{ "cells": [ { "cell_type": "markdown", "id": "cd6532ef-af41-49f7-9528-dce6b943fa94", "metadata": {}, "source": [ "# Mean-centred analysis of spectral data\n", "\n", "This example is based on the [MNE tutorial on common spatial patterns](https://mne.tools/stable/auto_examples/decoding/decoding_csp_eeg.html) (CSP). We will examine spectral power in a motor imagery dataset in which a participant engaged in hands or feet motor imagery." ] }, { "cell_type": "markdown", "id": "1210df4b-61bd-4821-9bb7-f953a4c88e91", "metadata": {}, "source": [ "## Loading raw data" ] }, { "cell_type": "code", "execution_count": 1, "id": "20af6faf-1119-4327-be1a-c37ee7e0c5a8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracting EDF parameters from C:\\Users\\isaac\\mne_data\\MNE-eegbci-data\\files\\eegmmidb\\1.0.0\\S001\\S001R06.edf...\n", "Setting channel info structure...\n", "Creating raw.info structure...\n", "Reading 0 ... 19999 = 0.000 ... 124.994 secs...\n", "Extracting EDF parameters from C:\\Users\\isaac\\mne_data\\MNE-eegbci-data\\files\\eegmmidb\\1.0.0\\S001\\S001R10.edf...\n", "Setting channel info structure...\n", "Creating raw.info structure...\n", "Reading 0 ... 19999 = 0.000 ... 124.994 secs...\n", "Extracting EDF parameters from C:\\Users\\isaac\\mne_data\\MNE-eegbci-data\\files\\eegmmidb\\1.0.0\\S001\\S001R14.edf...\n", "Setting channel info structure...\n", "Creating raw.info structure...\n", "Reading 0 ... 19999 = 0.000 ... 124.994 secs...\n", "EEG channel type selected for re-referencing\n", "Adding average EEG reference projection.\n", "1 projection items deactivated\n", "Average reference projection was added, but has not been applied yet. Use the apply_proj method to apply it.\n" ] } ], "source": [ "from mne import Epochs, pick_types\n", "from mne.channels import make_standard_montage\n", "from mne.datasets import eegbci\n", "from mne.io import concatenate_raws, read_raw_edf\n", "import numpy as np\n", "import mne_plsc\n", "\n", "raw_fnames = eegbci.load_data(subjects=1, runs=[6, 10, 14], update_path=True)\n", "raw = concatenate_raws([read_raw_edf(f, preload=True) for f in raw_fnames])\n", "eegbci.standardize(raw) # set channel names\n", "montage = make_standard_montage(\"standard_1005\")\n", "raw.set_montage(montage)\n", "raw.annotations.rename(dict(T1=\"hands\", T2=\"feet\")) # as documented on PhysioNet\n", "raw = raw.set_eeg_reference(projection=True)" ] }, { "cell_type": "markdown", "id": "04a2bccf-876c-4e58-87a2-23a5d1b80ce7", "metadata": {}, "source": [ "## Extracting epochs\n", "\n", "We will extract epochs from 1 second to 4 seconds after trial onset, since the early data is less likely to contain signal of interest." ] }, { "cell_type": "code", "execution_count": 2, "id": "11ff6987-097e-4d9c-a6c4-db26675a34a9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Used Annotations descriptions: [np.str_('T0'), np.str_('feet'), np.str_('hands')]\n", "Ignoring annotation durations and creating fixed-duration epochs around annotation onsets.\n", "Not setting metadata\n", "45 matching events found\n", "No baseline correction applied\n", "Created an SSP operator (subspace dimension = 1)\n", "1 projection items activated\n", "Using data from preloaded Raw for 45 events and 481 original time points ...\n", "0 bad epochs dropped\n" ] } ], "source": [ "# Apply band-pass filter\n", "# raw.filter(7.0, 30.0, fir_design=\"firwin\", skip_by_annotation=\"edge\")\n", "\n", "picks = pick_types(raw.info, meg=False, eeg=True, stim=False, eog=False, exclude=\"bads\")\n", "epochs = Epochs(\n", " raw,\n", " event_id=[\"hands\", \"feet\"],\n", " tmin=1,\n", " tmax=4,\n", " proj=True,\n", " picks=picks,\n", " baseline=None,\n", " preload=True,\n", ")" ] }, { "cell_type": "markdown", "id": "74c730ef-b5c7-4f7f-99cb-177dfb2f0600", "metadata": {}, "source": [ "## Computing spectral power\n", "\n", "Next, we will compute spectral power up to 40 Hz and decibel transform it. The decibel transform normalizes the spectral power estimates and improves the performance of the model on this dataset." ] }, { "cell_type": "code", "execution_count": 3, "id": "00558055-2273-4353-9598-025ea2e769e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Using multitaper spectrum estimation with 7 DPSS windows\n" ] } ], "source": [ "spec = epochs.compute_psd(fmax=40)\n", "spec._data = 10*np.log10(spec._data) # decibel transform" ] }, { "cell_type": "markdown", "id": "2bc9a96f-cc4f-4070-ac6e-97abb283ff0c", "metadata": {}, "source": [ "## Fitting and evaluating mean-centred PLS model\n", "\n", "Next, we will extract the labels associated with each epoch and use them to fit the model." ] }, { "cell_type": "code", "execution_count": 4, "id": "3c3d15ab-d6ef-41ee-9e95-731444e6c898", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ], dtype=object))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = mne_plsc.utils.get_epoch_labels(spec)\n", "res = mne_plsc.fit_mc(data=spec,\n", " between=labels,\n", " random_state=123)\n", "res.plot_lv(0)" ] }, { "cell_type": "markdown", "id": "0d6ab754-3332-4b90-a314-0cacb176604e", "metadata": {}, "source": [ "Examining the brain saliences on the left, we can see that the model identifies a pattern of reduced power between approximately 10 and 15 Hz. Examining the brain scores on the right, we can see that this pattern is more strongly expressed for hands relative to feet motor imagery. Thus, spectral power between 10 and 15 Hz appears to be lower for hands relative to feet. Permutation testing shows that this pattern is significant:" ] }, { "cell_type": "code", "execution_count": 9, "id": "b26acf5d-51f5-48e8-8175-9f7ad952028c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting permutations: 100%|████████████████████████████████████████████████████████████████████| 500/500 [00:00<00:00, 61440.60it/s]\n", "Permuting: 100%|█████████████████████████████████████████████████████████████████████████████████| 500/500 [00:03<00:00, 131.19it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " LV index singular value variance explained p value\n", "0 0 57.810217 1.0 0.001996\n", "1 1 0.000000 0.0 NaN\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "res.permute(500)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "id": "9a09b682-e0a4-408a-8f98-c5171c03a9d4", "metadata": {}, "source": [ "## Cluster analysis\n", "\n", "To chracterize the spectral and spatial distribution of this pattern, we can use bootstrap resampling to estimate the $z$ scores of the brain saliences and cluster the reliable saliences. This yields a single cluster:" ] }, { "cell_type": "code", "execution_count": 14, "id": "b3799a58-2b7b-4648-9696-dfe56ea6f3c0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting resamples: 100%|████████████████████████████████████████████████████████████████████████| 500/500 [00:00<00:00, 4840.58it/s]\n", "Resampling: 100%|████████████████████████████████████████████████████████████████████████████████| 500/500 [00:02<00:00, 201.34it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Could not find a adjacency matrix for the data. Computing adjacency based on Delaunay triangulations.\n", "-- number of adjacent vertices : 64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Clustering z-scores\n", "Computing clusters for lv_idx 0...\n", "1 clusters\n" ] } ], "source": [ "res.bootstrap(500)\n", "res.add_adjacency()\n", "res.cluster(threshold=5)" ] }, { "cell_type": "markdown", "id": "327252b2-354a-45ac-9f87-b46e351d0bef", "metadata": {}, "source": [ "We can plot this cluster to not only confirm that it corresponds to the 10--15 Hz range we identified earlier, but also to examine its spatial distribution." ] }, { "cell_type": "code", "execution_count": 15, "id": "ba443c1a-77a8-44f4-a572-181bbab33233", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cluster(lv_idx=0, cluster_idx=0, highlight='extent')" ] }, { "cell_type": "markdown", "id": "df117c6e-918d-4111-a1e6-3df448a65841", "metadata": {}, "source": [ "This bilateral pair of sites overlaps with the spatial patterns identified by CSP in the MNE tutorial." ] } ], "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 }