diff --git a/functional_parcellation_intro.ipynb b/functional_parcellation_intro.ipynb
index 28ee2d7..cd7938e 100644
--- a/functional_parcellation_intro.ipynb
+++ b/functional_parcellation_intro.ipynb
@@ -80,14 +80,14 @@
}
},
"source": [
- "# Code \n",
+ "# Code and data\n",
"\n",
"Most of the figures in this presentation are reproduced using nilearn. To run the code locally, install the dependencies listed in `requirements.txt` and run the following code to cache all the necessary data:"
]
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": 164,
"metadata": {},
"outputs": [],
"source": [
@@ -97,7 +97,8 @@
"from nilearn import datasets # Fetch data using nilearn\n",
"basc = datasets.fetch_atlas_basc_multiscale_2015() # the BASC multiscale atlas\n",
"adhd = datasets.fetch_adhd(n_subjects=10) # ADHD200 preprocessed data (Athena pipeline)\n",
- "atlas_yeo_7 = datasets.fetch_atlas_yeo_2011().thick_7 # the Yeo-Krienen atlas"
+ "atlas_yeo = datasets.fetch_atlas_yeo_2011() # the Yeo-Krienen atlas\n",
+ "fsaverage = datasets.fetch_surf_fsaverage() # The freesurfer surface average"
]
},
{
@@ -275,7 +276,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 68,
"metadata": {},
"outputs": [
{
@@ -307,68 +308,36 @@
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": 155,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
- "text/html": [
- ""
- ],
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 65,
+ "execution_count": 155,
"metadata": {},
"output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
"# Show the connectivity map\n",
"conn_map = masker_voxel.inverse_transform(seed_to_voxel_correlations.T)\n",
- "plotting.view_img(conn_map, cut_coords=(2, -51, 27), threshold=0.5, vmax=1, title=\"fcMRI map (PCC)\")"
+ "plotting.plot_stat_map(conn_map, cut_coords=(2, -51, 27), threshold=0.5, vmax=1, title=\"fcMRI map (PCC)\")"
]
},
{
@@ -515,7 +484,238 @@
"slide_type": "subslide"
}
},
- "source": []
+ "source": [
+ "# Hierarchical cluster analysis "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 117,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# we use scipy's implementation\n",
+ "from scipy.cluster.hierarchy import dendrogram, linkage, cut_tree\n",
+ "# That's the hierarchical clustering step\n",
+ "hier = linkage(conn, method='average', metric='euclidean') # scipy's hierarchical clustering\n",
+ "# HAC proceeds by iteratively merging brain regions, which can be visualized with a tree\n",
+ "res = dendrogram(hier, get_leaves=True) # Generate a dendrogram from the hierarchy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[372, 385, 4, 53, 197, 287, 313, 346, 62, 192]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# the order of merging above give us a good order to visualize the matrix\n",
+ "order = res.get('leaves') # Extract the order on papers from the dendrogram\n",
+ "print(order[0:10])\n",
+ "# here parcel 323 is the left-most leaf in the tree, then 195, etc"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "# Hierarchical cluster analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0 1 2 3 4 5 5 6 7 8]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# We can cut the tree at whatever number of clusters we choose (here 17, because 17 is good)\n",
+ "part = np.squeeze(cut_tree(hier, n_clusters=17)) # Cut the hierarchy\n",
+ "# Each entry of the vector part is a parcel, and codes for the number of the network of this parcel\n",
+ "print(part[0:10]) # This means that partel 3 is in network 3. What is the network of parcel 5?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 147,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 147,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# let's visualize these clusters back in voxel space \n",
+ "part_img = masker.inverse_transform(part.reshape([1, 444]) + 1) # note the sneaky shift to 1-indexing\n",
+ "plotting.plot_roi(part_img, title=\"functional networks\", colorbar=True, cmap=\"Paired\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "# Hierarchical cluster analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 100,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Another way to represent the clusters is an adjacency matrix A\n",
+ "# A(i,j) = 1 if i and j are in the same cluster, and 0 otherwise\n",
+ "def part2adj(part):\n",
+ " part = np.reshape(part, [part.shape[0], 1])\n",
+ " adj = np.repeat(part, part.shape[0], 1) == np.repeat(part.transpose(), part.shape[0], 0)\n",
+ " return adj.astype(int)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 149,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " ,\n",
+ " Text(0.5, 1.0, 'part'))"
+ ]
+ },
+ "execution_count": 149,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Let's look at the adjacency matrix\n",
+ "# alongside the connectivity matrix, after reordering\n",
+ "plt.subplot(1,2,1), plt.imshow(part2adj(part[order])), plt.title('part')\n",
+ "plt.subplot(1,2,2), plt.imshow(conn[order, :][:, order], cmap='bwr'), plt.title('part')\n",
+ "# in the adjacency matrix, the clusters are literally squares on the diagonal!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "# Hierarchical cluster analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 153,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 153,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Let's finally visualize the compressed seed-based PCC map\n",
+ "plotting.plot_stat_map(conn_map_compressed, cut_coords=(2, -51, 27), threshold=0.5, vmax=1, title=\"compressed fcMRI map (PCC)\")\n",
+ "\n",
+ "# along with the DMN cluster \n",
+ "part_img = masker.inverse_transform(part.reshape([1, 444]) + 1 == 10) # note the sneaky shift to 1-indexing\n",
+ "plotting.plot_roi(part_img, title=\"DMN cluster\", cut_coords=(2, -51, 27))"
+ ]
},
{
"cell_type": "markdown",
@@ -524,6 +724,38 @@
"slide_type": "slide"
}
},
+ "source": [
+ "Multiresolution parcellations
\n",
+ "\n",
+ "Functional parcellations have been studied at multiple resolutions in the literature, e.g. (Kelly et al., 2012). \n",
+ "\n",
+ "
\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "Golland parcellation (2 clusters)
\n",
+ "\n",
+ "Networks can also be merged into reliable “exogeneous” vs “endogeneous” systems. From Golland et al. (2008). \n",
+ "\n",
+ "
\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
"source": [
"# Yeo-Krienen parcellation (7 clusters)\n",
"Group cluster analysis of fMRI connectivity (N=1000) using von Mises-Fisher distribution (Lashkari et al., 2010). See Yeo, Krienen et al. (2011) and this [tutorial](http://nilearn.github.io/auto_examples/04_manipulating_images/plot_extract_regions_labels_image.html#sphx-glr-auto-examples-04-manipulating-images-plot-extract-regions-labels-image-py)."
@@ -531,7 +763,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 158,
"metadata": {
"slideshow": {
"slide_type": "-"
@@ -583,10 +815,10 @@
"\" width=\"600\" height=\"270.0\" frameBorder=\"0\">"
],
"text/plain": [
- ""
+ ""
]
},
- "execution_count": 7,
+ "execution_count": 158,
"metadata": {},
"output_type": "execute_result"
}
@@ -594,9 +826,150 @@
"source": [
"# Let's plot the Yeo-Krienen 7 clusters parcellation\n",
"from nilearn import plotting\n",
- "plotting.view_img(atlas_yeo_7, title='Yeo-Krienen atlas scale 7',\n",
+ "plotting.view_img(atlas_yeo.thick_7, title='Yeo-Krienen atlas scale 7',\n",
" cut_coords=(8, -4, 9), colorbar=True, cmap='Paired', symmetric_cmap=False, threshold=0)"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "# Yeo-Krienen parcellation (17 clusters)\n",
+ "Networks can be further divided into subnetworks, e.g. in the visual cortex. From Yeo, Krienen et al. (2011)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 177,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ ""
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 177,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Let's plot the Yeo-Krienen 7 clusters parcellation\n",
+ "from nilearn import plotting\n",
+ "plotting.view_img(atlas_yeo.thick_17, title='Yeo-Krienen atlas scale 7',\n",
+ " cut_coords=(8, -4, 9), colorbar=True, cmap='Paired', symmetric_cmap=False, threshold=0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "# Multiresolution parcellations (7, 12, 20, 36, 64, ..., 444 clusters)\n",
+ "Some parcellation atlases explicitely offer a range of resolution, such as the MIST atlas below [(Urchs et al., 2019)](https://mniopenresearch.org/articles/1-3) (see [dashboard](https://simexp.github.io/multiscale_dashboard/index.html)) or the Schaefer atlas [(Schaefer et al., 2018)](https://doi.org/10.1093/cercor/bhx179). "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 183,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 183,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plotting.plot_roi(basc['scale007'], cmap='nipy_spectral', title='7 parcels')\n",
+ "plotting.plot_roi(basc['scale197'], cmap='nipy_spectral', title='197 parcels')\n",
+ "plotting.plot_roi(basc['scale444'], cmap='nipy_spectral', title='444 parcels')"
+ ]
}
],
"metadata": {
diff --git a/golland2008.png b/golland2008.png
new file mode 100644
index 0000000..08c9a31
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