{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Assess network impact of lesion\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/home/hpc3230/Software/miniconda2/envs/jupyter/lib/python2.7/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "# ConWhAt stuff\n", "from conwhat import VolConnAtlas,StreamConnAtlas,VolTractAtlas,StreamTractAtlas\n", "from conwhat.viz.volume import plot_vol_scatter\n", "\n", "# Neuroimaging stuff\n", "import nibabel as nib\n", "from nilearn.plotting import (plot_stat_map,plot_surf_roi,plot_roi,\n", " plot_connectome,find_xyz_cut_coords)\n", "from nilearn.image import resample_to_img\n", "\n", "# Viz stuff\n", "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "\n", "# Generic stuff\n", "import glob, numpy as np, pandas as pd, networkx as nx\n", "from datetime import datetime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now use the synthetic lesion constructed in the previous example in a ConWhAt lesion analysis." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "lesion_file = 'synthetic_lesion_20mm_sphere_-46_-60_6.nii.gz' # we created this file from scratch in the previous example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Take another quick look at this mask:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lesion_img = nib.load(lesion_file)\n", "plot_roi(lesion_file);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since our lesion mask does not (by construction) have a huge amount of spatial detail, it makes sense to use one of the lower-resolution atlas. As one might expect, computation time is considerably faster for lower-resolution atlases. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "cw_atlases_dir = '/global/scratch/hpc3230/Data/conwhat_atlases' # change this accordingly\n", "atlas_name = 'CWL2k8Sc33Vol3d100s_v01'\n", "atlas_dir = '%s/%s' %(cw_atlases_dir, atlas_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the previous tutorial on 'exploring the conwhat atlases' for more info on how to examine the components of a given atlas in *ConWhAt*. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize the atlas" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading file mapping\n", "loading vol bbox\n", "loading connectivity\n" ] } ], "source": [ "cw_vca = VolConnAtlas(atlas_dir=atlas_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choose which connections to evaluate. \n", "\n", "This is normally an array of numbers indexing entries in `cw_vca.vfms`.\n", "\n", "Pre-defining connection subsets is a useful way of speeding up large analyses, especially if one is only interested in connections between specific sets of regions. \n", "\n", "As we are using a relatively small atlas, and our lesion is not too extensive, we can assess all connections. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "idxs = 'all' # alternatively, something like: range(1,100), indicates the first 100 cnxns (rows in .vmfs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, compute lesion overlap statistics. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing hit stats for roi synthetic_lesion_20mm_sphere_-46_-60_6.nii.gz\n" ] } ], "source": [ "jlc_dir = '/global/scratch/hpc3230/joblib_cache_dir' # this is the cache dir where joblib writes temporary files\n", "lo_df,lo_nx = cw_vca.compute_hit_stats(lesion_file,idxs,n_jobs=4,joblib_cache_dir=jlc_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This takes about 20 minutes to run. \n", "\n", "`vca.compute_hit_stats()` returns a `pandas` dataframe, `lo_df`, and a `networkx` object, `lo_nx`. \n", "\n", "Both contain mostly the same information, which is sometimes more useful in one of these formats and sometimes in the other. \n", "\n", "`lo_df` is a table, with rows corresponding to each connection, and columns for each of a wide set of [statistical metrics](https://en.wikipedia.org/wiki/Sensitivity_and_specificity) for evaluating sensitivity and specificity of binary hit/miss data:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "metric ACC BM F1 FDR FN FNR FP \\\n", "idx \n", "0 0.990646 0.104859 0.098135 0.911501 29696.0 0.889874 37851.0 \n", "3 0.987324 0.011683 0.014279 0.988855 32708.0 0.980132 58828.0 \n", "7 0.987160 -0.006617 0.001185 0.999075 33316.0 0.998352 59404.0 \n", "10 0.994367 -0.000926 0.000147 0.999589 33368.0 0.999910 7305.0 \n", "11 0.989105 0.048907 0.044941 0.962227 31520.0 0.944533 47152.0 \n", "\n", "metric FPR Kappa MCC MK NPV PPV TN \\\n", "idx \n", "0 0.005266 0.330534 0.094054 0.084363 0.995864 0.088499 7149810.0 \n", "3 0.008185 0.329134 0.008766 0.006577 0.995433 0.011145 7128833.0 \n", "7 0.008265 0.329023 -0.004966 -0.003727 0.995348 0.000925 7128257.0 \n", "10 0.001016 0.331450 -0.001976 -0.004215 0.995374 0.000411 7180356.0 \n", "11 0.006560 0.329846 0.040403 0.033378 0.995605 0.037773 7140509.0 \n", "\n", "metric TNR TP TPR corr_nothr corr_thr corr_thrbin \n", "idx \n", "0 0.994734 3675.0 0.110126 0.042205 0.042205 0.094054 \n", "3 0.991815 663.0 0.019868 -0.001487 -0.001487 0.008766 \n", "7 0.991735 55.0 0.001648 -0.003549 -0.003549 -0.004966 \n", "10 0.998984 3.0 0.000090 -0.001975 -0.001975 -0.001976 \n", "11 0.993440 1851.0 0.055467 0.017664 0.017664 0.040403 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lo_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Typically we will be mainly interested in two of these metric scores:\n", "\n", "`TPR` - True positive (i.e. hit) rate: number of true positives, divided by number of true positives + number of false negatives\n", "\n", "\n", "`corr_thrbin` - Pearson correlation between the lesion amge and the thresholded, binarized connectome edge image (group-level visitation map)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idx03710111314151819
metric
TPR0.1101260.0198680.0016480.0000900.0554670.0021280.0005690.0000000.0984690.023523
corr_thrbin0.0940540.008766-0.004966-0.0019760.0404030.0058010.000641-0.0025430.1692340.029414
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" ], "text/plain": [ "idx 0 3 7 10 11 13 \\\n", "metric \n", "TPR 0.110126 0.019868 0.001648 0.000090 0.055467 0.002128 \n", "corr_thrbin 0.094054 0.008766 -0.004966 -0.001976 0.040403 0.005801 \n", "\n", "idx 14 15 18 19 \n", "metric \n", "TPR 0.000569 0.000000 0.098469 0.023523 \n", "corr_thrbin 0.000641 -0.002543 0.169234 0.029414 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lo_df[['TPR', 'corr_thrbin']].iloc[:10].T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can obtain these numbers as a 'modification matrix' (connectivity matrix)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "tpr_adj = nx.to_pandas_adjacency(lo_nx,weight='TPR')\n", "cpr_adj = nx.to_pandas_adjacency(lo_nx,weight='corr_thrbin')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These two maps are, unsurprisingly, very similar:" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1. , 0.96271946],\n", " [0.96271946, 1. ]])" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.corrcoef(tpr_adj.values.ravel(), cpr_adj.values.ravel())" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(12,4))\n", "\n", "sns.heatmap(tpr_adj,xticklabels='',yticklabels='',vmin=0,vmax=0.5,ax=ax[0]);\n", "\n", "sns.heatmap(cpr_adj,xticklabels='',yticklabels='',vmin=0,vmax=0.5,ax=ax[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(...with an alternative color scheme...)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(12,4))\n", "\n", "sns.heatmap(tpr_adj, xticklabels='',yticklabels='',cmap='Reds',\n", " mask=tpr_adj.values==0,vmin=0,vmax=0.5,ax=ax[0]);\n", "\n", "sns.heatmap(cpr_adj,xticklabels='',yticklabels='',cmap='Reds',\n", " mask=cpr_adj.values==0,vmin=0,vmax=0.5,ax=ax[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can list directly the most affected (greatest % overlap) connections, " ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namenii_filenii_file_id4dvolind
idx
061_to_80vismap_grp_62-81_norm.nii.gz0NaN
318_to_19vismap_grp_19-20_norm.nii.gz3NaN
745_to_48vismap_grp_46-49_norm.nii.gz7NaN
1019_to_68vismap_grp_20-69_norm.nii.gz10NaN
1121_to_61vismap_grp_22-62_norm.nii.gz11NaN
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" ], "text/plain": [ " name nii_file nii_file_id 4dvolind\n", "idx \n", "0 61_to_80 vismap_grp_62-81_norm.nii.gz 0 NaN\n", "3 18_to_19 vismap_grp_19-20_norm.nii.gz 3 NaN\n", "7 45_to_48 vismap_grp_46-49_norm.nii.gz 7 NaN\n", "10 19_to_68 vismap_grp_20-69_norm.nii.gz 10 NaN\n", "11 21_to_61 vismap_grp_22-62_norm.nii.gz 11 NaN" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cw_vca.vfms.loc[lo_df.index].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the modification matrix information on a brain, we first need to some spatial locations to plot as nodes. For these, we calculate (an approprixation to) each atlas region's centriod location:" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "parc_img = cw_vca.region_nii\n", "parc_dat = parc_img.get_data()\n", "parc_vals = np.unique(parc_dat)[1:]\n", "\n", "ccs = {roival: find_xyz_cut_coords(nib.Nifti1Image((dat==roival).astype(int),img.affine),\n", " activation_threshold=0) for roival in roivals}\n", "ccs_arr = np.array(ccs.values())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plotting on a glass brain:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(16,6))\n", "plot_connectome(tpr_adj.values,ccs_arr,axes=ax,edge_threshold=0.2,colorbar=True,\n", " edge_cmap='Reds',edge_vmin=0,edge_vmax=1.,\n", " node_color='lightgrey',node_kwargs={'alpha': 0.4});\n", "#edge_vmin=0,edge_vmax=1)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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