{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spike Train Analysis: Exercise 1 - Cross-Correlations \n", "\n", "This notebook covers the following topics:\n", "\n", "* Pairwise correlations and the cross-correlation histogram\n", "* Evaluation of statistical significance for peaks of a cross-correlation histogram\n", "* Surrogate-based methods of p-value estimation; surrogate types and their features\n", "\n", "## Suggested data sets\n", "In this notebook you will analyse data from pairs of simultaneously recorded spike trains, contained in the folder `'./data/'`.\n", "The following pairs are suitable for the pairwise analysis: [`Data28`, `Data29`],[`Data12`, `Data13`], [`Data14`, `Data15`], [`Data20`, `Data21`], [`Data21`, `Data22`], [`Data23`, `Data24`]." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import quantities as pq\n", "import elephant.spike_train_correlation as corr\n", "import elephant.spike_train_surrogates as surr\n", "import elephant.statistics as stats\n", "import elephant.conversion as conv\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Task 1: Cross-Correlations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.1 Raw cross-correlation histogram\n", "The cross-correlation histogram (CCH) is a standard tool to analyse fine-temporal correlations between two (simultaneously recorded) spike trains.\n", "The CCH between a reference spike train $x$ and a target spike train $y$ estimates, at each time lag $\\tau$, the tendency of $y$ to spike at time $\\tau$ after a spike in $x$.\n", "* Analyse simultaneously recorded spike trains (i.e., [Data28, Data29], [Data12, Data13], [Data14, Data15], [Data20, Data21], [Data21, Data22], [Data23, Data24]) for possible temporal correlations by use of the CCH (see `corr.cross_correlation_histogram()`).\n", "* Study the ground truth of each individual dataset by the measure we already learnt, e.g. PSTH, ISI distribution, etc. \n", "* Describe the features of the CCHs, and what they mean. Where do the modulations of the entries in the CCH come from, e.g., a bump in the middle? Can you distinguish contributions due to firing rates and fine-temporal correlation?\n", "* What are the differences between the CCHs of the data sets? Are all pairs correlated?" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Analysis parameters\n", "data_id1, data_id2 = 20, 21\n", "w = 2 * pq.ms # binsize for CCH\n", "maxlag = 200 * pq.ms # maximum correlation lag\n", "\n", "# Load the data\n", "data1 = np.load(f'./data/Data{data_id1}.npy', allow_pickle=True, encoding='latin1')\n", "data2 = np.load(f'./data/Data{data_id2}.npy', allow_pickle=True, encoding='latin1')\n", "spike_trains1 = data1.item()['st'] # List of neo.SpikeTrain objects; one object per trial\n", "spike_trains2 = data2.item()['st']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1.1.0'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import elephant\n", "elephant.__version__" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "neo.core.spiketrain.SpikeTrain" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(spike_trains1[0])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the data summary\n", "\n", "# Compute PSTH\n", "psth1 = stats.time_histogram(spike_trains1, binsize=w, output='rate')\n", "psth2 = stats.time_histogram(spike_trains2, binsize=w, output='rate')\n", "\n", "# Compute ISI distribution\n", "isis1 = np.concatenate([stats.isi(st).rescale('ms').magnitude for st in spike_trains1])\n", "isis2 = np.concatenate([stats.isi(st).rescale('ms').magnitude for st in spike_trains2])\n", "isi_bin_edges = np.arange(0, (maxlag + w/2).rescale('ms').magnitude, w.rescale('ms').magnitude)\n", "isi_dist1, _ = np.histogram(isis1, bins=isi_bin_edges, density=True)\n", "isi_dist2, _ = np.histogram(isis2, bins=isi_bin_edges, density=True)\n", "isi_bin_pos = (isi_bin_edges[1:] + isi_bin_edges[:-1]) / 2\n", "\n", "# Plot the results\n", "fig1 = plt.figure(figsize=(12, 8))\n", "num_row, num_col = 4, 3\n", "\n", "ax_raster1 = plt.subplot2grid((num_row, num_col), (0, 0), rowspan=1, colspan=2)\n", "ax_raster1.set_title(f\"Data{data_id1}\")\n", "ax_raster1.set_xlabel(\"Time (ms)\")\n", "ax_raster1.set_ylabel(\"Trial ID\")\n", "for i, st in enumerate(spike_trains1):\n", " ax_raster1.plot(st.rescale('ms').magnitude, [i + 1] * len(st), '.', ms=2, color='r')\n", "ax_raster1.set_ylim(0, len(spike_trains1) + 1)\n", "\n", "ax_raster2 = plt.subplot2grid((num_row, num_col), (1, 0), rowspan=1, colspan=2, sharex=ax_raster1)\n", "ax_raster2.set_title(f\"Data{data_id2}\")\n", "ax_raster2.set_xlabel(\"Time (ms)\")\n", "ax_raster2.set_ylabel(\"Trial ID\")\n", "for i, st in enumerate(spike_trains2):\n", " ax_raster2.plot(st.rescale('ms').magnitude, [i + 1] * len(st), '.', ms=2, color='b')\n", "ax_raster2.set_ylim(0, len(spike_trains2) + 1)\n", "\n", "ax_psth = plt.subplot2grid((num_row, num_col), (2, 0), rowspan=2, colspan=2, sharex=ax_raster1)\n", "ax_psth.set_title(\"PSTH\")\n", "ax_psth.set_xlabel(\"Time (ms)\")\n", "ax_psth.set_ylabel(\"Firing rate (Hz)\")\n", "ax_psth.plot(psth1.times.rescale('ms'), psth1.rescale('Hz'), color='r')\n", "ax_psth.plot(psth2.times.rescale('ms'), psth2.rescale('Hz'), color='b')\n", "\n", "ax_count1 = plt.subplot2grid((num_row, num_col), (0, 2), rowspan=1, colspan=1)\n", "ax_count1.set_title(\"Spike count\")\n", "ax_count1.set_xlabel(\"Count\")\n", "ax_count1.set_ylabel(\"Trial ID\")\n", "ax_count1.plot([len(st) for st in spike_trains1], range(1, len(spike_trains1)+1), '.-', ms=5, color='r')\n", "\n", "ax_count2 = plt.subplot2grid((num_row, num_col), (1, 2), rowspan=1, colspan=1, sharex=ax_count1)\n", "ax_count2.set_title(\"Spike count\")\n", "ax_count2.set_xlabel(\"Count\")\n", "ax_count2.set_ylabel(\"Trial ID\")\n", "ax_count2.plot([len(st) for st in spike_trains2], range(1, len(spike_trains2)+1), '.-', ms=5, color='b')\n", "\n", "ax_isi = plt.subplot2grid((num_row, num_col), (2, 2), rowspan=2, colspan=1)\n", "ax_isi.set_title(\"ISI distribution\")\n", "ax_isi.set_xlabel(\"ISI (ms)\")\n", "ax_isi.set_ylabel(\"Prob. density\")\n", "ax_isi.plot(isi_bin_pos, isi_dist1, color='r')\n", "ax_isi.plot(isi_bin_pos, isi_dist2, color='b')\n", "\n", "fig1.tight_layout()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BinnedSpikeTrain(t_start=0.0 ms, t_stop=1800.0 ms, bin_size=2.0 ms; shape=(1, 900), format=csr_matrix)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "st1_binned" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute the CCHs across trials\n", "num_lags = int((maxlag / w).magnitude)\n", "cchs = []\n", "for st1, st2 in zip(spike_trains1, spike_trains2):\n", " st1_binned = conv.BinnedSpikeTrain(st1, w)\n", " st2_binned = conv.BinnedSpikeTrain(st2, w)\n", " cch, lags = corr.cross_correlation_histogram(st1_binned, st2_binned, window=[-num_lags, num_lags])\n", " cchs.append(cch)\n", "\n", "# Average the CCHs over trials (keeping cch_orig to be a neo.AnalogSignal object)\n", "cch_orig = cchs[0]\n", "for cch in cchs[1:]:\n", " cch_orig += cch\n", "cch_orig /= len(cchs)\n", "\n", "# Plot the result\n", "fig2, ax_cch = plt.subplots(1, 1, figsize=(6, 4))\n", "ax_cch.set_title(f\"CCH (Data{data_id1} vs. Data{data_id2})\")\n", "ax_cch.set_xlabel(\"Time lag (ms)\")\n", "ax_cch.set_ylabel(\"Count\")\n", "ax_cch.plot(cch_orig.times.rescale('ms'), cch_orig, 'k-', label='raw CCH')\n", "ax_cch.legend()\n", "ax_cch.grid()\n", "fig2.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2 Correlations above chance level?\n", "\n", "Deriving the statistical significance of observed correlations is crutial for assessing whether two spike trains are really correlated, or more rigorously, whether the null hypothesis of independence can be rejected. However, it is typically not feasible to assess analytically the statistical significance of spike train correlation. An alternative powerful approach is the surrogate-based estimation of statistical significance. A surrogate is created by randomizing the original data to destroy specific statistical features of the data (here, precise correlation) while keeping other relevant features (e.g. firing rates and/or ISI distribution). \n", "\n", "* Generate a large number of (e.g. 100) surrogate datasets by spike dithering (see `surr.dithering()`), and compute a CCH for each surrogate\n", "* Compare the surrogate CCH with the CCH of the original data: is the latter significant?\n", "* Play with the dither parameter: what is an optimal choice? Why? (Compare to the firing rates of the surrogate data...) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Analysis parameters\n", "surr_method = 'dither_spike_train'\n", "dither_width = 8 * pq.ms\n", "n_surr = 100\n", "\n", "# For each data set, generate n_surr surrogates of each trial via spike dithering\n", "surr1_dith = [surr.surrogates(st, n=n_surr, surr_method=surr_method, dt=dither_width) for st in spike_trains1]\n", "surr2_dith = [surr.surrogates(st, n=n_surr, surr_method=surr_method, dt=dither_width) for st in spike_trains2]\n", "\n", "# Compute n_surr CCHs, one per pair of surrogate data sets\n", "\n", "def compute_surrogate_cchs(surr1, surr2, n_surr, w, maxlag):\n", " num_lags = int((maxlag / w).magnitude)\n", " len_cch = 2 * num_lags + 1\n", " cchs_surr = np.zeros((n_surr, len_cch))\n", " for surr_id in range(n_surr):\n", " sts1 = [st[surr_id] for st in surr1]\n", " sts2 = [st[surr_id] for st in surr2]\n", " for st1, st2 in zip(sts1, sts2):\n", " st1_binned = conv.BinnedSpikeTrain(st1, w)\n", " st2_binned = conv.BinnedSpikeTrain(st2, w)\n", " cchs_surr[surr_id] += corr.cross_correlation_histogram(st1_binned, st2_binned, window=(-num_lags, num_lags))[0].reshape(len_cch)\n", " cchs_surr[surr_id] /= len(sts1)\n", " return cchs_surr\n", "\n", "cchs_dith = compute_surrogate_cchs(surr1_dith, surr2_dith, n_surr, w, maxlag)\n", " \n", "# Compute the mean CCH, and the threshold for significance\n", "cch_mean_dith = cchs_dith.mean(axis=0)\n", "cch_threshold_dith = np.quantile(cchs_dith, 0.95, axis=0)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the original CCH, the mean surrogate CCH, and the significance threshold\n", "\n", "def plot_cch(data_id1, data_id2, surr_method, cch, surr_cch_mean, cch_threshold, figsize=(8, 5)):\n", " fig, ax = plt.subplots(1, 1, figsize=figsize)\n", " ax.plot(cch.times.magnitude, cch.magnitude, 'k-', label=\"raw CCH\")\n", " ax.plot(cch.times.magnitude, surr_cch_mean, 'g-', label=\"mean surr. CCH\")\n", " ax.plot(cch.times.magnitude, cch_threshold, 'r--', label=\"significance threshold\")\n", " ax.set_title(f\"CCH (Data{data_id1} vs. Data{data_id2}) and significance ({surr_method})\")\n", " ax.set_xlabel(\"Delay (ms)\")\n", " ax.set_ylabel(\"Count\")\n", " ax.legend()\n", " ax.grid()\n", " fig.tight_layout()\n", " plt.show()\n", "\n", "plot_cch(data_id1, data_id2, surr_method, cch_orig, cch_mean_dith, cch_threshold_dith)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.3 Comparison of surrogate types\n", "\n", "Spike dithering is not the only way to generate surrogate data. Many other methods exist, which destroy/keep different features of the original data (for a comparison study see Louis et al., 2010).\n", "\n", "Among these methods, a simple approach is *spike time randomisation*, which keeps the number of spikes (and therefore the average firing rate) of the original spike trains, but places each spike randomly within the considered time period.\n", "\n", "* Generate surrogates of the same spike trains as before by spike time randomisation (see `surr.spike_time_rand()`)\n", "* Compute the CCHs of spike time randomisation surrogates, and plot the result. How does it differ from surrogates by dithering?\n", "* Discuss which features each method preserves, and what are pros and cons of each.\n", "* On which data sets do they work fine, on which not? Why?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Analysis parameters\n", "surr_method = 'randomise_spikes'\n", "n_surr = 100\n", "\n", "# Generate surrogates by spike time randomisation (str)\n", "surr1_str = [surr.surrogates(st, n=n_surr, surr_method=surr_method) for st in spike_trains1]\n", "surr2_str = [surr.surrogates(st, n=n_surr, surr_method=surr_method) for st in spike_trains2]\n", "\n", "# Compute n_surr CCHs, one per pair of surrogate data sets\n", "cchs_str = compute_surrogate_cchs(surr1_str, surr2_str, n_surr, w, maxlag)\n", "\n", "# Compute the mean CCH, and the threshold for significance\n", "cch_mean_str = cchs_str.mean(axis=0)\n", "cch_threshold_str = np.quantile(cchs_str, 0.95, axis=0)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the original CCH, the mean surrogate CCH, and the significance threshold\n", "plot_cch(data_id1, data_id2, surr_method, cch_orig, cch_mean_str, cch_threshold_str)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple alternative technique to generate surrogates is trial shuffling. Each surrogate corresponds to a random shuffle of the trial indices. The philosophy behind is that the processing in the different trials is identical and therefore spike trains of the different neurons from different trials are cross-correlated, but for the testing one only wants to destroy potential spike correlation. Thus we compute in the surrogate the CCH for randomly selected trials of each neuron and compute the average CCH. \n", "* Generate the surrogate data by trial shuffling with different number of shuffles and compute the surrogate CCH.\n", "* Compare the surrogate CCH with the CCH of the original data: is the latter significant?\n", "* Discuss the results. What feature of the data has been destroyed/conserved with this method?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Analysis parameters\n", "n_surr = 100\n", "\n", "# Generate surrogate by trial shuffling\n", "num_trials = len(spike_trains1)\n", "surr1_shf = [[] for _ in range(num_trials)]\n", "surr2_shf = [[] for _ in range(num_trials)]\n", "for j in range(n_surr):\n", " random_idx = np.arange(num_trials, dtype=int)\n", " np.random.shuffle(random_idx)\n", " for i, j in enumerate(random_idx):\n", " surr1_shf[i].append(spike_trains1[j]) # shuffle trials only for spike_trains1\n", " surr2_shf[i].append(spike_trains2[i]) # spike_trains2 is just copied with the correct trial order\n", "\n", "# Compute n_surr CCHs, one per pair of surrogate data sets\n", "cchs_shf = compute_surrogate_cchs(surr1_shf, surr2_shf, n_surr, w, maxlag)\n", "\n", "# Compute the mean CCH, and the threshold for significance\n", "cch_mean_shf = cchs_shf.mean(axis=0)\n", "cch_threshold_shf = np.quantile(cchs_shf, 0.95, axis=0)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the original CCH, the average from surrogates and the significance threshold\n", "plot_cch(data_id1, data_id2, \"trial_shuffling\", cch_orig, cch_mean_shf, cch_threshold_shf)" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 1 }