{ "metadata": { "name": "", "signature": "sha256:c23a8891206afafe18efb5b93e0401577658d69a39eae109caa6213105ee3515" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "# Compatibility with Python 3\n", "from __future__ import print_function # print('me') instead of print 'me'\n", "from __future__ import division # 1/2 == 0.5, not 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Show figures inside the notebook\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np # the Python array package\n", "import matplotlib.pyplot as plt # the Python plotting package" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using our module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Later on we are going to use our new module `spm_funcs.py`.\n", "\n", "In order to do this, we need to make sure Python can find the module. Python stores all the directories that it will search for modules in the `path` variable in the `sys` module. We can make sure Python can find our new module by inserting the directory containing the module into `sys.path`.\n", "\n", "Import the `sys` module, and show the `path` variable from the `sys` module." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Show path in sys module" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find the directory where you put the `spm_funcs.py` module. For example, for me, that would be `/Users/mb312/pna_code`. Use the `insert` method of the `path` variable to insert this directory at the top of the `path`. Check the help for the `insert` method for how to do this." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Insert the directory containing `spm_funcs.py` at the top\n", "# of sys.path" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# Check you can import spm_funcs\n", "import sys\n", "\n", "sys.path.insert(0,\"/home/jb/aaa/pna_code\")\n", "\n", "import spm_funcs" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The task time-course" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've previously had a look at the file `ds114_sub009_t2r1.nii`. This is a 4D FMRI image.\n", "\n", "Now we want to see whether we can detect any signal in that image relating to the task.\n", "\n", "The task was a block design with 10 seconds rest followed by 7 repeats of (30 seconds when the subject thought of verbs followed by 30 seconds rest).\n", "\n", "There's a file in this directory called `ds114_sub009_t2r1_cond.txt` with the task information in it. It comes from subject 9 task 2 and run 1 from OpenFMRI dataset https://openfmri.org/dataset/ds000114 .\n", "\n", "The has one line per \"on\" block, giving the onset time (in seconds), the duration (in seconds) and the amplitude (expected amount of activation for this block).\n", "\n", "Here are the first four lines:\n", "\n", "```\n", "10\t30.000000\t1\n", "70\t30.000000\t1\n", "130\t30.000000\t1\n", "190\t30.000000\t1\n", "```" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Read the file into an array called \"task\".\n", "# \"task\" should have 3 columns (onset, duration, amplitude)\n", "# HINT: np.loadtxt\n", "\n", "tasktime = np.loadtxt(\"ds114_sub009_t2r1_cond.txt\")\n", "print(tasktime)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ 10. 30. 1.]\n", " [ 70. 30. 1.]\n", " [ 130. 30. 1.]\n", " [ 190. 30. 1.]\n", " [ 250. 30. 1.]\n", " [ 310. 30. 1.]\n", " [ 370. 30. 1.]]\n" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The TR for this FMRI run was 2.5 seconds. We need to convert the onsets and durations to TRs - so for example the first onset was at 10 seconds, which was the start of TR 4 (10 / 2.5).\n", "\n", "Select out the first two columns of task, and divide by the TR to convert the onset and duration times to be in terms of TRs:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Select first two columns and divide by TR\n", "tasktime[:,:2] /= 2.5\n", "print(tasktime)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ 4. 12. 1.]\n", " [ 28. 12. 1.]\n", " [ 52. 12. 1.]\n", " [ 76. 12. 1.]\n", " [ 100. 12. 1.]\n", " [ 124. 12. 1.]\n", " [ 148. 12. 1.]]\n" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our next step is to make an on-off vector that is 0 when the subject is doing nothing and 1 when the subject is doing the covert verb task.\n", "\n", "The vector will have one value (either 0 or 1) for each TR." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First use nibabel to load the image `ds114_sub009_t2r1.nii`. Check the image shape to find the number of TRs." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Load the image and check the image shape to get the number of TRs\n", "import nibabel as nib\n", "\n", "img = nib.load('ds114_sub009_t2r1.nii')\n", "print(img.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(64, 64, 30, 173)\n" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next make a new vector called `time_course` with one entry per TR, with all elements in the vector being zero:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Make new zero vector\n", "time_course = zeros((img.shape[-1]))\n", "print(time_course.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(173,)\n" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loop over the rows in the onsets / durations array to give you an onset / duration pair. For each of these pairs, set the matching positions in the `time_course` vector to 1. For example, the first pair will be `4, 12`. For that row, you will want to set `time_course[4]` through `time_course[15]` equal to 1." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Fill in 1s for positions of on blocks in time course\n", "for t0, dur in tasktime[:,:2]:\n", " time_course[round(t0):round(t0+dur)] = 1.\n", " \n", "print(time_course)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n", " 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1.\n", " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n", " 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1.\n", " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the time course:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Plot the time course\n", "plt.plot(time_course)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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C5guIczBSFwZszmy+sUC/Dnjpgw/A+OUUmzNj+LA5M8491fTrgGcrMpnIAfSHkaL9QAsg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\nGAB89JHH2jfpY7o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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing task to rest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a boolean array which is True when `time_course` is 1 and False when `time_course` is 0.\n", "\n", "Make another array that is the opposite - False when `time_course` is 0 and True when time course is 1." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Make two boolean arrays encoding task, rest\n", "\n", "time_course = time_course.astype(bool)\n", "opposite_time_course = (~time_course)\n", "\n", "plt.plot(opposite_time_course)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now read the image data into an array:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Read the image data into an array.\n", "imgdata = img.get_data()\n", "imgdata.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "(64, 64, 30, 173)" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember that the 4D array consists of one volume (3D array) per TR.\n", "\n", "We want to select the volumes where the time course is 1 (task volumes). Do this by slicing, using the boolean array you just made." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a new 4D array only containing the task volumes\n", "taskvol = imgdata[...,time_course]\n", "taskvol.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "(64, 64, 30, 84)" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now select the volumes where the time course is 0 (rest volumes):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a new 4D array only containing the rest volumes\n", "restvol = imgdata[...,opposite_time_course]\n", "restvol.shape\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "(64, 64, 30, 89)" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to know whether there is a difference in signal in the task volumes compared to the rest volumes. Take the mean over the task volumes and mean over the rest volumes. You should end up with two 3D volumes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create the mean volume across all the task volumes\n", "# Then create the mean volume across all the rest volumes\n", "# Hint: remember the `axis` keyword." ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now subtract the rest mean from the task mean to get a difference volume." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Create a difference volume\n", "diffvol = taskvol.mean(axis=3) - restvol.mean(axis=3) \n", "diffvol.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "(64, 64, 30)" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show a slice over the third dimension of the difference volume, from somewhere around the center of the third axis:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Show a slice over the third dimension\n", "plt.imshow(diffvol[:,:,15],cmap='gray')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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7sclFU21X9cr1TcdGedS7K12/HB+ZTnD/nFy0DvBQCpBN0Y5S7Qssf+mXfunfzczMLLzl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\nAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the difference between activation and rest. It looks a little strange. Maybe there are some artefacts here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fixing an artefact" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use our `spm_globals` function to see if there are any volumes with odd values for this estimate of the mean." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `get_spm_globals` function in `spm_funcs` to get the SPM global values for each volume in `ds114_sub009_t2r1.nii`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Get SPM global values for each volume\n", "spm_globals = spm_funcs.get_spm_globals('ds114_sub009_t2r1.nii')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "# Plot the SPM global values for each volume\n", "# Try using 'o' marker symbol to make it easier to see, as in\n", "# plt.plot(variable, 'o')\n", "plt.plot(spm_globals,'o')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Cg4Mrk5KSPgoODq50dXVtzc3NzbDVHAQAAL2HY6zv1MUcx7G+FA8AQH/AcZzoyMzOwBXD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\njvn5+ek2bdr0PBFRcHBwZVJ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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is one volume that is a large outlier in the SPM globals.\n", "\n", "Slice out the bad volume (to a 3D array) and the following volume.\n", "\n", "Use `plt.subplot` to show a matching slice from the bad volume and the following volume side-by-side:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Select bad volume and following volume\n", "# Use subplot to show slice from good and next\n", "f, ax = subplots(1,2)\n", "ax[0].imshow(restvol[:,:,15,0])\n", "ax[1].imshow(restvol[:,:,15,1])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+ZDcw+RhQNd9x5mGOmehCBVXF1GcZi3f1JzzlJJAfnTKLKTdJSJmb0shn+gos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\nZtSHCaTmOJYSqGmf74SXbWWxU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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you might be able to see, the bad volume is one of the rest volumes.\n", "\n", "Use your slicing skills to remove this volume from your selection of rest volumes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Use slicing to remove outlier volume from rest volumes\n", "restvol_corrected = restvol[...,1:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a new mean for the rest volumes, and subtract this mean from the mean for the task volumes to make a new difference image.\n", "\n", "Give the new difference image a new name, so we can compare to the old difference image later." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Make new mean for rest volumes, subtract from task mean\n", "diffvol_corr = taskvol.mean(axis=3) - restvol_corrected.mean(axis=3) \n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use subplot to show the same slice from the old difference volume and the new difference volume, side by side:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Use subplot to show same slice from old and new difference volume\n", "f, ax = subplots(1,2)\n", "ax[0].imshow(diffvol[:,:,15])\n", "ax[1].imshow(diffvol_corr[:,:,15])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 25, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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zRldSGEbKXNdXvmvM2wUDoAZXhUNWoZxan3mcRuyO673acp3d560sfx9oIerY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/AAAg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\nm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JHstKdY5VQmYFZPrJqktlnhqhyxzCYkYc5lcsoRl4SUDFgjKpPSRh66bCBh7pqabCYg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\nDya8O9oFHgJA14zovTxZ3I5EtDZXlH+3vDHT6qqhqMEZ0VePgGmFLDBwK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