{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "execution": {}, "id": "view-in-github" }, "source": [ "\"Open   \"Open" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "# Load the FSL course task dataset\n", "\n", "We provide data from 2 Tasks. Please watch the data loading video for more details on the tasks but briefly:\n", "\n", "- Task 1 : `Fluency`. This is an event related design with three types of events: \n", " - Word-generation events (WG): The subject is presented with a noun, e.g \"car\" and must come up with a pertinent verb (e.g. \"drive\") and then \"think that word in their head\". The subject was explicitly instructed never to say or even mouth a word to prevent movement artefacts.\n", " - Word-shadowing events (WS): The subject is presented with a verb and is instructed to simply \"think that word in their head\".\n", " - Null-events (N): These are events where nothing happens, i.e. the cross-hair remains on the screen and no word is presented. The purpose of these \"events\" is to supply a baseline against which the other two event types can be compared.\n", "\n", "- Task 2 : `Parametric`. Words were presented at different frequencies. Sentences were presented one word at a time, at frequencies ranging from 50 words per minute (wpm) to 1250 wpm, and the participant just had to read the words as they were presented. This is an example of a parametric experimental design. The hypothesis is that certain brain regions respond more strongly to the optimum reading speed compared to the extremely slow and extremely fast word presentation rates (i.e. you might expect to find an inverted U-shape for the response to the five different levels).\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[K |████████████████████████████████| 9.6 MB 4.9 MB/s \n", "\u001b[K |████████████████████████████████| 38.1 MB 1.1 MB/s \n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n", "\u001b[?25h" ] } ], "source": [ "# @title Install dependencies\n", "!pip install nilearn --quiet" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import nibabel as nib # neuroimaging I/O library\n", "\n", "from nilearn import plotting, image" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {} }, "outputs": [], "source": [ "#@title Figure settings\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "plt.style.use(\"https://raw.githubusercontent.com/NeuromatchAcademy/course-content/master/nma.mplstyle\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [], "source": [ "# The download cells will store the data in nested directories starting here:\n", "DATA_DIR = \"./fslcourse\"\n", "if not os.path.isdir(DATA_DIR):\n", " os.mkdir(DATA_DIR)\n", "\n", "# Description of the two experiments\n", "\n", "EXPERIMENTS = {\n", " 'fluency' : {\n", " 'TR' : 4.2, # time resolution in seconds\n", " 'ntimes' : 106, # number of time points\n", " 'EVs' : ['Gen','Shad'] # conditions\n", " },\n", " 'parametric' : {\n", " 'TR' : 0.933,\n", " 'ntimes' : 1100,\n", " 'EVs' : ['WPM_0050','WPM_0350','WPM_0650','WPM_0950','WPM_1250']\n", " }\n", "}" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "# Downloading data\n", "\n", "The task data are shared in different files, but they will unpack into the same directory structure.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data...\n", "Download completed!\n" ] } ], "source": [ "# @title Download and unzip the data in `DATA_DIR`\n", "import os, shutil, requests, tarfile\n", "\n", "fname = \"fslcourse.tgz\"\n", "url = \"https://osf.io/syt65/download/\"\n", "\n", "if not os.path.isfile(fname):\n", " try:\n", " r = requests.get(url)\n", " except requests.ConnectionError:\n", " print(\"!!! Failed to download data !!!\")\n", " else:\n", " if r.status_code != requests.codes.ok:\n", " print(\"!!! Failed to download data !!!\")\n", " else:\n", " print(\"Downloading data...\")\n", " with open(fname, \"wb\") as fid:\n", " fid.write(r.content)\n", " # open file\n", " with tarfile.open(fname) as fzip:\n", " fzip.extractall(DATA_DIR)\n", " print(\"Download completed!\")\n", "else:\n", " print(\"Data have been already downloaded!\")" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "# Helper functions\n", "We provide three helper functions: \n", "\n", "- one for loading the EV file for each task. EV:Explanatory Variable describes the task experiment in terms of stimulus onset, duration, and amplitude.\n", "\n", "- one for generating a haemodynamic response function. this one is super basic and not at all phyysiological. consider replacing with something that makes more sense.\n", "\n", "- a function that runs a simple general linear model (or multiple regression of X on Y) and produces t-statistics. It also allows you to generate these statistics for linear combinations of parameter estimates (aka contrasts). This will be handy for the `parametric` data where you can ask whether brain activity changes linearly/quadratically with the stimulus" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "cellView": "form", "execution": {} }, "outputs": [], "source": [ "# @title Helper functions\n", "def load_evs(exp, dir):\n", " \"\"\"Load EVs (explanatory variables) data for one task experiment.\n", "\n", " Args:\n", " experiment (str) : Name of experiment\n", " dir (str) : Data directory\n", "\n", " Returns\n", " evs (dict)\n", "\n", " \"\"\"\n", " TR = EXPERIMENTS[exp]['TR']\n", " EVs = []\n", " for ev in EXPERIMENTS[exp]['EVs']:\n", " ev_file = os.path.join(dir, exp, \"EVs\", f\"{ev}.txt\")\n", " ev_array = np.loadtxt(ev_file, ndmin=2, unpack=True)\n", " ev = dict(zip([\"onset\", \"duration\", \"amplitude\"], ev_array))\n", " # Determine when trial starts, rounded down\n", " start = np.floor(ev[\"onset\"] / TR).astype(int)\n", " # Use trial duration to determine how many frames to include for trial\n", " duration = np.ceil(ev[\"duration\"] / TR).astype(int)\n", " # Take the range of frames that correspond to this specific trial\n", " frames = [s + np.arange(0, d) for s, d in zip(start, duration)]\n", " a = np.zeros(EXPERIMENTS[exp]['ntimes'])\n", " for frame in frames:\n", " a[frame] = 1\n", " EVs.append(a)\n", " return dict(zip(EXPERIMENTS[exp]['EVs'], EVs))\n", "\n", "\n", "def get_HRF(duration, TR, peak):\n", " \"\"\"\n", " Really dumb Haemodynamic response function (not physiologically plausible)\n", " It simply goes up and down linearly from 0 to peak and back down\n", "\n", " Args:\n", " duration (float) : in seconds\n", " TR (float) : in seconds\n", " peak (float) : in seconds\n", "\n", " Returns:\n", " 1D array\n", " \"\"\"\n", " n = int(np.ceil(duration / TR))\n", " x = np.linspace(0, duration, n)\n", " h = np.zeros(n)\n", " h[x < peak] = x[x < peak] / peak\n", " h[x >= peak] = (x[x >= peak] - duration) / (peak - duration)\n", " h = h / np.sum(h)\n", " return h\n", "\n", "\n", "def glm(Y, X, C=None, mask=None):\n", " \"\"\"\n", " Run a general linear model\n", "\n", " Args:\n", " Y (2d array) : time-by-space data matrix\n", " X (2d array) : time-by-regressors design matrix\n", " C (2d array) : contrasts-by-regressor contrrast matrix [default=Identity]\n", " mask (1d array) : spatial mask wherre GLM is run\n", "\n", " Returns:\n", " contrast maps\n", " t-stats\n", " \"\"\"\n", " if C is None:\n", " C = np.identity(X.shape[1])\n", " if mask is None:\n", " mask = np.ones(Y.shape[1])\n", "\n", " # initialise matrices\n", " beta = np.zeros((X.shape[1], Y.shape[1]))\n", " cope = np.zeros((C.shape[0], Y.shape[1]))\n", " varbeta = np.zeros_like(beta)\n", " tstat = np.zeros_like(beta)\n", "\n", " # solve glm\n", " beta[:, mask > 0] = np.linalg.pinv(X) @ Y[:, mask > 0]\n", " # apply contrasts\n", " cope[:, mask > 0] = np.dot(C, beta[:, mask > 0])\n", "\n", " # calculate uncertainty (varcope)\n", " r = Y - X@beta\n", " dof = X.shape[0] - np.linalg.matrix_rank(X)\n", " sig2 = np.sum(r**2, axis=0) / dof\n", " varcope = np.outer(C @ np.diag(np.linalg.inv(X.T @ X)) @ C.T, sig2)\n", " # calculate t-stats\n", " tstat[:, mask] = cope[:, mask] / np.sqrt(varcope[:, mask])\n", "\n", " return cope, tstat" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "# Simple analysis\n", "\n", "To familiarise ourselves with the data, we will do a simple analysis where we model the data as a linear combination of two task regressor plus a baseline. \n", "\n", "We first load the data, load the EVs." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(91, 109, 91, 106)\n" ] } ], "source": [ "# Use nibabel to load the data\n", "img = nib.load(os.path.join(DATA_DIR, \"fslcourse_data\",\n", " \"fluency\", \"fmri_data.nii.gz\"))\n", "\n", "# get the actual data using the img nibabel Object\n", "# this returns a numpy array\n", "data = img.get_fdata()\n", "\n", "# Understand the dimensions of the data\n", "print(data.shape) # x-by-y-by-z-by-time" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 413, "width": 558 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load and plot the two EVs\n", "plt.figure()\n", "plt.plot(load_evs('fluency', os.path.join(DATA_DIR, \"fslcourse_data\"))['Gen'],\n", " label='Word Generation')\n", "plt.plot(load_evs('fluency', os.path.join(DATA_DIR, \"fslcourse_data\"))['Shad'],\n", " label='Word Shadowing')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "Next we will convolve ouur regressors with the HRF. This is because the FMRI signal is a sluggish blood signal that lags behind neural signal. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 413, "width": 558 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "HRF = get_HRF(duration=10, TR=1, peak=3)\n", "EVs = load_evs('fluency', os.path.join(DATA_DIR, \"fslcourse_data\"))\n", "n = len(EVs['Gen'])\n", "ev1 = np.convolve(EVs['Gen'], HRF, 'full')[:n]\n", "ev2 = np.convolve(EVs['Shad'], HRF, 'full')[:n]\n", "\n", "# plot the new EVs:\n", "plt.figure()\n", "plt.plot(EVs['Gen'])\n", "plt.plot(ev1)\n", "plt.show()\n", "\n", "plt.figure()\n", "plt.plot(EVs['Shad'])\n", "plt.plot(ev2)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "Next we create the design matrix to use in the GLM. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(106, 3)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 414, "width": 558 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# demean the task regressors\n", "ev1 = ev1 - np.mean(ev1)\n", "ev2 = ev2 - np.mean(ev2)\n", "\n", "# append a constant regressor\n", "design_matrix = np.asarray([ev1, ev2, np.ones_like(ev1)]).T\n", "print(design_matrix.shape)\n", "\n", "plt.figure()\n", "plt.plot(design_matrix)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "Next we do the GLM. We provide a helper function to calcculate a T-statistic for each of the regression coefficients by dividing eacch coefficient by its uncertainty (varbeta)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [], "source": [ "# turn 4D data array to 2D (N-by-time)\n", "Y = np.reshape(data, (np.prod(data.shape[:3]), -1)).T\n", "\n", "# create a mask where data is non-zero\n", "mask = np.sum(Y**2, axis=0)>0\n", "\n", "# run GLM\n", "beta, t = glm(Y=Y, X=design_matrix, mask=mask)\n", "\n", "# turn back to 4D arrays\n", "shape = list(data.shape[:3])\n", "shape.append(beta.shape[0])\n", "beta_r = np.reshape(beta.T,shape)\n", "t_r = np.reshape(t.T,shape)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[4.17454407e+00 5.02199456e-01 1.06128657e+03]\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 413, "width": 558 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Look at fit for best voxel\n", "idx = np.argmax(t[0, :])\n", "print(t[:, idx])\n", "\n", "plt.figure()\n", "plt.plot(Y[:, idx])\n", "plt.plot(design_matrix @ beta[:, idx])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "# Visualisation\n", "\n", "We will use nilearn to visualise the GLM results on a brain" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": {} }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/nilearn/plotting/img_plotting.py:300: FutureWarning: Default resolution of the MNI template will change from 2mm to 1mm in version 0.10.0\n", " anat_img = load_mni152_template()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/google/colab/_event_manager.py:28: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " func(*args, **kwargs)\n", "/usr/local/lib/python3.7/dist-packages/IPython/core/pylabtools.py:125: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 201, "width": 539 } }, "output_type": "display_data" } ], "source": [ "# This uses the nilearn package\n", "\n", "# select Word Gen contrast\n", "tt = t_r[..., 0]\n", "\n", "# turn into nilearn image object\n", "map = image.new_img_like(img, tt, copy_header=True)\n", "\n", "# use to display (assumes that the map is in MNI standard space, which it is because the data is)\n", "plotting.plot_stat_map(map, threshold=2.5)" ] }, { "cell_type": "markdown", "metadata": { "execution": {} }, "source": [ "You should be able to see that, despite using such a cheap and cheerful model, we can see activity in Broca's area. Woohoo!\n", "\n", "\n", "That's it for now. You can try different HRF models, or get the parametric data and try to see if you can model U-shaped brain responses with the appropriate contrast matrix.\n" ] } ], "metadata": { "colab": { "collapsed_sections": [], "include_colab_link": true, "name": "load_fslcourse", "provenance": [], "toc_visible": true }, "kernel": { "display_name": "Python 3", "language": "python", "name": "python3" }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }