{ "cells": [ { "cell_type": "markdown", "id": "8ff591b2-52e6-4710-915b-ebaa024ec244", "metadata": {}, "source": [ "# Behaviour PLS for ERP data\n", "\n", "Here we use a single participant from the \"kiloword dataset\" ([Dufau et al., 2015](https://doi.org/10.1177/0956797615603934)) to demonstrate how behaviour PLS can be used to measure multivariate associations between ERP data and experimental covariates (in this case, various features of words presented to participants). It is valuable to compare this to the [MNE tutorial analyzing the same data using linear regression](https://mne.tools/stable/auto_examples/stats/sensor_regression.html)." ] }, { "cell_type": "markdown", "id": "98b816e9-8279-457f-bb34-362974972a1a", "metadata": {}, "source": [ "## Loading and inspecting the data\n", "\n", "The kiloword dataset ships with MNE and can be loaded as follows:" ] }, { "cell_type": "code", "execution_count": 1, "id": "382693d5-5564-493c-b4a3-a6c41665d691", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading C:\\Users\\isaac\\mne_data\\MNE-kiloword-data\\kword_metadata-epo.fif ...\n", "Isotrak not found\n", " Found the data of interest:\n", " t = -100.00 ... 920.00 ms\n", " 0 CTF compensation matrices available\n", "Adding metadata with 8 columns\n", "960 matching events found\n", "No baseline correction applied\n", "0 projection items activated\n" ] } ], "source": [ "import mne\n", "from mne.datasets import kiloword\n", "\n", "# Load the data\n", "path = kiloword.data_path() / \"kword_metadata-epo.fif\"\n", "epochs = mne.read_epochs(path)" ] }, { "cell_type": "markdown", "id": "538bff53-1773-4069-8f1f-4c6dc72f607c", "metadata": {}, "source": [ "The `epochs` variable contains ERP data for a single participant along with metadata with various features of the words presented per trial:" ] }, { "cell_type": "code", "execution_count": 2, "id": "e09c0882-52b6-401f-b3e1-ddcfc85ed098", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WORDConcretenessWordFrequencyOrthographicDistanceNumberOfLettersBigramFrequencyConsonantVowelProportionVisualComplexity
0film5.4500003.1894901.754.0343.2500.75055.783710
1cent5.9000003.7007041.354.0546.7500.75063.141553
2shot4.6000002.8585371.204.0484.7500.75064.600033
3cold3.7000003.4545401.154.01095.2500.75063.657457
4main3.0000003.5390761.354.0686.0000.50068.945661
...........................
955drudgery3.4736841.5563032.958.0486.1250.62569.732357
956reversal3.7000001.9912262.658.0859.0000.62560.545879
957billiard5.5000001.6720982.908.0528.8750.62555.838597
958adherent3.4500000.6989702.558.0615.6250.62568.088112
959solenoid4.1111110.3010303.708.0443.2500.50064.544507
\n", "

960 rows × 8 columns

\n", "
" ], "text/plain": [ " WORD Concreteness WordFrequency OrthographicDistance \\\n", "0 film 5.450000 3.189490 1.75 \n", "1 cent 5.900000 3.700704 1.35 \n", "2 shot 4.600000 2.858537 1.20 \n", "3 cold 3.700000 3.454540 1.15 \n", "4 main 3.000000 3.539076 1.35 \n", ".. ... ... ... ... \n", "955 drudgery 3.473684 1.556303 2.95 \n", "956 reversal 3.700000 1.991226 2.65 \n", "957 billiard 5.500000 1.672098 2.90 \n", "958 adherent 3.450000 0.698970 2.55 \n", "959 solenoid 4.111111 0.301030 3.70 \n", "\n", " NumberOfLetters BigramFrequency ConsonantVowelProportion \\\n", "0 4.0 343.250 0.750 \n", "1 4.0 546.750 0.750 \n", "2 4.0 484.750 0.750 \n", "3 4.0 1095.250 0.750 \n", "4 4.0 686.000 0.500 \n", ".. ... ... ... \n", "955 8.0 486.125 0.625 \n", "956 8.0 859.000 0.625 \n", "957 8.0 528.875 0.625 \n", "958 8.0 615.625 0.625 \n", "959 8.0 443.250 0.500 \n", "\n", " VisualComplexity \n", "0 55.783710 \n", "1 63.141553 \n", "2 64.600033 \n", "3 63.657457 \n", "4 68.945661 \n", ".. ... \n", "955 69.732357 \n", "956 60.545879 \n", "957 55.838597 \n", "958 68.088112 \n", "959 64.544507 \n", "\n", "[960 rows x 8 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "epochs.metadata" ] }, { "cell_type": "markdown", "id": "a615c2d6-7179-4bc9-9a6e-2b9f0ad8a12e", "metadata": {}, "source": [ "## Fitting and assessing the behaviour PLS model\n", "\n", "We will examine associations between ERP data and several features of the words presented. To do so, we can fit a behaviour PLS model using `epochs.metadata` attribute as the design matrix and specifying the column names containing the covariates we want to examine." ] }, { "cell_type": "code", "execution_count": 3, "id": "e52e1b4f-0e3e-4544-9de7-56ba2d7c310e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " array([,\n", " ], dtype=object))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import mne_plsc\n", "\n", "res = mne_plsc.fit_beh(epochs,\n", " design=epochs.metadata,\n", " covariates=['Concreteness', 'WordFrequency'],\n", " random_state=123)\n", "res.plot_lv(0, which='saliences')\n", "res.plot_lv(1, which='saliences')" ] }, { "cell_type": "markdown", "id": "57bca9a8-9ea4-431e-82b0-07b67a9ea302", "metadata": {}, "source": [ "In the plots above, the left panels show the brain saliences for the first two latent variable pairs; i.e., the patterns maximally associated with the covariates. The right patterns display how strongly the expression of these patterns is associated with each covariates. As we can see, expression of the first pattern variable is most strongly related to word frequency and expression of the second is most strongly related to concreteness. Note the similarity of the second pattern of saliences to the pattern of regression weights identified by linear regression [here](https://mne.tools/stable/auto_examples/stats/sensor_regression.html).\n", "\n", "We can assess the significance of these latent variable pairs via permutation testing. For speed, we will perform only 100 permutations, but for real data it would be advisable to do many more." ] }, { "cell_type": "code", "execution_count": 4, "id": "bc9362f6-ae11-4ae9-841d-e25191b3a91c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting permutations: 100%|███████████████████████████████████████████████████████████████████████████████| 100/100 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.permute(100)\n", "print(res.summary())\n", "res.plot_scree()" ] }, { "cell_type": "markdown", "id": "01159bea-f7f9-4284-aab5-208eb7c2dd5f", "metadata": {}, "source": [ "As we can see, both latent variable pairs are significant (and in fact the extreme values of the null distribution of singular values are nowhere near the observed values)." ] }, { "cell_type": "markdown", "id": "5d4bf5fe-4985-499a-9bb8-0d322257d7d8", "metadata": {}, "source": [ "## Cluster analysis\n", "\n", "Having identified two patterns that are associated with the covariates, we next want to characterize them. For example, the second latent variable pair shows that concreteness is associated with a negative deflection between 0.2 and 0.6s. Where on the scalp does this negative deflection occur?\n", "\n", "To answer this question, we will identify and plot any large clusters of strong saliences. First, we will use bootstrap resampling to estimate $z$ scores for the brain saliences." ] }, { "cell_type": "code", "execution_count": 11, "id": "4457fe31-75f1-4615-8af1-3863eef33183", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Getting resamples: 100%|█████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 678.13it/s]\n", "Resampling: 100%|█████████████████████████████████████████████████████████████████████████████████| 100/100 [00:30<00:00, 3.25it/s]\n" ] } ], "source": [ "res.bootstrap(100, return_boot_stat_dist=False)" ] }, { "cell_type": "markdown", "id": "85b1d857-d7ea-4613-ac15-673d23844ca1", "metadata": {}, "source": [ "Then, we will identify clusters of saliences whose $z$ scores are large (the default threshold is $|z| > 2$). Before cluster analysis, it is necessary to add an adjacency matrix to the data, indicating which channels and times can be part of the same cluster. For ERP analysis, it generally makes sense to treat all channels as adjacent in order to detect multi-channel patterns. This is the default behaviour of `.add_adjacency()` but can be changed with the `all_channels_adjacent` argument." ] }, { "cell_type": "code", "execution_count": 12, "id": "02e12b37-b2a4-4c02-b5dd-f607325249fe", "metadata": {}, "outputs": [ { "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", "4 clusters\n", "Computing clusters for lv_idx 1...\n", "8 clusters\n" ] } ], "source": [ "res.add_adjacency()\n", "res.cluster()" ] }, { "cell_type": "markdown", "id": "46c34608-0ad9-4b43-a7f8-4cdaa115354e", "metadata": {}, "source": [ "We will examine the second pattern of brain saliences (second latent variable pair, i.e., `lv_idx` 1), which is comparable to the example in the MNE documentation. We can examine the distribution of cluster sizes to see that most of the strong saliences are part of a single cluster:" ] }, { "cell_type": "code", "execution_count": 13, "id": "ec2f78bc-3eba-4c5b-8e16-3eb948300564", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cluster_sizes(lv_idx=1)" ] }, { "cell_type": "markdown", "id": "bf356799-e269-4b92-8580-9a7252e643b2", "metadata": {}, "source": [ "When we examine this cluster, we can see that it matches very closely the cluster of coefficients from the MNE example that are significant using FDR correction. Every channel is part of this cluster at some time point, but the strongest negative deflection occurs at left frontal electrodes, with the cluster peak (the strongest absolute $z$ score) at F7. To get a more spatially constrained cluster, we could repeat the clustering step with a higher threshold (e.g., `threshold=3` or higher)." ] }, { "cell_type": "code", "execution_count": 8, "id": "ffde59ae-eae8-49ff-a819-456d81035ee6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res.plot_cluster(lv_idx=1, cluster_idx=0, plot_type='raster')" ] }, { "cell_type": "markdown", "id": "3776a136-58ed-45a5-a4da-96ce9c48f76e", "metadata": {}, "source": [ "It may appear that the plot includes disconnected \"islands\" of data that are not part of the cluster for FC1, F7, and C3. This is due to an inherent limitation of displaying channel locations along the linear y axis: there is no way to represent that these \"islands\" are in fact connected to the cluster via channels that are not contiguous along the y axis, but are in fact adjacent in the physical channel layout." ] } ], "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 }