{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GLM Fingertapping Example" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:05.391012Z", "iopub.status.busy": "2025-04-14T12:56:05.390857Z", "iopub.status.idle": "2025-04-14T12:56:07.252862Z", "shell.execute_reply": "2025-04-14T12:56:07.252310Z" } }, "outputs": [], "source": [ "import cedalion\n", "import cedalion.datasets\n", "import cedalion.io\n", "import cedalion.models.glm as glm\n", "import cedalion.nirs\n", "import cedalion.plots as plots\n", "import cedalion.sigproc.frequency\n", "import matplotlib.pyplot as p\n", "import pandas as pd\n", "import xarray as xr\n", "from cedalion import units\n", "\n", "xr.set_options(display_expand_data=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading and preprocessing the dataset\n", "\n", "This notebook uses a finger-tapping dataset in BIDS layout provided by [Rob Luke](https://github.com/rob-luke/BIDS-NIRS-Tapping). It can can be downloaded via `cedalion.datasets`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:07.255548Z", "iopub.status.busy": "2025-04-14T12:56:07.255014Z", "iopub.status.idle": "2025-04-14T12:56:07.450796Z", "shell.execute_reply": "2025-04-14T12:56:07.450240Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rec = cedalion.datasets.get_fingertapping()\n", "\n", "# rename trials\n", "rec.stim.cd.rename_events(\n", " {\n", " \"1.0\": \"control\",\n", " \"2.0\": \"Tapping/Left\",\n", " \"3.0\": \"Tapping/Right\",\n", " \"15.0\": \"sentinel\",\n", " }\n", ")\n", "rec.stim = rec.stim[rec.stim.trial_type != \"sentinel\"]\n", "\n", "# differential pathlenght factors\n", "dpf = xr.DataArray(\n", " [6, 6],\n", " dims=\"wavelength\",\n", " coords={\"wavelength\": rec[\"amp\"].wavelength},\n", ")\n", "\n", "# calculate optical density and concentrations\n", "rec[\"od\"] = cedalion.nirs.int2od(rec[\"amp\"])\n", "rec[\"conc\"] = cedalion.nirs.od2conc(rec[\"od\"], rec.geo3d, dpf, spectrum=\"prahl\")\n", "\n", "# Bandpass filter remove cardiac component and slow drifts.\n", "# Here we use a highpass to remove drift. Another possible option would be to\n", "# use drift regressors in the design matrix.\n", "fmin = 0.02 * units.Hz\n", "fmax = 0.3 * units.Hz\n", "\n", "rec[\"conc_filtered\"] = cedalion.sigproc.frequency.freq_filter(rec[\"conc\"], fmin, fmax)\n", "\n", "display(rec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot freq. filtered concentration data for two channels on the left (S1D1, S1D3) and right (S5D5, S5D7) hemispheres." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:07.478974Z", "iopub.status.busy": "2025-04-14T12:56:07.478755Z", "iopub.status.idle": "2025-04-14T12:56:08.473445Z", "shell.execute_reply": "2025-04-14T12:56:08.472904Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts = rec[\"conc_filtered\"]\n", "\n", "f, ax = p.subplots(4, 1, sharex=True, figsize=(12, 6))\n", "for i, ch in enumerate([\"S1D1\", \"S1D3\", \"S5D5\", \"S5D7\"]):\n", " ax[i].plot(ts.time, ts.sel(channel=ch, chromo=\"HbO\"), \"r-\", label=\"HbO\")\n", " ax[i].plot(ts.time, ts.sel(channel=ch, chromo=\"HbR\"), \"b-\", label=\"HbR\")\n", " ax[i].set_title(f\"Ch. {ch}\")\n", " cedalion.plots.plot_stim_markers(ax[i], rec.stim, y=1)\n", " ax[i].set_ylabel(r\"$\\Delta$ c / uM\")\n", "\n", "ax[0].legend(ncol=6)\n", "ax[3].set_label(\"time / s\")\n", "ax[3].set_xlim(0,300)\n", "p.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build design matrix\n", "- use the `glm.make_design_matrix` method to build regressors\n", "- to account for signal components from superficial layers use short-distance channel regression: for each long channel the closest short channel is selected. From these the channel-wise regressor'short' is derived." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:08.475579Z", "iopub.status.busy": "2025-04-14T12:56:08.475409Z", "iopub.status.idle": "2025-04-14T12:56:08.513429Z", "shell.execute_reply": "2025-04-14T12:56:08.512970Z" } }, "outputs": [], "source": [ "# split time series into two based on channel distance\n", "ts_long, ts_short = cedalion.nirs.split_long_short_channels(\n", " rec[\"conc_filtered\"], rec.geo3d, distance_threshold=1.5 * units.cm\n", ")\n", "\n", "# build regressors\n", "dm, channel_wise_regressors = glm.make_design_matrix(\n", " ts_long,\n", " ts_short,\n", " rec.stim,\n", " rec.geo3d,\n", " basis_function=glm.Gamma(tau=0 * units.s, sigma=3 * units.s, T=3 * units.s),\n", " drift_order=1,\n", " short_channel_method=\"closest\",\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The design matrix `dm` holds all regressors that apply to all channels. It has dimensions 'time', 'chromo' and 'regressor'. Regressors have string labels." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:08.515561Z", "iopub.status.busy": "2025-04-14T12:56:08.515392Z", "iopub.status.idle": "2025-04-14T12:56:08.525481Z", "shell.execute_reply": "2025-04-14T12:56:08.525043Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray (time: 23239, regressor: 5, chromo: 2)> Size: 2MB\n",
       "0.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 4.303e-05 ... 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0\n",
       "Coordinates:\n",
       "  * time       (time) float64 186kB 0.0 0.128 0.256 ... 2.974e+03 2.974e+03\n",
       "  * regressor  (regressor) <U17 340B 'HRF control' ... 'Drift 1'\n",
       "  * chromo     (chromo) <U3 24B 'HbO' 'HbR'
" ], "text/plain": [ " Size: 2MB\n", "0.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 4.303e-05 ... 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0\n", "Coordinates:\n", " * time (time) float64 186kB 0.0 0.128 0.256 ... 2.974e+03 2.974e+03\n", " * regressor (regressor) \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'concentration' (regressor: 1, chromo: 2, channel: 20,\n",
       "                                   time: 23239)> Size: 7MB\n",
       "[µM] 0.1092 0.1416 0.1736 0.2054 0.2366 ... 0.03124 0.02521 0.01864 0.01182\n",
       "Coordinates:\n",
       "  * chromo         (chromo) <U3 24B 'HbO' 'HbR'\n",
       "  * time           (time) float64 186kB 0.0 0.128 0.256 ... 2.974e+03 2.974e+03\n",
       "    samples        (time) int64 186kB 0 1 2 3 4 ... 23235 23236 23237 23238\n",
       "  * channel        (channel) object 160B 'S1D1' 'S1D2' 'S1D3' ... 'S8D7' 'S8D8'\n",
       "    short_channel  (channel) object 160B 'S1D9' 'S1D9' ... 'S8D16' 'S8D16'\n",
       "    comp_group     (channel) int64 160B 0 0 0 1 1 1 2 2 3 3 4 4 4 5 5 5 6 6 7 7\n",
       "  * regressor      (regressor) <U5 20B 'short'
" ], "text/plain": [ " Size: 7MB\n", "[µM] 0.1092 0.1416 0.1736 0.2054 0.2366 ... 0.03124 0.02521 0.01864 0.01182\n", "Coordinates:\n", " * chromo (chromo) \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray (time: 23239, regressor: 5, chromo: 2)> Size: 2MB\n",
       "0.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 4.303e-05 ... 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0\n",
       "Coordinates:\n",
       "  * time       (time) float64 186kB 0.0 0.128 0.256 ... 2.974e+03 2.974e+03\n",
       "  * regressor  (regressor) <U17 340B 'HRF control' ... 'Drift 1'\n",
       "  * chromo     (chromo) <U3 24B 'HbO' 'HbR'
" ], "text/plain": [ " Size: 2MB\n", "0.0 0.0 0.0 0.0 0.0 0.0 1.0 1.0 4.303e-05 ... 0.0 0.0 0.0 0.0 1.0 1.0 1.0 1.0\n", "Coordinates:\n", " * time (time) float64 186kB 0.0 0.128 0.256 ... 2.974e+03 2.974e+03\n", " * regressor (regressor) " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(dm)\n", "\n", "# using xr.DataArray.plot\n", "f, ax = p.subplots(1,1,figsize=(12,5))\n", "dm.sel(chromo=\"HbO\", time=dm.time < 600).T.plot()\n", "p.xticks(rotation=90)\n", "p.show()\n", "\n", "# line plots of all regressors\n", "f, ax = p.subplots(2,1,sharex=True, figsize=(12,5))\n", "for i, chromo in enumerate([\"HbO\", \"HbR\"]):\n", " for reg in dm.regressor.values:\n", " ax[i].plot(dm.time, dm.sel(chromo=chromo, regressor=reg), label=reg)\n", " plots.plot_stim_markers(ax[i], rec.stim, y=1)\n", " ax[i].grid()\n", " ax[i].set_title(chromo)\n", "\n", "ax[0].legend(ncol=3)\n", "ax[0].set_xlim(0,240);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting the model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:09.489335Z", "iopub.status.busy": "2025-04-14T12:56:09.489168Z", "iopub.status.idle": "2025-04-14T12:56:09.700506Z", "shell.execute_reply": "2025-04-14T12:56:09.699987Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray (regressor: 6, channel: 20, chromo: 2)> Size: 2kB\n",
       "0.03309 -0.01729 0.00782 -0.0008021 0.02622 ... 0.615 0.2267 0.4071 -0.2123\n",
       "Coordinates:\n",
       "  * regressor  (regressor) <U17 408B 'HRF control' ... 'short'\n",
       "  * channel    (channel) object 160B 'S1D1' 'S1D2' 'S1D3' ... 'S8D7' 'S8D8'\n",
       "  * chromo     (chromo) <U3 24B 'HbO' 'HbR'
" ], "text/plain": [ " Size: 2kB\n", "0.03309 -0.01729 0.00782 -0.0008021 0.02622 ... 0.615 0.2267 0.4071 -0.2123\n", "Coordinates:\n", " * regressor (regressor) \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
beta
regressorchannelchromo
HRF controlS1D1HbO0.033086
HbR-0.017289
S1D2HbO0.007820
HbR-0.000802
S1D3HbO0.026215
............
shortS7D7HbR0.113651
S8D7HbO0.615008
HbR0.226749
S8D8HbO0.407106
HbR-0.212301
\n", "

240 rows × 1 columns

\n", "" ], "text/plain": [ " beta\n", "regressor channel chromo \n", "HRF control S1D1 HbO 0.033086\n", " HbR -0.017289\n", " S1D2 HbO 0.007820\n", " HbR -0.000802\n", " S1D3 HbO 0.026215\n", "... ...\n", "short S7D7 HbR 0.113651\n", " S8D7 HbO 0.615008\n", " HbR 0.226749\n", " S8D8 HbO 0.407106\n", " HbR -0.212301\n", "\n", "[240 rows x 1 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "betas = glm.fit(ts_long, dm, channel_wise_regressors, noise_model=\"ols\")\n", "\n", "display(betas)\n", "\n", "#pd.set_option('display.max_rows', None)\n", "display(betas.rename(\"beta\").to_dataframe())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Predictions\n", "\n", "- using `glm.predict` one can scale the regressors in `dm` and `channel_wise_regressors` with the estimated coefficients to obtain a model prediction\n", "- by giving only a subset of betas to `glm.predict` one can predict subcomponents of the model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:09.702806Z", "iopub.status.busy": "2025-04-14T12:56:09.702627Z", "iopub.status.idle": "2025-04-14T12:56:10.034048Z", "shell.execute_reply": "2025-04-14T12:56:10.033612Z" } }, "outputs": [], "source": [ "# prediction using all regressors\n", "pred = glm.predict(ts_long, betas, dm, channel_wise_regressors)\n", "\n", "# prediction of all nuisance regressors, i.e. all regressors that don't start with 'HRF '\n", "pred_wo_hrf = glm.predict(\n", " ts_long,\n", " betas.sel(regressor=~betas.regressor.str.startswith(\"HRF \")),\n", " dm,\n", " channel_wise_regressors,\n", ")\n", "\n", "# prediction of all HRF regressors, i.e. all regressors that start with 'HRF '\n", "pred_hrf = glm.predict(\n", " ts_long,\n", " betas.sel(regressor=betas.regressor.str.startswith(\"HRF \")),\n", " dm,\n", " channel_wise_regressors,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot model predictions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:10.036409Z", "iopub.status.busy": "2025-04-14T12:56:10.036076Z", "iopub.status.idle": "2025-04-14T12:56:10.852706Z", "shell.execute_reply": "2025-04-14T12:56:10.852136Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the data and model prediction\n", "#ch = \"S6D7\"\n", "ch = \"S1D3\"\n", "f, ax = p.subplots(1,1, figsize=(12, 4))\n", "p.plot(ts_long.time, ts_long.sel(chromo=\"HbO\", channel=ch), \"r-\", label=\"data HbO\", alpha=.5)\n", "p.plot(pred.time, pred.sel(chromo=\"HbO\", channel=ch), \"r-\", label=\"model\", lw=2 )\n", "p.plot(pred.time, pred_wo_hrf.sel(chromo=\"HbO\", channel=ch), \"k:\", label=\"model w/o HRF\", alpha=.5)\n", "plots.plot_stim_markers(ax, rec.stim, y=1)\n", "p.xlim(60,300)\n", "p.ylim(-.4,.4)\n", "p.xlabel(\"time / s\")\n", "p.ylabel(r\"$\\Delta$ c / uM\")\n", "p.legend(ncol=4)\n", "\n", "\n", "# subtract from data nuisance regressors and plot against predicted HRF components\n", "f, ax = p.subplots(1,1, figsize=(12, 4))\n", "p.plot(pred_hrf.time, pred_hrf.sel(chromo=\"HbO\", channel=ch), \"r-\", label=\"HRF HbO\")\n", "p.plot(pred_hrf.time, pred_hrf.sel(chromo=\"HbR\", channel=ch), \"b-\", label=\"HRF HbR\")\n", "p.plot(\n", " pred_hrf.time, \n", " ts_long.sel(chromo=\"HbO\", channel=ch).pint.dequantify() - pred_wo_hrf.sel(chromo=\"HbO\", channel=ch), \n", " \"r-\", label=\"data HbO - nuisance reg.\", alpha=.5\n", ")\n", "p.plot(\n", " pred_hrf.time, \n", " ts_long.sel(chromo=\"HbR\", channel=ch).pint.dequantify() - pred_wo_hrf.sel(chromo=\"HbR\", channel=ch), \n", " \"b-\", label=\"data HbR - nuisance reg.\", alpha=.5\n", ")\n", "plots.plot_stim_markers(ax, rec.stim, y=1)\n", "p.legend(ncol=4, loc=\"lower right\")\n", "\n", "p.xlim(60,500)\n", "p.xlabel(\"time / s\")\n", "p.ylabel(r\"$\\Delta$ c / uM\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scalp plots" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-04-14T12:56:10.854867Z", "iopub.status.busy": "2025-04-14T12:56:10.854688Z", "iopub.status.idle": "2025-04-14T12:56:11.957604Z", "shell.execute_reply": "2025-04-14T12:56:11.957036Z" }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = p.subplots(2, 3, figsize=(12, 8))\n", "vlims = {\"HbO\" : [0.,0.3], \"HbR\" : [-0.1, 0.05]}\n", "for i_chr, chromo in enumerate(betas.chromo.values):\n", " vmin, vmax = vlims[chromo]\n", " for i_reg, reg in enumerate([\"HRF Tapping/Left\", \"HRF Tapping/Right\", \"HRF control\"]):\n", " cedalion.plots.scalp_plot(\n", " rec[\"amp\"],\n", " rec.geo3d,\n", " betas.sel(chromo=chromo, regressor=reg),\n", " ax[i_chr, i_reg],\n", " min_dist=1.5 * cedalion.units.cm,\n", " title=f\"{chromo} {reg}\",\n", " vmin=vmin,\n", " vmax=vmax,\n", " optode_labels=True,\n", " cmap=\"RdBu_r\",\n", " cb_label=r\"$\\beta$\"\n", " )\n", "p.tight_layout()" ] } ], "metadata": { "kernelspec": { "display_name": "cedalion", "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": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 2 }