{ "cells": [ { "cell_type": "markdown", "id": "999cdc2b-b317-4229-80e2-90027b31a193", "metadata": {}, "source": [ "# Within-participant behaviour PLS\n", "\n", "Within-participant behaviour PLS can be used to analyze trial-level associations between brain and behavioural data (e.g., subjective ratings). In this example, we will simulate a dataset where the strength of a stimulus is associated with the magnitude of an ERP on a trial-by-trial basis." ] }, { "cell_type": "markdown", "id": "9a0b8902-2558-4024-8221-b54d96b2c629", "metadata": {}, "source": [ "## Simulating data\n", "\n", "We will simulate an experiment in which a stimulus evokes a parietally focused ERP. First, we will set up the underlying ERP timecourse." ] }, { "cell_type": "code", "execution_count": 8, "id": "3604e407-a20a-4593-8b08-c572daae0a9a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Underlying ERP timecourse')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import mne\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import mne_plsc\n", "\n", "np.random.seed(123)\n", "\n", "# Set up underlying ERP timecourse\n", "sfreq = 100\n", "times = np.arange(-0.5, 1, 1/sfreq)\n", "erp_timecourse = np.exp(-5*times) * times * np.sin(10*times)\n", "erp_timecourse[times < 0] = 0\n", "f, ax = plt.subplots()\n", "ax.plot(times, erp_timecourse)\n", "ax.set_title('Underlying ERP timecourse')" ] }, { "cell_type": "markdown", "id": "8a8574ad-2972-4e4b-a1cc-582af52efdac", "metadata": {}, "source": [ "Next, we will set up the weights that will determine how strongly the ERP will be expressed at each channel." ] }, { "cell_type": "code", "execution_count": 9, "id": "a8f2a299-4247-4170-9d0d-fdf3ad675e22", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set up montage and info\n", "montage = mne.channels.make_standard_montage('biosemi16')\n", "ch_pos_dict = montage.get_positions()[\"ch_pos\"]\n", "ch_pos_array = np.array([ch_pos_dict[ch] for ch in montage.ch_names])\n", "info = mne.create_info(ch_names=montage.ch_names,\n", " ch_types='eeg',\n", " sfreq=sfreq)\n", "info = info.set_montage(montage)\n", "\n", "# Function to get channel weights\n", "center = ch_pos_dict['Pz']\n", "dist = np.linalg.norm(ch_pos_array - center, axis=1)\n", "chan_weights = np.exp(-(dist ** 2) / (2 * 0.075 ** 2))\n", "\n", "f, ax = plt.subplots()\n", "mne.viz.plot_topomap(chan_weights, info, axes=ax, show=False)\n", "ax.set_title('Channel weights')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "da94be8f-60c7-42d6-be92-834dbfffcd67", "metadata": {}, "source": [ "Finally, we will simulate the actual epochs per participant." ] }, { "cell_type": "code", "execution_count": 10, "id": "b9717faa-efc0-4702-ba78-a9651b9a7cca", "metadata": {}, "outputs": [], "source": [ "n_ptpts = 5\n", "trials_per_ptpt = 20\n", "all_epochs = []\n", "for ptpt_n in range(n_ptpts):\n", " # Project ERP onto channels\n", " data = np.outer(chan_weights, erp_timecourse)\n", " data = np.stack([data]*trials_per_ptpt)\n", " # Simulate stimulus\n", " stim = np.random.gamma(shape=1, scale=1, size=(trials_per_ptpt,))\n", " # Scale ERP by stimulus\n", " data = data * stim.reshape((-1, 1, 1))\n", " # Add noise\n", " noise = 0.1*np.random.normal(size=data.shape)\n", " data = data + noise\n", " # Create epochs object\n", " epochs = mne.EpochsArray(data=data,\n", " info=info,\n", " metadata=pd.DataFrame({\n", " 'stim': stim.squeeze(),\n", " 'cond': [0, 1]*int(trials_per_ptpt/2)}),\n", " verbose=False)\n", " all_epochs.append(epochs)" ] }, { "cell_type": "markdown", "id": "271c78a1-64db-4a5f-b7b3-124d8a714af8", "metadata": {}, "source": [ "## Fitting and evaluating the model\n", "\n", "Having set up the data, the syntax for fitting a within-participants behaviour PLS model is similar to fitting an ordinaly within-participants PLS model. The difference is that we don't provide a design matrix---we just specify the name(s) of the columns in each participant's metadata containing the covariate(s)." ] }, { "cell_type": "code", "execution_count": 14, "id": "e83269ae-a20b-42db-a6e1-800a94ef721b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ], dtype=object))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res = mne_plsc.fit_within_beh(data=all_epochs,\n", " covariates='stim')\n", "res.plot_lv(0)" ] }, { "cell_type": "markdown", "id": "5864b8fd-d635-4141-9869-be7b80ae480c", "metadata": {}, "source": [ "Unsurprisingly, the latent variable is significant:" ] }, { "cell_type": "code", "execution_count": 12, "id": "f23139b3-0a5f-4574-bf39-779a76db4eb5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting permutations: 100%|█████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 582.46it/s]\n", "Permuting: 100%|████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 241.74it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " LV index singular value variance explained p value\n", "0 0 10.916690 0.648067 0.009901\n", "1 1 8.044724 0.351933 0.079208\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "res.permute(100)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "id": "a4d4442c-1aa7-455e-a416-25b49f779815", "metadata": {}, "source": [ "## Cluster analysis\n", "\n", "Cluster analysis produces parietal clusters, as expected given how the data was simulated:" ] }, { "cell_type": "code", "execution_count": 13, "id": "a0430b58-b7ea-4a84-aca0-6e50c9d6889f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting participant resamples: 100%|██████████████████████████████████████████████| 100/100 [00:00<00:00, 48987.43it/s]\n", "Getting trial resamples: 100%|███████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 40.77it/s]\n", "Resampling: 100%|███████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 148.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Defaulting to all channels adjacent for ERP/ERF analysis\n", "Clustering z-scores\n", "Defaulting to unsigned clustering\n", "Computing clusters for lv_idx 0...\n", "48 clusters\n", "Computing clusters for lv_idx 1...\n", "28 clusters\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.bootstrap(100)\n", "res.add_adjacency(montage_name='biosemi16')\n", "res.cluster()\n", "res.plot_cluster(lv_idx=0, cluster_idx=0, highlight='extent')\n", "res.plot_cluster(lv_idx=0, cluster_idx=1, highlight='extent')" ] } ], "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }