_10.00Hz_DC_28.0%_sonic.pkl\"\n", " 02/05/2020 14:50:27: File \"ASTIM_RS_PW_32nm_f_500kHz_A_168.39kPa_tstim_1s_PRF_10.00Hz_DC_37.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\RS 32nm 500kHz PRF10Hz 1s\" -> preserving\n", " 02/05/2020 14:50:27: Loading data from \"ASTIM_RS_PW_32nm_f_500kHz_A_168.39kPa_tstim_1s_PRF_10.00Hz_DC_37.0%_sonic.pkl\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 453.543x328.819 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('RS')\n", "insets = [(28., 126.96, 'i', 'ul'), (37., 168.39, 'ii', 'ur')]\n", "out = plotMapAndTraces(*sim_args(pneuron, PRF), insets=insets, **pltargs)\n", "figs.update({f'{subindex}_{k}': v for k, v in out.items()})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### LTS neuron" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 02/05/2020 14:50:28: Firing rate range: 2 - 654 Hz\n", " 02/05/2020 14:50:32: File \"ASTIM_LTS_PW_32nm_f_500kHz_A_47.26kPa_tstim_1s_PRF_10.00Hz_DC_08.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\LTS 32nm 500kHz PRF10Hz 1s\" -> preserving\n", " 02/05/2020 14:50:32: Loading data from \"ASTIM_LTS_PW_32nm_f_500kHz_A_47.26kPa_tstim_1s_PRF_10.00Hz_DC_08.0%_sonic.pkl\"\n", " 02/05/2020 14:50:32: File \"ASTIM_LTS_PW_32nm_f_500kHz_A_146.22kPa_tstim_1s_PRF_10.00Hz_DC_30.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\LTS 32nm 500kHz PRF10Hz 1s\" -> preserving\n", " 02/05/2020 14:50:32: Loading data from \"ASTIM_LTS_PW_32nm_f_500kHz_A_146.22kPa_tstim_1s_PRF_10.00Hz_DC_30.0%_sonic.pkl\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 453.543x328.819 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('LTS')\n", "insets = [(8, 47.26, 'iii', 'lr'), (30, 146.22, 'iv', 'ur')]\n", "out = plotMapAndTraces(*sim_args(pneuron, PRF), insets=insets, **pltargs)\n", "figs.update({f'{subindex}_{k}': v for k, v in out.items()})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 100 Hz PRF" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "subindex = 'b'\n", "PRF = 1e2 # Hz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RS neuron" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 02/05/2020 14:50:33: Firing rate range: 2 - 810 Hz\n", " 02/05/2020 14:50:37: File \"ASTIM_RS_PW_32nm_f_500kHz_A_452.40kPa_tstim_1s_PRF_100.00Hz_DC_51.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\RS 32nm 500kHz PRF100Hz 1s\" -> preserving\n", " 02/05/2020 14:50:37: Loading data from \"ASTIM_RS_PW_32nm_f_500kHz_A_452.40kPa_tstim_1s_PRF_100.00Hz_DC_51.0%_sonic.pkl\"\n", " 02/05/2020 14:50:37: File \"ASTIM_RS_PW_32nm_f_500kHz_A_452.40kPa_tstim_1s_PRF_100.00Hz_DC_56.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\RS 32nm 500kHz PRF100Hz 1s\" -> preserving\n", " 02/05/2020 14:50:37: Loading data from \"ASTIM_RS_PW_32nm_f_500kHz_A_452.40kPa_tstim_1s_PRF_100.00Hz_DC_56.0%_sonic.pkl\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 453.543x328.819 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('RS')\n", "insets = [(51, 452.40, 'i', 'ul'), (56, 452.40, 'ii', 'ur')]\n", "out = plotMapAndTraces(*sim_args(pneuron, PRF), insets=insets, **pltargs)\n", "figs.update({f'{subindex}_{k}': v for k, v in out.items()})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### LTS neuron" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 02/05/2020 14:50:38: Firing rate range: 2 - 656 Hz\n", " 02/05/2020 14:50:42: File \"ASTIM_LTS_PW_32nm_f_500kHz_A_193.92kPa_tstim_1s_PRF_100.00Hz_DC_13.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\LTS 32nm 500kHz PRF100Hz 1s\" -> preserving\n", " 02/05/2020 14:50:42: Loading data from \"ASTIM_LTS_PW_32nm_f_500kHz_A_193.92kPa_tstim_1s_PRF_100.00Hz_DC_13.0%_sonic.pkl\"\n", " 02/05/2020 14:50:42: File \"ASTIM_LTS_PW_32nm_f_500kHz_A_257.19kPa_tstim_1s_PRF_100.00Hz_DC_43.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\LTS 32nm 500kHz PRF100Hz 1s\" -> preserving\n", " 02/05/2020 14:50:42: Loading data from \"ASTIM_LTS_PW_32nm_f_500kHz_A_257.19kPa_tstim_1s_PRF_100.00Hz_DC_43.0%_sonic.pkl\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 453.543x328.819 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('LTS')\n", "insets = [(13, 193.92, 'iii', 'lr'), (43, 257.19, 'iv', 'ul')]\n", "out = plotMapAndTraces(*sim_args(pneuron, PRF), insets=insets, **pltargs)\n", "figs.update({f'{subindex}_{k}': v for k, v in out.items()})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1 kHz PRF" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "subindex = 'c'\n", "PRF = 1e3 # Hz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RS neuron" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 02/05/2020 14:50:43: Firing rate range: 3 - 1017 Hz\n", " 02/05/2020 14:50:43: Maximal Firing rate (1017 Hz) is above defined upper bound (1000 Hz)\n", " 02/05/2020 14:50:47: File \"ASTIM_RS_PW_32nm_f_500kHz_A_110.25kPa_tstim_1s_PRF_1.00kHz_DC_40.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\RS 32nm 500kHz PRF1kHz 1s\" -> preserving\n", " 02/05/2020 14:50:47: Loading data from \"ASTIM_RS_PW_32nm_f_500kHz_A_110.25kPa_tstim_1s_PRF_1.00kHz_DC_40.0%_sonic.pkl\"\n", " 02/05/2020 14:50:48: File \"ASTIM_RS_PW_32nm_f_500kHz_A_193.92kPa_tstim_1s_PRF_1.00kHz_DC_64.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\RS 32nm 500kHz PRF1kHz 1s\" -> preserving\n", " 02/05/2020 14:50:48: Loading data from \"ASTIM_RS_PW_32nm_f_500kHz_A_193.92kPa_tstim_1s_PRF_1.00kHz_DC_64.0%_sonic.pkl\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 453.543x328.819 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('RS')\n", "insets = [(40, 110.25, 'i', 'ul'), (64, 193.92, 'ii', 'ur')]\n", "out = plotMapAndTraces(*sim_args(pneuron, PRF), insets=insets, **pltargs)\n", "figs.update({f'{subindex}_{k}': v for k, v in out.items()})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### LTS neuron" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 02/05/2020 14:50:49: Firing rate range: 2 - 728 Hz\n", " 02/05/2020 14:50:53: File \"ASTIM_LTS_PW_32nm_f_500kHz_A_47.26kPa_tstim_1s_PRF_1.00kHz_DC_10.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\LTS 32nm 500kHz PRF1kHz 1s\" -> preserving\n", " 02/05/2020 14:50:53: Loading data from \"ASTIM_LTS_PW_32nm_f_500kHz_A_47.26kPa_tstim_1s_PRF_1.00kHz_DC_10.0%_sonic.pkl\"\n", " 02/05/2020 14:50:53: File \"ASTIM_LTS_PW_32nm_f_500kHz_A_168.39kPa_tstim_1s_PRF_1.00kHz_DC_53.0%_sonic.pkl\" already present in directory \"C:\\Users\\lemaire\\Documents\\SONIC paper data\\maps\\LTS 32nm 500kHz PRF1kHz 1s\" -> preserving\n", " 02/05/2020 14:50:53: Loading data from \"ASTIM_LTS_PW_32nm_f_500kHz_A_168.39kPa_tstim_1s_PRF_1.00kHz_DC_53.0%_sonic.pkl\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 453.543x328.819 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 396.85x170.079 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('LTS')\n", "insets = [(10, 47.26, 'iii', 'lr'), (53, 168.39, 'iv', 'ur')]\n", "out = plotMapAndTraces(*sim_args(pneuron, PRF), insets=insets, **pltargs)\n", "figs.update({f'{subindex}_{k}': v for k, v in out.items()})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save figure panels\n", "\n", "Save figure panels as **pdf** in the *figs* sub-folder:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "saveFigsAsPDF(figs, figindex)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }