Skip to content

Instantly share code, notes, and snippets.

@miykael
Created September 26, 2018 21:04
Show Gist options
  • Star 1 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save miykael/cf6c8b260a6bc90b3d471fda13e94595 to your computer and use it in GitHub Desktop.
Save miykael/cf6c8b260a6bc90b3d471fda13e94595 to your computer and use it in GitHub Desktop.
Exploring carpet plots
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploring carpet plots\n",
"\n",
"**Carpet plots**, as they are described in [Power (2017)](https://www.sciencedirect.com/science/article/pii/S1053811916303871) are a great way to quickly get an overview over a functional MRI image. I first encountered such a carpet plot with `fmriprep`.\n",
"\n",
"As a useful tool for quality control, I was curious if one could get even more out of this, by slightly adjusting the plots. This notebook describes different such approaches.\n",
"\n",
"**Note**: I want to point out that the functional image that I used for the example was already preprocessed (realigned, temporal filtered and spatially smoothed). It is therefore a \"clean\" fMRI image, and perhaps not the best example to show how a carpet plot can point to quality issues."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import relevant modules"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from nilearn import plotting, image\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import nibabel as nb\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load and prepare some data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Load functional image\n",
"img_func = nb.load('sub-01_task-memory_run-01.nii.gz')\n",
"data = img_func.get_data()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Load GM, WM and CSF mask\n",
"img_gm = nb.load('sub-01_seg_gm.nii.gz')\n",
"img_wm = nb.load('sub-01_seg_wm.nii.gz')\n",
"img_csf = nb.load('sub-01_seg_csf.nii.gz')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Resample masks to functional space\n",
"mask_gm = image.resample_to_img(img_gm, img_func, interpolation='nearest').get_data() >= 0.5\n",
"mask_wm = image.resample_to_img(img_wm, img_func, interpolation='nearest').get_data() >= 0.5\n",
"mask_csf = image.resample_to_img(img_csf, img_func, interpolation='nearest').get_data() >= 0.5"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Load the data for each segment\n",
"data_gm = data[mask_gm]\n",
"data_wm = data[mask_wm]\n",
"data_csf = data[mask_csf]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Remove those voxels without any variation over time\n",
"data_gm = data_gm[data_gm.std(axis=-1)!=0]\n",
"data_wm = data_wm[data_wm.std(axis=-1)!=0]\n",
"data_csf = data_csf[data_csf.std(axis=-1)!=0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create simple carpet plot (without any corrections)\n",
"\n",
"This carpet plot shows the timecourse of all voxels in the GM (above red line), followed by WM (between red and blue line) and CSF (below blue line)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Create carpet\n",
"carpet = np.row_stack((data_gm,\n",
" data_wm,\n",
" data_csf))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot carpet plot\n",
"plt.figure(figsize=(12, 6))\n",
"plt.imshow(carpet, aspect='auto', cmap='gray')\n",
"plt.hlines(data_gm.shape[0], 0, data_gm.shape[1] - 1, colors='r')\n",
"plt.hlines(data_gm.shape[0] + data_wm.shape[0], 0, data_gm.shape[1] - 1, colors='b');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, plotting the original data gives us just information about which voxels have high and which have low value. But in respect to the timecourse, we don't really get any information."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create simple carpet plot with zscored data\n",
"\n",
"The solution to getting more information about the timecourse it to standardize the data over time. This can be done with `scipy`'s `zscore`."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from scipy.stats import zscore"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Z-standardizes original carpet data\n",
"zcarpet = np.nan_to_num(zscore(carpet, axis=-1))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot carpet plot\n",
"plt.figure(figsize=(12, 6))\n",
"plt.imshow(zcarpet, aspect='auto', cmap='gray')\n",
"plt.hlines(data_gm.shape[0], 0, data_gm.shape[1] - 1, colors='r')\n",
"plt.hlines(data_gm.shape[0] + data_wm.shape[0], 0, data_gm.shape[1] - 1, colors='b');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Investigating the carpet plot\n",
"\n",
"Now here we can already see some kind of structure in the functional images. There seem to be some strong signal changes volume 40, 100, 145 and 200.\n",
"\n",
"Let's try to plot the average signal timecourse."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x144 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 2))\n",
"plt.plot(zcarpet.mean(axis=0));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hmm... That doesn't help much. But what if we plot the signal to the power of 5?"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x144 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig1 = plt.figure(figsize=(12, 6))\n",
"plt.imshow(zcarpet, aspect='auto', cmap='gray')\n",
"plt.hlines(data_gm.shape[0], 0, data_gm.shape[1] - 1, colors='r')\n",
"plt.hlines(data_gm.shape[0] + data_wm.shape[0], 0, data_gm.shape[1] - 1, colors='b')\n",
"\n",
"fig2 = plt.figure(figsize=(12, 2))\n",
"plt.plot(zcarpet.mean(axis=0)**5)\n",
"ax = fig2.get_axes()[0]\n",
"ax.set_xlim([0, data.shape[-1]]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Much better! But in what way does this correspond to for example framewise displacement (FA)?"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x144 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"confounds = pd.read_table('sub-01_task-memory_run-01_confounds.tsv')\n",
"plt.figure(figsize=(12, 2))\n",
"plt.plot(confounds['FD']);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Interesting. So the anomalies in the carpet plot are not strongly correlating to FD. So it seems we're getting some additional information out of it.\n",
"\n",
"Are there perhaps other ways to get even more information from the carpet plots?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Offset carpet plot\n",
"\n",
"Let's start with using the three color channels to plot the timecourse with some offsets:\n",
" - **R**: original timecourse\n",
" - **G**: timecourse with +1 offset\n",
" - **B**: timecourse with -1 offset"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# First let's rescale timecourse values to be between 0 and 255\n",
"pos_carpet = zcarpet - zcarpet.min(axis=-1)[..., None]\n",
"pos_carpet = (pos_carpet / pos_carpet.max(axis=-1)[..., None]) * 255"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Creating individual timecourses\n",
"offset = 1\n",
"t_R = np.copy(pos_carpet)\n",
"t_G = np.column_stack((np.zeros((len(pos_carpet), offset)), pos_carpet[:, :-offset]))\n",
"t_B = np.column_stack((pos_carpet[:, offset:], np.zeros((len(pos_carpet), offset))))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# Creating RGB carpet plot\n",
"offset_carpet = np.stack((t_R, t_G, t_B), axis=-1).astype('int')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment