{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "demo data ready\n", "Found Synapse note file: data/VTA4-190125-100559\\Notes.txt\n", "read from t=0s to t=785.44s\n" ] } ], "source": [ "# Jupyter magic\n", "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt # standard Python plotting library\n", "\n", "# import the read_block function from the tdt package\n", "from tdt import read_block, download_demo_data, StructType\n", "\n", "#%% Importing the Data\n", "download_demo_data()\n", "BLOCKPATH = 'data/VTA4-190125-100559'\n", "data = read_block(BLOCKPATH)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Jupyter has a bug that requires import of matplotlib outside of cell with matplotlib inline magic to properly apply rcParams\n", "\n", "import matplotlib\n", "matplotlib.rcParams['font.size'] = 18 # set font size for all figures\n", "\n", "# Make some variables up here to so if they change in new recordings you won't have to change everything downstream\n", "GCAMP = '_480G' # GCaMP channel\n", "ISOS = '_405G' # Isosbestic channel\n", "LICK = 'Ler_'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic plotting and artifact removal" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make a time array based on the number of samples and sample freq of \n", "# the demodulated streams\n", "time = np.linspace(1,len(data.streams[GCAMP].data), len(data.streams[GCAMP].data))/data.streams[GCAMP].fs\n", "\n", "# Plot both unprocessed demodulated stream \n", "fig1 = plt.figure(figsize=(10,6))\n", "ax0 = fig1.add_subplot(111)\n", "\n", "# Plotting the traces\n", "p1, = ax0.plot(time, data.streams[GCAMP].data, linewidth=2, color='green', label='GCaMP')\n", "p2, = ax0.plot(time, data.streams[ISOS].data, linewidth=2, color='blueviolet', label='ISOS')\n", "\n", "ax0.set_ylabel('mV')\n", "ax0.set_xlabel('Seconds')\n", "ax0.set_title('Raw Demodulated Responsed')\n", "ax0.legend(handles=[p1,p2], loc='upper right')\n", "fig1.tight_layout()\n", "\n", "# Jupyter for some reason (sometimes) shows the figure without be called, \n", "# Likely when plt.figure() is called\n", "# otherwise you would call fig in a line by itself like:\n", "# fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Artifact Removal" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# There is often a large artifact on the onset of LEDs turning on\n", "# Remove data below a set time t\n", "t = 8\n", "inds = np.where(time>t)\n", "ind = inds[0][0]\n", "time = time[ind:] # go from ind to final index\n", "data.streams[GCAMP].data = data.streams[GCAMP].data[ind:]\n", "data.streams[ISOS].data = data.streams[ISOS].data[ind:]\n", "\n", "# Plot again at new time range\n", "fig2 = plt.figure(figsize=(10, 6))\n", "ax1 = fig2.add_subplot(111)\n", "\n", "# Plotting the traces\n", "p1, = ax1.plot(time,data.streams[GCAMP].data, linewidth=2, color='green', label='GCaMP')\n", "p2, = ax1.plot(time,data.streams[ISOS].data, linewidth=2, color='blueviolet', label='ISOS')\n", "\n", "ax1.set_ylabel('mV')\n", "ax1.set_xlabel('Seconds')\n", "ax1.set_title('Raw Demodulated Responsed with Artifact Removed')\n", "ax1.legend(handles=[p1,p2],loc='upper right')\n", "fig2.tight_layout()\n", "# fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Downsample Data Doing Local Averaging" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Average around every Nth point and downsample Nx\n", "N = 10 # Average every 10 samples into 1 value\n", "F405 = []\n", "F465 = []\n", "\n", "for i in range(0, len(data.streams[GCAMP].data), N):\n", " F465.append(np.mean(data.streams[GCAMP].data[i:i+N-1])) # This is the moving window mean\n", "data.streams[GCAMP].data = F465\n", "\n", "for i in range(0, len(data.streams[ISOS].data), N):\n", " F405.append(np.mean(data.streams[ISOS].data[i:i+N-1]))\n", "data.streams[ISOS].data = F405\n", "\n", "#decimate time array to match length of demodulated stream\n", "time = time[::N] # go from beginning to end of array in steps on N\n", "time = time[:len(data.streams[GCAMP].data)]\n", "\n", "# Detrending and dFF\n", "# Full trace dFF according to Lerner et al. 2015\n", "# http://dx.doi.org/10.1016/j.cell.2015.07.014\n", "# dFF using 405 fit as baseline\n", "\n", "x = np.array(data.streams[ISOS].data)\n", "y = np.array(data.streams[GCAMP].data)\n", "bls = np.polyfit(x, y, 1)\n", "Y_fit_all = np.multiply(bls[0], x) + bls[1]\n", "Y_dF_all = y - Y_fit_all\n", "\n", "dFF = np.multiply(100, np.divide(Y_dF_all, Y_fit_all))\n", "std_dFF = np.std(dFF)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Turn Licking Events into Lick Bouts" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# First make a continous time series of Licking TTL events (epocs) and plot\n", "LICK_on = data.epocs[LICK].onset\n", "LICK_off = data.epocs[LICK].offset\n", "# Add the first and last time stamps to make tails on the TTL stream\n", "LICK_x = np.append(np.append(time[0], np.reshape(np.kron([LICK_on, LICK_off],\n", " np.array([[1], [1]])).T, [1,-1])[0]), time[-1])\n", "sz = len(LICK_on)\n", "d = data.epocs[LICK].data\n", "# Add zeros to beginning and end of 0,1 value array to match len of LICK_x\n", "LICK_y = np.append(np.append(0,np.reshape(np.vstack([np.zeros(sz),\n", " d, d, np.zeros(sz)]).T, [1, -1])[0]),0)\n", "\n", "y_scale = 10 #adjust according to data needs\n", "y_shift = -20 #scale and shift are just for asthetics" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# First subplot in a series: dFF with lick epocs\n", "fig3 = plt.figure(figsize=(20,12))\n", "ax2 = fig3.add_subplot(311)\n", "\n", "p1, = ax2.plot(time, dFF, linewidth=2, color='green', label='GCaMP')\n", "p2, = ax2.plot(LICK_x, y_scale*LICK_y+y_shift, linewidth=2, color='dodgerblue', label='Lick Event')\n", "ax2.set_ylabel(r'$\\Delta$F/F')\n", "ax2.set_xlabel('Seconds')\n", "ax2.set_title('dFF with Lick Epocs')\n", "ax2.legend(handles=[p1,p2], loc='upper right')\n", "fig3.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Lick Bout Logic\n", "Now combine lick epocs that happen in close succession to make a single on/off event (a lick BOUT). Top view logic: if difference between consecutive lick onsets is below a certain time threshold and there was more than one lick in a row, then consider it as one bout, otherwise it is its own bout. Also, make sure a minimum number of licks was reached to call it a bout." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "LICK_EVENT = 'LICK_EVENT'\n", "\n", "LICK_DICT = {\n", " \"name\":LICK_EVENT,\n", " \"onset\":[],\n", " \"offset\":[],\n", " \"type_str\":data.epocs[LICK].type_str,\n", " \"data\":[]\n", " }\n", "# pass StructType our new dictionary to make keys and values\n", "data.epocs.LICK_EVENT = StructType(LICK_DICT)\n", "\n", "lick_on_diff = np.diff(data.epocs[LICK].onset)\n", "BOUT_TIME_THRESHOLD = 10\n", "lick_diff_ind = np.where(lick_on_diff >= BOUT_TIME_THRESHOLD)[0]\n", "#for some reason np.where returns a 2D array, hence the [0]\n", "\n", "# Make an onset/ offset array based on threshold indicies\n", "diff_ind = 0\n", "for ind in lick_diff_ind: \n", " # BOUT onset is thresholded onset index of lick epoc event\n", " data.epocs[LICK_EVENT].onset.append(data.epocs[LICK].onset[diff_ind])\n", " # BOUT offset is thresholded offset of lick event before next onset\n", " data.epocs[LICK_EVENT].offset.append(data.epocs[LICK].offset[ind])\n", " # set the values for data, arbitrary 1\n", " data.epocs[LICK_EVENT].data.append(1)\n", " diff_ind = ind + 1\n", "\n", "# special case for last event to handle lick event offset indexing\n", "data.epocs[LICK_EVENT].onset.append(data.epocs[LICK].onset[lick_diff_ind[-1]+1])\n", "data.epocs[LICK_EVENT].offset.append(data.epocs[LICK].offset[-1])\n", "data.epocs[LICK_EVENT].data.append(1)\n", "\n", "# Now determine if it was a 'real' lick bout by thresholding by some\n", "# user-set number of licks in a row\n", "MIN_LICK_THRESH = 4 #four licks or more make a bout\n", "licks_array = []\n", "\n", "# Find number of licks in licks_array between onset and offset of \n", "# our new lick BOUT LICK_EVENT\n", "for on, off in zip(data.epocs[LICK_EVENT].onset,data.epocs[LICK_EVENT].offset):\n", " licks_array.append(\n", " len(np.where((data.epocs[LICK].onset >= on) & (data.epocs[LICK].onset <= off))[0]))\n", "\n", "# Remove onsets, offsets, and data of thrown out events\n", "licks_array = np.array(licks_array)\n", "inds = np.where(licks_array" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax3 = fig3.add_subplot(312)\n", "p1, = ax3.plot(time, dFF, linewidth=2, color='green', label='GCaMP')\n", "p2, = ax3.plot(LICK_EVENT_x, y_scale*LICK_EVENT_y+y_shift, linewidth=2, color='dodgerblue', label='Lick Bout')\n", "ax3.set_ylabel(r'$\\Delta$F/F')\n", "ax3.set_xlabel('Seconds')\n", "ax3.set_title('dFF with Lick Bouts')\n", "ax3.legend(handles=[p1, p2], loc='upper right')\n", "fig3.tight_layout()\n", "fig3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make nice area fills instead of epocs for asthetics" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax4 = fig3.add_subplot(313)\n", "p1, = ax4.plot(time, dFF,linewidth=2, color='green', label='GCaMP')\n", "for on, off in zip(data.epocs[LICK_EVENT].onset, data.epocs[LICK_EVENT].offset):\n", " ax4.axvspan(on, off, alpha=0.25, color='dodgerblue')\n", "ax4.set_ylabel(r'$\\Delta$F/F')\n", "ax4.set_xlabel('Seconds')\n", "ax4.set_title('dFF with Lick Bouts')\n", "fig3.tight_layout()\n", "fig3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Time Filter Around Lick Bout Epocs\n", "Note that we are using dFF of the full time series, not peri-event dFF where f0 is taken from a pre-event basaeline period." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "PRE_TIME = 5 # five seconds before event onset\n", "POST_TIME = 10 # ten seconds after\n", "fs = data.streams[GCAMP].fs/N #recall we downsampled by N = 10 earlier\n", "\n", "# time span for peri-event filtering, PRE and POST, in samples\n", "TRANGE = [-PRE_TIME*np.floor(fs), POST_TIME*np.floor(fs)]\n", "\n", "dFF_snips = []\n", "array_ind = []\n", "pre_stim = []\n", "post_stim = []\n", "\n", "for on in data.epocs[LICK_EVENT].onset:\n", " # If the bout cannot include pre-time seconds before event, make zero\n", " if on < PRE_TIME:\n", " dFF_snips.append(np.zeros(TRANGE[1]-TRANGE[0]))\n", " else: \n", " # find first time index after bout onset\n", " array_ind.append(np.where(time > on)[0][0])\n", " # find index corresponding to pre and post stim durations\n", " pre_stim.append(array_ind[-1] + TRANGE[0])\n", " post_stim.append(array_ind[-1] + TRANGE[1])\n", " dFF_snips.append(dFF[int(pre_stim[-1]):int(post_stim[-1])])\n", " \n", "# Make all snippets the same size based on min snippet length\n", "min1 = np.min([np.size(x) for x in dFF_snips])\n", "dFF_snips = [x[1:min1] for x in dFF_snips]\n", "\n", "mean_dFF_snips = np.mean(dFF_snips, axis=0)\n", "std_dFF_snips = np.std(mean_dFF_snips, axis=0)\n", "\n", "peri_time = np.linspace(1, len(mean_dFF_snips), len(mean_dFF_snips))/fs - PRE_TIME" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make a Peri-Event Stimulus Plot and Heat Map" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig4 = plt.figure(figsize=(6,10))\n", "ax5 = fig4.add_subplot(211)\n", "\n", "for snip in dFF_snips:\n", " p1, = ax5.plot(peri_time, snip, linewidth=.5, color=[.7, .7, .7], label='Individual Trials')\n", "p2, = ax5.plot(peri_time, mean_dFF_snips, linewidth=2, color='green', label='Mean Response')\n", "\n", "# Plotting standard error bands\n", "p3 = ax5.fill_between(peri_time, mean_dFF_snips+std_dFF_snips, \n", " mean_dFF_snips-std_dFF_snips, facecolor='green', alpha=0.2)\n", "p4 = ax5.axvline(x=0, linewidth=3, color='slategray', label='Lick Bout Onset')\n", "\n", "ax5.axis('tight')\n", "ax5.set_xlabel('Seconds')\n", "ax5.set_ylabel(r'$\\Delta$F/F')\n", "ax5.set_title('Peri-Event Trial Responses')\n", "ax5.legend(handles=[p1, p2, p4], bbox_to_anchor=(1.1, 1.05));" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax6 = fig4.add_subplot(212)\n", "cs = ax6.imshow(dFF_snips, cmap=plt.cm.Greys,\n", " interpolation='none', extent=[-PRE_TIME,POST_TIME,len(dFF_snips),0],)\n", "ax6.set_ylabel('Trial Number')\n", "ax6.set_yticks(np.arange(.5, len(dFF_snips), 2))\n", "ax6.set_yticklabels(np.arange(0, len(dFF_snips), 2))\n", "fig4.colorbar(cs)\n", "fig4" ] } ], "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 }