{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Correlating spike trains\n", "\n", "Recall that our research questions for this data set were:\n", "- Does stimulation with a sine wave grating increase functional connectivity between neurons?\n", "- If so, are increases in functional connectivity specific to the orientation of the stimulus?\n", "\n", "We hypothesized that the answer to both questions would be \"yes\". Here we compute functional connectivity (correlation) between each pair of neurons in the data set, to answer these questions.\n", "\n", "In functional connectivity, we are typically interested in how similar (correlated) the patterns of activity of neurons are over time. That is, if two neurons show increases in spike probabilities at similar times, relative to the presentation of the stimulus, they ware said to be more strongly functionally connected than two neurons that do not show similar response patterns. Because the PSTH characterizes the response of a neuron over time, averaged across many trials, these are what we use as input to the functional connectivity analysis. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import packages\n", "\n", "We previously talked about SciPy as the library that provided a function for importing Matlab files. The SciPy library has many useful routines for general-purpose scientific work, including many statistical and machine learning functions. Here we import `scipy.stats` so that we can use its correlation functions. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import scipy.io\n", "from collections import defaultdict\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import scipy.stats as sc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "psth = pd.read_csv('data/array_psth.csv', index_col=['orientation', 'channel'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute correlation matrix \n", "\n", "pandas has a `.corr()` method that computes a correlation matrix from a DataFrame. It correlates the *columns*, which is not what we want here, because in `psth`, each *row* is a histogram for a channel. So we chain the `.T` method with `.corr()`, which [**transposes**](https://en.wikipedia.org/wiki/Transpose) the matrix (i.e., turns rows into columns).\n", "\n", "Below shows the result of doing this, selecting only for the 90 deg orientation condition using `.loc[]`" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "channel 1.0 2.0 3.0 4.0 5.0 6.0 7.0 \\\n", "channel \n", "1.0 1.000000 0.238563 0.423488 0.128975 0.269791 0.479225 0.248945 \n", "2.0 0.238563 1.000000 0.025632 0.456420 0.587844 0.473608 -0.024363 \n", "3.0 0.423488 0.025632 1.000000 0.010262 0.066449 0.238800 0.276581 \n", "4.0 0.128975 0.456420 0.010262 1.000000 0.712863 0.183854 -0.104642 \n", "5.0 0.269791 0.587844 0.066449 0.712863 1.000000 0.466423 -0.022484 \n", "... ... ... ... ... ... ... ... \n", "92.0 0.251273 0.499714 0.166111 0.801012 0.750051 0.370030 0.009153 \n", "93.0 -0.048002 -0.116305 0.093238 -0.146054 -0.236529 -0.279180 -0.027830 \n", "94.0 0.105124 0.248561 0.062264 0.227241 0.238580 0.206190 0.047246 \n", "95.0 0.054993 0.092954 0.032608 -0.028776 0.109951 0.164668 0.086572 \n", "96.0 0.515555 -0.029692 0.659222 -0.110741 -0.000521 0.232531 0.347079 \n", "\n", "channel 8.0 9.0 10.0 ... 87.0 88.0 89.0 \\\n", "channel ... \n", "1.0 -0.219806 0.512869 0.432926 ... 0.463790 0.473022 -0.145650 \n", "2.0 -0.093321 0.025971 0.328144 ... 0.130844 0.453307 0.066870 \n", "3.0 -0.497510 0.687241 0.205504 ... 0.464852 0.371010 -0.137143 \n", "4.0 -0.022657 -0.082394 0.254798 ... -0.071817 0.242038 0.058670 \n", "5.0 -0.203097 0.085330 0.384352 ... 0.178379 0.525944 0.033639 \n", "... ... ... ... ... ... ... ... \n", "92.0 -0.213115 0.120801 0.355121 ... 0.155579 0.474052 0.021922 \n", "93.0 0.119022 0.006674 -0.134009 ... -0.162546 -0.227484 0.303400 \n", "94.0 -0.101033 0.066926 0.077246 ... 0.083598 0.186342 0.039010 \n", "95.0 -0.097742 0.035517 0.053873 ... 0.052596 0.105293 0.069994 \n", "96.0 -0.673635 0.818708 0.280648 ... 0.705097 0.485106 -0.306863 \n", "\n", "channel 90.0 91.0 92.0 93.0 94.0 95.0 96.0 \n", "channel \n", "1.0 0.273202 0.110040 0.251273 -0.048002 0.105124 0.054993 0.515555 \n", "2.0 0.468894 0.211208 0.499714 -0.116305 0.248561 0.092954 -0.029692 \n", "3.0 0.073834 -0.088170 0.166111 0.093238 0.062264 0.032608 0.659222 \n", "4.0 0.265128 0.212288 0.801012 -0.146054 0.227241 -0.028776 -0.110741 \n", "5.0 0.466034 0.342811 0.750051 -0.236529 0.238580 0.109951 -0.000521 \n", "... ... ... ... ... ... ... ... \n", "92.0 0.420295 0.277063 1.000000 -0.205899 0.323322 -0.000208 0.057672 \n", "93.0 -0.257258 -0.287259 -0.205899 1.000000 -0.099424 0.029799 0.056857 \n", "94.0 0.182056 0.078205 0.323322 -0.099424 1.000000 0.103832 0.050617 \n", "95.0 0.039868 0.168862 -0.000208 0.029799 0.103832 1.000000 0.034018 \n", "96.0 0.142991 -0.026874 0.057672 0.056857 0.050617 0.034018 1.000000 \n", "\n", "[91 rows x 91 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "psth.loc[90].T.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correlation matrices with large numbers of values are much easier to make sense of when plotted with color representing the correlation values, rather than as a matrix of raw numbers. Below we do this, separately for each orientation. The plot on the right, below, is the same correlation matrix as shown above, just in a visual rather than tabular format." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get levels of orientation from the data. Although we know these are 0 and 90, \n", "# and could hard-code these, our code is more robust and adaptable if we get\n", "# these from the data itself\n", "ortn_levs = psth.index.get_level_values('orientation').unique()\n", "\n", "\n", "fig = plt.figure(figsize=[20, 7])\n", "for oidx, ortn in enumerate(ortn_levs):\n", " ax = fig.add_subplot(1, len(ortn_levs), oidx+1)\n", " plt.imshow(psth.loc[ortn].T.corr(), clim=(-1, 1), cmap='viridis') \n", " plt.colorbar()\n", " ax.invert_yaxis()\n", " plt.title(str(int(ortn)) + ' deg')\n", " plt.xlabel('Channel')\n", " plt.ylabel('Channel')\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Remove noisy channels\n", "\n", "The authors who provided the data note that some of the channels were noisy. This may be due to technical issues in recording, or other issues. Regardless, We want to exclude these as their data do not appear to represent real neuronal activity. We first define a list of the noisy channels (provided by Nylen and Wallisch):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "noisy = [7, 16, 32, 37, 39, 41, 43, 45, 47, 48, 51, 52, 54, 94, 95]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the channels are stored in one of the indexes of the `psth` DataFrame, we use the code below to select and remove the noisy channels. This is similar to code you've seen before, for selecting rows of a pandas DataFrame, using the `~` operator to take the inverse of whatever we select (i.e., \"keep the channels that are *not* in `noisy`). " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "psth = psth[~psth.index.get_level_values('channel').isin(noisy)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we re-compute and plot the correlation matrices. These look very similar to the ones above, but if you look at the *x* and *y* axis ranges you can see there are fewer channels." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get levels of orientation from the data. Although we know these are 0 and 90, \n", "# and could hard-code these, our code is more robust and adaptable if we get\n", "# these from the data itself\n", "ortn_levs = psth.index.get_level_values('orientation').unique()\n", "\n", "\n", "fig = plt.figure(figsize=[20, 7])\n", "for oidx, ortn in enumerate(ortn_levs):\n", " ax = fig.add_subplot(1, len(ortn_levs), oidx+1)\n", " plt.imshow(psth.loc[ortn].T.corr(), clim=(-1, 1), cmap='viridis') \n", " plt.colorbar()\n", " ax.invert_yaxis()\n", " plt.title(str(int(ortn)) + ' deg')\n", " plt.xlabel('Channel')\n", " plt.ylabel('Channel')\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Restrict time range\n", "\n", "Finally, recall that the research question refer specifically to functional connectivity when stimuli are presented. So we should restrict the data we use to compute our correlation matrices, to the time points when the stimuli were presented. As noted when we introduced this experiment, each trial was 2150 ms long, but the first 150 ms was a fixation period, followed by a 2000 ms stimulus presentation. So we want to remove the first 150 ms of data.\n", "\n", "Since our data are already in the form of histograms, that were computed over bins (ranges of time), we need to know how wide (i.e., how many milliseconds long) each bin is, so that we can figure out how many bins comprise the first 150 ms of the trials.\n", "\n", "We know that the total length of the trials was 2150 ms, and we can use the number of columns in the `psth` DataFrame to derive the value for the total number of bins in each PSTH:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7.992565055762082" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2150 / psth.shape[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since this is not an even number, we can round it and save it as the variable `bin_width`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8\n" ] } ], "source": [ "bin_width = round(2150 / psth.shape[1])\n", "print(bin_width)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use `bin_width` to determine how many bins comprise the 150 ms baseline period:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "19\n" ] } ], "source": [ "baseline = round(150 / bin_width)\n", "print(baseline)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So now we can use `.iloc[]` to select only the column numbers (bins) after the baseline:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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orientationchannel
0.01.022332927271935244862...19121213161615192111
90.01.027262930301931416869...15172214272119211817
0.02.01042513141224...1110100200
90.02.0215113381812...3210223120
0.03.00200130677...0000100000
.....................................................................
90.092.023302426634319...1313423130
0.093.0262332362219116116...29292734293127282317
90.093.024273226241471374...32244037413535274430
0.096.07981381111161817...138178165219105
90.096.012613691110111216...121181113810141310
\n", "

152 rows × 250 columns

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" ], "text/plain": [ " 19 20 21 22 23 24 25 26 27 28 ... 259 260 \\\n", "orientation channel ... \n", "0.0 1.0 22 33 29 27 27 19 35 24 48 62 ... 19 12 \n", "90.0 1.0 27 26 29 30 30 19 31 41 68 69 ... 15 17 \n", "0.0 2.0 1 0 4 2 5 1 3 14 12 24 ... 1 1 \n", "90.0 2.0 2 1 5 1 1 3 3 8 18 12 ... 3 2 \n", "0.0 3.0 0 2 0 0 1 3 0 6 7 7 ... 0 0 \n", "... .. .. .. .. .. .. .. .. .. .. ... ... ... \n", "90.0 92.0 2 3 3 0 2 4 26 63 43 19 ... 1 3 \n", "0.0 93.0 26 23 32 36 22 19 11 6 11 6 ... 29 29 \n", "90.0 93.0 24 27 32 26 24 14 7 13 7 4 ... 32 24 \n", "0.0 96.0 7 9 8 13 8 11 11 16 18 17 ... 13 8 \n", "90.0 96.0 12 6 13 6 9 11 10 11 12 16 ... 12 11 \n", "\n", " 261 262 263 264 265 266 267 268 \n", "orientation channel \n", "0.0 1.0 12 13 16 16 15 19 21 11 \n", "90.0 1.0 22 14 27 21 19 21 18 17 \n", "0.0 2.0 1 0 1 0 0 2 0 0 \n", "90.0 2.0 1 0 2 2 3 1 2 0 \n", "0.0 3.0 0 0 1 0 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... \n", "90.0 92.0 1 3 4 2 3 1 3 0 \n", "0.0 93.0 27 34 29 31 27 28 23 17 \n", "90.0 93.0 40 37 41 35 35 27 44 30 \n", "0.0 96.0 17 8 16 5 21 9 10 5 \n", "90.0 96.0 8 11 13 8 10 14 13 10 \n", "\n", "[152 rows x 250 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "psth_stim = psth.iloc[:, baseline:]\n", "psth_stim" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "psth_stim = psth.iloc[:, baseline:]\n", "\n", "fig = plt.figure(figsize=[20, 7])\n", "for oidx, ortn in enumerate(ortn_levs):\n", " ax = fig.add_subplot(1, len(ortn_levs), oidx+1)\n", " plt.imshow(psth_stim.loc[ortn].T.corr(), clim=(-1, 1), cmap='viridis') \n", " plt.colorbar()\n", " ax.invert_yaxis()\n", " plt.title(str(int(ortn)) + ' deg')\n", " plt.xlabel('Channel')\n", " plt.ylabel('Channel')\n", " \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }