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@danlurie
Last active December 13, 2019 04:17
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Python Surface Plotting
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot ROI values to a surface using Nilearn."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import nibabel as nib\n",
"from nilearn import surface, plotting\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 219,
"metadata": {},
"outputs": [],
"source": [
"import cmocean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a color map to match the one used by Margulies et al.\n",
"(https://github.com/NeuroanatomyAndConnectivity/gradient_analysis/blob/master/03_visualize_embeddings.ipynb)"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.colors as colors\n",
"\n",
"def truncate_colormap(cmap, minval=0.0, maxval=1.0, n=100):\n",
" new_cmap = colors.LinearSegmentedColormap.from_list(\n",
" 'trunc({n},{a:.2f},{b:.2f})'.format(n=cmap.name, a=minval, b=maxval),\n",
" cmap(np.linspace(minval, maxval, n)))\n",
" return new_cmap\n",
"\n",
"cmap = plt.get_cmap('nipy_spectral')\n",
"new_cmap = truncate_colormap(cmap, 0.2, 0.95)\n",
"\n",
"first = int((128*2)-np.round(255*(1.-0.90)))\n",
"second = (256-first)\n",
"colors2 = plt.cm.viridis(np.linspace(0.1, .98, first))\n",
"colors3 = plt.cm.YlOrBr(np.linspace(0.25, 1, second))\n",
"colors4 = plt.cm.PuBu(np.linspace(0., 0.5, second))\n",
"cols = np.vstack((colors2,colors3))\n",
"mymap = colors.LinearSegmentedColormap.from_list('my_colormap', cols)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load a freesurfer annotation file."
]
},
{
"cell_type": "code",
"execution_count": 212,
"metadata": {},
"outputs": [],
"source": [
"lg400_atlas = surface.load_surf_data('/home/despoB/dlurie/Data/CBIG/stable_projects/brain_parcellation/Schaefer2018_LocalGlobal/Parcellations/FreeSurfer5.3/fsaverage6/label/lh.Schaefer2018_400Parcels_7Networks_order.annot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load a surface mesh."
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [],
"source": [
"lh_pial = surface.load_surf_mesh('/home/despoB/dlurie/Data/CBIG/stable_projects/brain_parcellation/Schaefer2018_LocalGlobal/Parcellations/FreeSurfer5.3/fsaverage6/surf/lh.pial')"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [],
"source": [
"lh_curv = surface.load_surf_data('/home/despoB/dlurie/Data/CBIG/stable_projects/brain_parcellation/Schaefer2018_LocalGlobal/Parcellations/FreeSurfer5.3/fsaverage6/surf/lh.curv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Get an index (`idx`) of the vertices for each ROI."
]
},
{
"cell_type": "code",
"execution_count": 213,
"metadata": {},
"outputs": [],
"source": [
"u, idx = np.unique(lg400_atlas, return_inverse=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load a vector containing one value per ROI (to be mapped to the surface). In this case, we are plotting a connectivity embedding gradient following Margulies et al. 2016 (https://www.pnas.org/content/113/44/12574)"
]
},
{
"cell_type": "code",
"execution_count": 240,
"metadata": {},
"outputs": [],
"source": [
"ed = np.loadtxt('/home/despoB/dlurie/Projects/gradient_test/viz/LG400_Med.txt')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our vector contains ROIs for both the left and right hemisphere, but we are only plotting on the LH surface, so we need to select only LH ROIs."
]
},
{
"cell_type": "code",
"execution_count": 241,
"metadata": {},
"outputs": [],
"source": [
"ed_lh = ed[:200]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our vector contains one value per ROI, but the annotation file also contains indices for zero voxels (those that don't belong to any ROI). We must insert a zero value at the beginning of the vector so we can map it to the annotation indices."
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {},
"outputs": [],
"source": [
"X = np.insert(ed_lh, 0, 0, axis=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`X[idx]` is now essentially an annotation file, where the value for vertices in each ROI is taken from our vector. The `[idx]` maps the vector to the surface vertices."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the newly created annotation on the surface."
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plotting.plot_surf(lh_pial, X[idx], hemi='left', cmap=mymap, view='lateral',\n",
" bg_map=lh_curv, bg_on_data=True, colorbar=True, darkness=0.75)"
]
},
{
"cell_type": "code",
"execution_count": 245,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plotting.plot_surf(lh_pial, X[idx], hemi='left', cmap=mymap, view='medial',\n",
" bg_map=lh_curv, bg_on_data=True, colorbar=True, darkness=0.75)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (sandbox)",
"language": "python",
"name": "sandbox"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@BraINstinct0
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BraINstinct0 commented Dec 13, 2019

When I tried to reproduce this notebook, the colors are exactly opposite of what's shown here.
Plotting with -X[idx] instead of X[idx] seems to give exactly the same output as one shown here,
so either nilearn(or other packages) slightly changed its behavior, or the notebook is not actually the final run result.
Maybe worth checking out?

Edit: Also (when values of X is sign-reversed) in the second(medial) plot,
image
the corpus callosum region shows as dark green not gray.

@danlurie
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danlurie commented Dec 13, 2019

Hi! I think there are two things going on here:

  1. The sign of the diffusion embedding gradient is arbitrary, and will randomly flip each time the algorithm is run (unless you set a random seed). I forgot that the notebook doesn't actually do the embedding. Not sure what's happening; I'll need to look into it as well.
  2. I would need to dig a bit, but it looks like plot_surf has changed how it handles (exactly) zero values (which are areas of the surface mesh for which there is no data). In my gist, they show up as grey, whereas for you they're showing up as the middle color of the colormap. The latter is the behavior I also currently see in nilearn. A quick way to fix this (based again on the fact that the gradient sign and values are arbitrary), is:
from sklearn import preprocessing

scaler = preprocessing.MinMaxScaler(feature_range=(0.00001, 1)
ed_scaled = scaler.fit_transform(ed.reshape(-1, 1))[:, 0]

Then, when plotting: use vmin=0, vmax=1.0, threshold=0.00001. This will avoid coloring the empty areas.

@BraINstinct0
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BraINstinct0 commented Dec 13, 2019

Didn't expect feedback to happen this quick!
For replication I (first flipped the sign of ed then) applied the scaler.

ed = -np.loadtxt('./ _insert_appropriate_location_ /LG400_Med.txt')
scaler = preprocessing.MinMaxScaler(feature_range=(0.00001, 1))
ed_scaled = scaler.fit_transform(ed.reshape(-1, 1))[:, 0]

Now, the result shows as below:
image image

I think it is (sort of) finally replicated well! (Used data from LG400_Med.txt on your gist)

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