{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Spectral Clustering of Brain Regions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction\n",
"This code uses `sklearn` to calculate the Spectral Clustering of regions in the brain based on their connectivities. \n",
"Connectivity matrices from https://doi.org/10.1371/journal.pone.0014832 \n",
"Clustering method as in https://doi.org/10.1371/journal.pone.0035029 \n",
"First let us import the appropriate modules."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pferreira/.virtualenvs/py36-brain/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
" return f(*args, **kwds)\n",
"/Users/pferreira/.virtualenvs/py36-brain/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 216, got 192\n",
" return f(*args, **kwds)\n",
"/Users/pferreira/.virtualenvs/py36-brain/lib/python3.6/importlib/_bootstrap.py:219: ImportWarning: can't resolve package from __spec__ or __package__, falling back on __name__ and __path__\n",
" return f(*args, **kwds)\n"
]
}
],
"source": [
"from scipy.io import loadmat # needed for loading .mat matlab files\n",
"import numpy as np # for vector math\n",
"import os # for getting absolute path to files in your directory\n",
"import sklearn.cluster # for spectral clustering (and other clustering methods)\n",
"import matplotlib.pyplot as plt # for plotting\n",
"from nilearn import plotting # for plotting glass brains\n",
"import pandas as pd # for easier data manipulation\n",
"\n",
"import warnings\n",
"warnings.simplefilter(action='ignore', category=FutureWarning) # ignore silly warnings"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define functions\n",
"Create a function to find files in the `./data/` subfolder"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def get_path(filename):\n",
" \"\"\"Find filename in the relative directory ./data/\n",
"\n",
" Args:\n",
" filename (str): file we're looking for in the ./data/ directory.\n",
"\n",
" Returns:\n",
" str: absolute path to file \"filename\" in ./data/ dir.\n",
"\n",
" \"\"\"\n",
"\n",
" here_dir = os.path.dirname(os.path.realpath('__file__'))\n",
" file_dir = os.path.join(here_dir, 'data', filename)\n",
"\n",
" return(file_dir)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Return connectivity matrices from .mat file"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def get_connectivity_matrices(filepath):\n",
" \"\"\"Read connectivity matrices from .mat file.\n",
" File contains matrices for 14 healthy individuals\n",
" if using, cite: https://doi.org/10.1371/journal.pone.0014832\n",
"\n",
" Args:\n",
" filepath (str): full path to .mat file containing connectivity matrices.\n",
"\n",
" Returns:\n",
" arr: Array of connectivity matrices, one per patient.\n",
"\n",
" \"\"\"\n",
"\n",
" from pathlib import Path\n",
" my_file = Path(filepath)\n",
"\n",
" if my_file.is_file():\n",
" conn_matrices = loadmat(my_file)['S']\n",
" conn_matrices = np.transpose(conn_matrices)\n",
" return(conn_matrices)\n",
"\n",
" else:\n",
" print(my_file)\n",
" raise(FileNotFoundError('Is path to file correct??'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define function to plot the glass brains using `nilearn`"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def plot_glass_brain(color):\n",
" \"\"\"Plot a glass brain for a 90 regions ATLAS with nodes colored according to `color` array.\n",
"\n",
" Args:\n",
" color (list): Color indices according to which brain regions will be colored / grouped by.\n",
"\n",
" Returns:\n",
" matplotlib.plot: A plot object.\n",
"\n",
" \"\"\"\n",
"\n",
" coordinates_path = get_path('coordinates.csv')\n",
" df = pd.read_csv(coordinates_path)\n",
"\n",
" # AAL has 116 regions but we're not interested in the last 26 (cerebellar structures)\n",
" coords = [(df['X'][i],df['Y'][i],df['Z'][i]) for i in range(90)]\n",
" \n",
" # Connections between the regions are required for plotting but they make\n",
" # everything cluttered so let's just make an array of zeros:\n",
" connec = np.array([[0]*90]*90)\n",
"\n",
" plotting.plot_connectome(connec, coords, node_color=color, display_mode='lyrz')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculate spectral clustering\n",
"Now we are ready to start. \n",
"We will first find and define a connectivity matrix first:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# find .mat file containing connectivity matrices\n",
"conn_matrices_dir = get_path('connectivity_matrices.mat')\n",
"# connectivity matrices for 14 healthy subjects\n",
"conn_matrices = get_connectivity_matrices(conn_matrices_dir)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Spectral clustering works by clustering elements that are **near** each other. We however want to cluster brain regions based on their **connectivity strength**. We therefore have to do 2 things: \n",
"**1. Invert connectivity matrix** so that large values (high connectivity) become close to zero (near each other in 'distance' space)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"#we will invert the connectivity matrix (1/M) so lets get rid of zeros\n",
"shifted_matrices = conn_matrices + 0.0001\n",
"#similarity matrices are the inverted connectivity matrices\n",
"similarity_matrices = (1/ shifted_matrices)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**2. Normalize the matrix** so that values are between [0,1]. We will use a Gaussian kernel as suggested [here](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html) \n",
"The `gauss_parameter` below is key, since it basically decides the cutoff for filtering the data using the Gaussian kernel:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"gauss_parameter = 0.005\n",
"kernelized_matrices = np.exp(- similarity_matrices ** 2 / (2. * gauss_parameter ** 2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We then define the `Spectral Clustering` function that will be applied to the data and apply it"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SpectralClustering(affinity='precomputed', assign_labels='kmeans', coef0=1,\n",
" degree=3, eigen_solver=None, eigen_tol=0.0, gamma=1.0,\n",
" kernel_params=None, n_clusters=2, n_init=10, n_jobs=None,\n",
" n_neighbors=10, random_state=None)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" #we choose to classify the data into 2 clusters\n",
"spectral = sklearn.cluster.SpectralClustering(n_clusters=2, affinity='precomputed')\n",
"patient_ID = 0\n",
"spectral.fit(kernelized_matrices[patient_ID])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will use the labels, created by the `Spectral Clustering` method, to color the nodes in the glass brain differently"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#array of integer labels referrent to which class the node belongs to\n",
"color = spectral.labels_ "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"