{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Brain Networks in Python\n", "\n", "The WhitakerLab's Brain Networks in Python repository is a tool to perform network analysis on covariance in cortical thickness" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting Up\n", "\n", " This code prefers Python3 although (I think) it will still run in 2. \n", " \n", " You will need to clone the BrainNetworksinPython repository\n", "\n", "You will need the following Python modules installed\n", "\n", "* [numpy](https://pypi.python.org/pypi/numpy/1.13.0rc1)\n", "* [pandas](https://pypi.python.org/pypi/pandas/0.20.1)\n", "* [matplotlib](https://matplotlib.org/users/installing.html)\n", "* [community/python-louvain](https://pypi.python.org/pypi/python-louvain/0.6) (pip install python-louvain if you use pip)\n", "* [networkx](https://pypi.python.org/pypi/networkx/1.11)\n", "* [seaborn](https://pypi.python.org/pypi/seaborn/)\n", "* From the Python Standard Library\n", " * pickle\n", " * os\n", " * sys\n", " * \\_\\_future\\_\\_\n", " * argparse\n", " * textwrap\n", " \n", "I'm going to add the wrappers, scripts and example_data directories to the search path. The wrappers and scripts folders contain all of our python code. \n", "The 'example_data' directory contains the example data from the github repository. If you have data of your own that you want to use, go ahead and direct the search path to it." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import sys\n", "import os\n", "\n", "# We add our wrappers, scripts and example_data folders to the searchpath\n", "sys.path.append('../')\n", "import BrainNetworksInPython as bnip " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running corrmat_from_regionalmeasures\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The corrmat_from_regionalmeasures wrapper is going to read in our cortical thickness data to create the correlation matrix and write it to the output directory as a .txt file.\n", "\n", "The function we're going to use requires three files:\n", "\n", "* A csv file documenting cortical thickness per region for each participant.\n", "* the names of our brain regions\n", "* the cartesian coordinates of each brain region\n", "\n", "\n", "We can also indicate covariates, but let's save that for a later time" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../BrainNetworksInPython/wrappers/../scripts/stats_functions.py:14: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.\n", "To use the future default and silence this warning we advise to pass `rcond=None`, to keep using the old, explicitly pass `rcond=-1`.\n", " B = np.linalg.lstsq(A, y)[0]\n", "../BrainNetworksInPython/wrappers/../scripts/stats_functions.py:14: FutureWarning: `rcond` parameter will change to the default of machine precision times ``max(M, N)`` where M and N are the input matrix dimensions.\n", "To use the future default and silence this warning we advise to pass `rcond=None`, to keep using the old, explicitly pass `rcond=-1`.\n", " B = np.linalg.lstsq(A, y)[0]\n" ] } ], "source": [ "import BrainNetworksInPython.datasets.NSPN_WhitakerVertes_PNAS2016.data as data\n", "\n", "# We define our file locations. If you are using your own data these are the locations that you will want to change\n", "centroids_file, regionalmeasures_file, names_file, covars_file, names_308_style = bnip.datasets.NSPN_WhitakerVertes_PNAS2016.data._get_data()\n", "\n", "# We choose where to output our corrmat file\n", "corrmat_file = os.getcwd()+'/corrmat_file.txt' \n", "\n", "import BrainNetworksInPython.wrappers.corrmat_from_regionalmeasures as cfrm\n", "cfrm.corrmat_from_regionalmeasures(regionalmeasures_file, names_file, corrmat_file, names_308_style=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The correlation matrix can be found now in our working directory saved as corrmat_file.txt.\n", "\n", "If you'd like to see a more agreeable visual representation of the matrix, the next cell will generate a heatmap (saved as a png in you current working directory)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import visualisation_commands as vc\n", "corrmat_picture=os.getcwd()+'/corrmat_picture'\n", "vc.view_corr_mat(corrmat_file, corrmat_picture, cmap_name='gnuplot2')\n", "from IPython.display import Image\n", "Image(\"corrmat_picture.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you don't like pink, please take a look at matplotlib's [colormap documentation](https://matplotlib.org/examples/color/colormaps_reference.html) and change the cmap_name= argument" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running network_analysis_from_corrmat\n", "\n", "Our second wrapper will turn our matrix into a network (at cost) and calculate a bunch of network measures. We will write these out as csv files.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Calculating participation coefficient - may take a little while\n", " Creating 100 random graphs - may take a little while\n" ] } ], "source": [ "# Once again, this is going to write some files, so we give it a location\n", "network_analysis = os.getcwd()+'/network_analysis'\n", "# This is going to take a couple of minutes\n", "import BrainNetworksInPython.wrappers.network_analysis_from_corrmat as nafc\n", "network_analysis = os.getcwd()+'/network_analysis'\n", "nafc.network_analysis_from_corrmat(corrmat_file,\n", " names_file,\n", " centroids_file,\n", " network_analysis,\n", " cost=10,\n", " n_rand=100,\n", " names_308_style=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualising the data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have subjected our computers to a lot of work without getting any cool brain pictures. We address that here\n", "\n", "Please ignore the statsmodels error message. This appears to be an issue with the seaborn module" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We will be using the files we just used network_analysis_from _corrmat to create\n", "NodalMeasures=network_analysis+'/NodalMeasures_corrmat_file_COST010.csv'\n", "GlobalMeasures=network_analysis+'/GlobalMeasures_corrmat_file_COST010.csv'\n", "RichClub=network_analysis+'/RICH_CLUB_corrmat_file_COST010.csv'\n", "# We're going to save them in a folder called figures\n", "figures_dir=os.getcwd()+'/figures'\n", "\n", "import make_figures as mfg\n", "mfg.network_summary_fig(corrmat_file, NodalMeasures, GlobalMeasures, RichClub, figures_dir)\n", "Image(\"figures/NetworkSummary_LowRes.png\")" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 1 }