{ "cells": [ { "cell_type": "markdown", "id": "08c7b506", "metadata": { "colab_type": "text", "execution": {}, "id": "view-in-github" }, "source": [ "\"Open   \"Open" ] }, { "cell_type": "markdown", "id": "broadband-wyoming", "metadata": { "execution": {} }, "source": [ "# HCP Retinotopy Data Loader\n", "\n", "The HCP 7T retinotopyy dataset comprises fMRI retinotopy from 183 human subjects. The NMA-curated dataset includes the average data over all those subjects. \n", "\n", "In order to use this dataset, please electronically sign the HCP data use terms at [ConnectomeDB](https://db.humanconnectome.org). Instructions for this are on pp. 24-25 of the [HCP Reference Manual](https://www.humanconnectome.org/storage/app/media/documentation/s1200/HCP_S1200_Release_Reference_Manual.pdf).\n", "\n", "The data and experiment are decribed in detail in [Benson et al.](https://jov.arvojournals.org/article.aspx?articleid=2719988#207329261)" ] }, { "cell_type": "code", "execution_count": null, "id": "r4njrZ-j0v3P", "metadata": { "cellView": "form", "execution": {} }, "outputs": [], "source": [ "# @title Install dependencies\n", "!pip install nilearn --quiet" ] }, { "cell_type": "code", "execution_count": null, "id": "asian-munich", "metadata": { "execution": {} }, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import nibabel as nib\n", "import matplotlib.pyplot as plt\n", "from nilearn import plotting" ] }, { "cell_type": "code", "execution_count": null, "id": "WlZmrkPEz0Ol", "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/main/nma.mplstyle\")" ] }, { "cell_type": "markdown", "id": "CSdEhS5jKzkb", "metadata": { "execution": {} }, "source": [ "# Basic parameters" ] }, { "cell_type": "code", "execution_count": null, "id": "I7CVWshKz9yC", "metadata": { "execution": {} }, "outputs": [], "source": [ "# The download cells will store the data in nested directories starting here:\n", "DATA_DIR = \"./hcp_retino\"\n", "if not os.path.isdir(DATA_DIR):\n", " os.mkdir(DATA_DIR)\n", "\n", "# The data acquisition rate\n", "TR = 1 # Time resolution, in sec\n", "\n", "# Time series data are organized by experiment, with each experiment\n", "# having an LR and RL (phase-encode direction) acquistion\n", "RUN_NAMES = [\n", " \"BAR1\", # Sweeping Bars repeat 1\n", " \"BAR2\", # Sweeping Bars repeat 2\n", " \"CCW\", # Counter Clockwise rotating wedge\n", " \"CW\", # Clockwise rotating wedge\n", " \"EXP\", # Expanding ring\n", " \"CON\" # Contracting ring\n", "]" ] }, { "cell_type": "markdown", "id": "ErP_ocaxK9FU", "metadata": { "execution": {} }, "source": [ "# Downloading data\n", "\n", "The files that we provide are:\n", "\n", " - The whole brain time series data in [CIFTI](https://nipy.org/nibabel/reference/nibabel.cifti2.html#module-nibabel.cifti2.cifti2) format\n", " - The stimulus image files as numpy arrays (time x height x width x 3)\n", " - surface files for visualisation on the brain " ] }, { "cell_type": "code", "execution_count": null, "id": "fPW7V_aj04vL", "metadata": { "cellView": "form", "execution": {} }, "outputs": [], "source": [ "# @title Download the data\n", "\n", "import os, requests, tarfile\n", "\n", "fname = \"hcp_retino.tgz\"\n", "url = \"https://osf.io/d25b4/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(f\"Downloading {fname}...\")\n", " with open(fname, \"wb\") as fid:\n", " fid.write(r.content)\n", " print(f\"Download {fname} completed!\")" ] }, { "cell_type": "code", "execution_count": null, "id": "oEabsdQI2OxA", "metadata": { "cellView": "form", "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File hcp_retino.tgz.tgz has already been extracted.\n" ] } ], "source": [ "# @title Extract the data in `DATA_DIR`\n", "fname_ex = \"HCP7T_retino\"\n", "path_name = os.path.join(DATA_DIR, fname_ex)\n", "if not os.path.exists(path_name):\n", " print(f\"Extracting {fname}...\")\n", " with tarfile.open(f\"{fname}\") as fzip:\n", " fzip.extractall(DATA_DIR)\n", "else:\n", " print(f\"File {fname}.tgz has already been extracted.\")" ] }, { "cell_type": "markdown", "id": "Sg-1aHsleh5-", "metadata": { "execution": {} }, "source": [ "# Load an example run\n", "\n", "Pick one of the runs explained above and load the timeseries data" ] }, { "cell_type": "code", "execution_count": null, "id": "opposed-commerce", "metadata": { "execution": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(300, 91282)\n" ] } ], "source": [ "# pick a run\n", "run = 'EXP'\n", "# define filename\n", "filename = os.path.join(DATA_DIR, fname_ex, f'tfMRI_RET{run}_7T_AP.dtseries.nii')\n", "# load the file with nibabel\n", "cifti = nib.load(filename)\n", "\n", "print(cifti.get_fdata().shape)" ] }, { "cell_type": "markdown", "id": "4AdjB4HyfqmU", "metadata": { "execution": {} }, "source": [ "From the shape of the data matrix, you should be able to see that there are 300 time points and 91282 brain locations (this is a mixture of cortical surface vertices and subcortical voxels, which the cifti format allows to store together).\n", "\n" ] }, { "cell_type": "markdown", "id": "gTzUXXmKmWeY", "metadata": { "execution": {} }, "source": [ "# Simple model fitting\n", "\n", "Now let's run a simple analysis. We know that some of the runs are presenting a period stimulus (EXP, CON, CW, and CCW). We will design a linear model to fit the data with a sinusoidal signal with the same period.\n", "\n", "Let's first define this model." ] }, { "cell_type": "code", "execution_count": null, "id": "concerned-loading", "metadata": { "execution": {} }, "outputs": [], "source": [ "# Simple sinusoidal model\n", "# The task timing is:\n", "# 22 sec, 8 cycles x 32sec, 22 sec\n", "n_before = 22\n", "period = 32\n", "cycles = 8\n", "n_after = 22\n", "t = np.arange(0, period * cycles, 1/TR)\n", "time_var_cos = np.concatenate((np.zeros(n_before),\n", " np.cos(2 * np.pi * t / period),\n", " np.zeros(n_after)))\n", "time_var_sin = np.concatenate((np.zeros(n_before),\n", " np.sin(2 * np.pi * t / period),\n", " np.zeros(n_after)))\n", "# Create design matrix\n", "design_matrix = np.asarray([time_var_cos,\n", " time_var_sin,\n", " np.ones_like(time_var_sin)]).T" ] }, { "cell_type": "markdown", "id": "x3WIWpOygfxv", "metadata": { "execution": {} }, "source": [ "The design matrrix above is made of three columns. One for a cosine wave, one for a sine wave, and one constant columns. \n", "\n", "The first two columns together can fit a sinusoid of aritrary phase. The last column will help fit the mean of the data.\n", "\n", "This is a linear model of the form $y = M\\beta$ which we can invert using $\\hat{\\beta}=M^+y$ where $M^+$ is the pseudoinverse of $M$.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "extraordinary-density", "metadata": { "execution": {} }, "outputs": [], "source": [ "# Invert model\n", "beta = np.linalg.pinv(design_matrix) @ cifti.get_fdata()" ] }, { "cell_type": "markdown", "id": "6jHDiAOGhNLk", "metadata": { "execution": {} }, "source": [ "A little bit more maths. Our model is:\n", "\n", "\\begin{equation}\n", "y=\\beta_0 cos(2\\pi t/T) + \\beta_1 sin(2\\pi t/T) + \\beta_2\n", "\\end{equation}\n", "\n", "To relate $\\beta_0$ and $\\beta_1$ to the amplitude $A$ and phase $\\Phi$ of the data, we can use the trigonometric identity:\n", "\n", "\\begin{equation}\n", "A cos(2\\pi t/T + \\Phi) = \\underbrace{Acos(\\Phi)}_{\\beta_0} cos(2\\pi t/T) + \\underbrace{Asin(\\Phi)}_{\\beta_1} sin(2\\pi t/T)\n", "\\end{equation}\n", "\n", "Which means that:\n", "\n", "\\begin{equation}\n", "A = \\sqrt{\\beta_0^2 + \\beta_1^2}\n", "\\end{equation}\n", "\n", "and\n", "\n", "\\begin{equation}\n", "\\tan(\\Phi) = \\frac{\\beta_1}{\\beta_0}\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": null, "id": "manufactured-arrival", "metadata": { "execution": {} }, "outputs": [], "source": [ "angle = np.arctan2(beta[1, :],beta[0, :])\n", "amplitude = np.sqrt(np.sum(beta[:1, :]**2, axis=0))" ] }, { "cell_type": "markdown", "id": "23AfDpE_kJ9F", "metadata": { "execution": {} }, "source": [ "Let's look at how this model fits the data. We will look at the brain location with largest amplitude from thee model fit." ] }, { "cell_type": "code", "execution_count": null, "id": "suitable-network", "metadata": { "execution": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 413, "width": 558 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "idx = np.argmax(amplitude)\n", "data = cifti.get_fdata()[:, idx]\n", "# Model prediction is M*beta\n", "pred = design_matrix @ beta[:, idx]\n", "\n", "plt.figure()\n", "plt.plot(data, label='data')\n", "plt.plot(pred, label='model')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "iGV9vLNQlufa", "metadata": { "execution": {} }, "source": [ "It's an okay fit. Clearly the shape of the data is not correctly captured, but at least we can get the phase information (although this phase is probably wrong due to the fact that the BOLD signal lags behind the neural signal by about 6-10 seconds, which is why we need Haemodynamic response modelling. That it something you can try to do as part of your project.\n", "\n", "Now let's visualise the phase on a brain surface.\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "LYO4vBswmQc9", "metadata": { "execution": {} }, "source": [ "# Visualisation" ] }, { "cell_type": "code", "execution_count": null, "id": "UzybVYKumlHk", "metadata": { "cellView": "form", "execution": {} }, "outputs": [], "source": [ "# @title Helper function\n", "# Helper function\n", "def surf_data_from_cifti(data, cifti, surf_name):\n", " \"\"\"Maps data from cifti file onto a surface\n", "\n", " Args:\n", " data : 2D array (nvertices x p)\n", " cifti : Cifti2Image object\n", " surf_name : str (either 'LEFT' or 'RIGHT')\n", " \"\"\"\n", " surf_name_long = 'CIFTI_STRUCTURE_CORTEX_'+surf_name\n", " axis = cifti.header.get_axis(1) # The brain axis\n", " for name, data_indices, model in axis.iter_structures():\n", " if name == surf_name_long:\n", " vtx_indices = model.vertex\n", " surf_data = np.zeros(axis.nvertices[surf_name_long])\n", " surf_data[vtx_indices] = data[data_indices]\n", " return surf_data\n", " raise ValueError(f\"No structure named {surf_name_long}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "intimate-shuttle", "metadata": { "execution": {} }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# This uses the nilearn package\n", "\n", "# Plot the angle\n", "data = angle\n", "data[amplitude < 20] = 0\n", "\n", "# If you want you can change the surface. Have a look in hcp_retino/surf for more options\n", "filename = \"Q1-Q6_R440.L.inflated.32k_fs_LR.surf.gii\"\n", "pathf = os.path.join(DATA_DIR, fname_ex, \"surf\", filename)\n", "plotting.view_surf(surf_mesh=pathf,\n", " surf_map=surf_data_from_cifti(data,cifti,'LEFT'),\n", " cmap='hsv', threshold=.0001)" ] }, { "cell_type": "markdown", "id": "rEGEWNNFnVcH", "metadata": { "execution": {} }, "source": [ "That's it for now. Note that the stimulus files are stored as Numpy arrays in `hcp_retino/stims`. They can be used to do [Population Receptive Field modelling](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3073038/). " ] } ], "metadata": { "colab": { "collapsed_sections": [], "include_colab_link": true, "name": "load_hcp_retino", "provenance": [], "toc_visible": true }, "kernel": { "display_name": "Python 3", "language": "python", "name": "python3" }, "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 5 }