{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NIRSimple example\n", "\n", "→ [Download this notebook](https://github.com/HanBnrd/NIRSimple/blob/master/docs/source/examples/simple-probe.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import scipy.io\n", "import numpy as np\n", "import nirsimple as ns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data used in this example is from the [Homer MATLAB toolbox tutorial](https://homer-fnirs.org/documentation/) and can be downloaded [here](http://www.nmr.mgh.harvard.edu/martinos/software/homer/SampleData.zip).\n", "\n", "Download the zip archive and extract it. In this example we are just going to use `Simple_Probe.nirs` which is in the `Example1_Simple_Probe` folder of the archive." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data from the file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the file as a MATLAB file:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "file_path = \"./Simple_Probe.nirs\" # replace by the path to Simple_Probe.nirs\n", "simple_probe = scipy.io.loadmat(file_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get fNIRS light intensities as a numpy array" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get signals from Simple Probe:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Intensity data shape: (8, 1200)\n", " number of channels: 8\n", " number of time points: 1200\n" ] } ], "source": [ "intensities = np.swapaxes(simple_probe['d'], 0, 1)\n", "print(\"Intensity data shape: {}\".format(intensities.shape))\n", "print(\" number of channels: {}\".format(intensities.shape[0]))\n", "print(\" number of time points: {}\".format(intensities.shape[1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert light intensities to optical density changes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get optical density changes relative to the average intensity of each channel:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Delta OD shape: (8, 1200)\n" ] } ], "source": [ "dod = ns.intensities_to_od_changes(intensities)\n", "print(\"Delta OD shape: {}\".format(dod.shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get channel info as lists" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get channel names from Simple Probe:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Channel names: ['1-1', '1-2', '1-3', '1-4', '1-1', '1-2', '1-3', '1-4']\n" ] } ], "source": [ "channels = simple_probe['SD']['MeasList'][0, 0][:, :2].tolist()\n", "raw_ch_names = [str(ch).replace('[', '').replace(']', '').replace(', ', '-')\n", " for ch in channels]\n", "print(\"Channel names: {}\".format(raw_ch_names))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get channel wavelengths from Simple Probe:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Channel wavelengths: [830, 830, 830, 830, 690, 690, 690, 690]\n" ] } ], "source": [ "wavelengths = simple_probe['SD']['Lambda'][0, 0][0].tolist()\n", "ch_high_wl = [wavelengths[0] for _ in range(int(len(raw_ch_names)/2))]\n", "ch_low_wl = [wavelengths[1] for _ in range(int(len(raw_ch_names)/2))]\n", "ch_wl = ch_high_wl + ch_low_wl\n", "print(\"Channel wavelengths: {}\".format(ch_wl))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the differential pathlengths factor (DPF) for each channel:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Channel DPFs: [6, 6, 6, 6, 6, 6, 6, 6]\n" ] } ], "source": [ "unique_dpf = 6\n", "ch_dpf = [unique_dpf for _ in enumerate(raw_ch_names)]\n", "print(\"Channel DPFs: {}\".format(ch_dpf))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define source-detector distance for each channel:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Channel distances: [2.8, 2.8, 2.8, 2.8, 2.8, 2.8, 2.8, 2.8]\n" ] } ], "source": [ "unique_distance = 2.8 # cm\n", "ch_distances = [unique_distance for _ in enumerate(raw_ch_names)]\n", "print(\"Channel distances: {}\".format(ch_distances))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert optical density changes to concentration changes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get oxygenated and deoxygenated hemoglobin concentration changes (HbO and HbR) with the modified Beer-Lambert law (from Delpy et al., 1988):" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Delta HbO and HbR shape: (8, 1200)\n", "Channel names: ['1-1', '1-1', '1-2', '1-2', '1-3', '1-3', '1-4', '1-4']\n", "Channel types: ['hbo', 'hbr', 'hbo', 'hbr', 'hbo', 'hbr', 'hbo', 'hbr']\n" ] } ], "source": [ "data = ns.mbll(dod, raw_ch_names, ch_wl, ch_dpf, ch_distances,\n", " unit='cm', table='wray')\n", "dc, ch_names, ch_types = data\n", "print(\"Delta HbO and HbR shape: {}\".format(dc.shape))\n", "print(\"Channel names: {}\".format(ch_names))\n", "print(\"Channel types: {}\".format(ch_types))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot data with MNE" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import mne" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "S_FREQ = 5 # sampling frequency in Hz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot data with MNE:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MNE channel names: ['1-1 hbo', '1-1 hbr', '1-2 hbo', '1-2 hbr', '1-3 hbo', '1-3 hbr', '1-4 hbo', '1-4 hbr']\n", "Creating RawArray with float64 data, n_channels=8, n_times=1200\n", " Range : 0 ... 1199 = 0.000 ... 239.800 secs\n", "Ready.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mne_ch_names = [ch + ' ' + ch_types[i] for i, ch in enumerate(ch_names)]\n", "print(\"MNE channel names: {}\".format(mne_ch_names))\n", "info = mne.create_info(ch_names=mne_ch_names, sfreq=S_FREQ,\n", " ch_types=ch_types)\n", "raw = mne.io.RawArray(dc, info)\n", "graph = raw.plot(scalings=0.5e-6, duration=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Signal correction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply correlation based signal improvement (from Cui at al., 2010) to hemoglobin concentration changes:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Delta HbO_0 and HbR_0 shape: (8, 1200)\n", "['1-1', '1-1', '1-2', '1-2', '1-3', '1-3', '1-4', '1-4']\n" ] } ], "source": [ "data = ns.cbsi(dc, ch_names, ch_types)\n", "dc_0, ch_names_0, ch_types_0 = data\n", "print(\"Delta HbO_0 and HbR_0 shape: {}\".format(dc_0.shape))\n", "print(ch_names_0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot corrected data with MNE" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MNE channel names: ['1-1 hbo_0', '1-1 hbr_0', '1-2 hbo_0', '1-2 hbr_0', '1-3 hbo_0', '1-3 hbr_0', '1-4 hbo_0', '1-4 hbr_0']\n", "Creating RawArray with float64 data, n_channels=8, n_times=1200\n", " Range : 0 ... 1199 = 0.000 ... 239.800 secs\n", "Ready.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mne_ch_names_0 = [ch + ' ' + ch_types_0[i] + '_0'\n", " for i, ch in enumerate(ch_names_0)]\n", "print(\"MNE channel names: {}\".format(mne_ch_names_0))\n", "info_0 = mne.create_info(ch_names=mne_ch_names_0, sfreq=S_FREQ,\n", " ch_types=ch_types_0)\n", "raw_0 = mne.io.RawArray(dc_0, info_0)\n", "graph_0 = raw_0.plot(scalings=0.5e-6, duration=50)" ] } ], "metadata": { "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }