{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "*First compiled: August 17, 2017.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Benchmarking robustness for the minimal example" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running Scanpy 1.0.4+63.gef4d1c0.dirty on 2018-05-07 03:44.\n" ] } ], "source": [ "import itertools\n", "from collections import namedtuple, OrderedDict\n", "import numpy as np\n", "import scanpy.api as sc\n", "import networkx as nx\n", "import matplotlib.pyplot as pl\n", "import seaborn as sns\n", "import pandas as pd\n", "sc.settings.verbosity = 1\n", "sc.settings.set_figure_params(dpi=80, color_map='Greys')\n", "sc.logging.print_version_and_date()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should run [minimal_examples](minimal_examples.ipynb) before running this notebook to read the file exported there." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "adata = sc.read('krumsiek11_blobs')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The reference graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a reference graph, which is partitioned into groups using a very high resolution. This generates a very detailed \"ground truth\", which is hard to reproduce in a robustness study. By contrast, a \"ground truth\" involving coarse-grained clusters and a trivial graph topology, would be hard to reproduce.\n", "\n", "We cannot meaningfully draw the result with a tree layout, as the clusters have non-tree structure; instead, we use the Fruchterman-Reingold layout." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/paga_compare_reference.pdf\n" ] }, { "data": { "image/png": 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j5z0o2Lz1GWOM/9NtilRkbB/W5U65l2IHKL0Fu4/AXqD8L4DjyB8EbLBzkZqK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3G6L4cEAzujasVKjji4hkx9PTk4kTX+b114cXqL9pJmGaDj766GMWLVrExo0b8fLScmSR83bu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\nk6WmprJ+/XrWr1/PpEm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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 318, "width": 559 } }, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(adata, n_neighbors=30)\n", "sc.tl.paga(adata)\n", "sc.pl.paga_compare(adata, basis='draw_graph_fr',\n", " title='reference partitions/clusters',\n", " title_graph='reference abstracted graph', \n", " layout='fr', save='_reference')\n", "adata_reference = adata.copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to assess robustness?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider a new run of graph abstraction with highly different parameters." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/paga_compare_new.pdf\n" ] }, { "data": { "image/png": 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Q5bcC9YAfgWuttYvLkbbKGdWAWrzIYak61Y6LSPXlFlL/DVyF0zn1ydbaDVWb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+hUKJoSjgAdl/UT0UCiKGJf474xz2MuNaP+tfr+17FXxkJQDd3o3de4D6IoshlMEw5XvBCRV5m9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" ] }, "metadata": { "image/png": { "height": 322, "width": 559 } }, "output_type": "display_data" } ], "source": [ "adata_new = sc.pp.neighbors(adata, n_neighbors=10, copy=True)\n", "sc.tl.louvain(adata_new, resolution=0.8)\n", "sc.tl.paga(adata_new)\n", "sc.pl.paga_compare(\n", " adata_new, basis='draw_graph_fr', layout='fr', threshold=0.005,\n", " title='new partitions/clusters $\\mathcal{N}_2^{*}$',\n", " title_graph='new abstracted graph $\\mathcal{G}_2^{*}$',\n", " save='_new')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inspecting the reference and the new abstracted graph, we would say that both agree." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Determine to which new labels the reference labels correspond." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first need to identify the reference groups with the new groups in `adata_new`.\n", "\n", "For this, we compute the relative overlap between both clusterings. Relative can either mean a normalization with respect to the new groups computed (rows sum to 1)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/matrix_norm_new.pdf\n" ] }, { "data": { "image/png": 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Yldd7HSiamZnZCNVJezm3m+tMT4O5iLgB+DDwAnCBpPf28vpmZmY2cnkGiHL0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\n9U4BLmnn95InT52YFLHCZQRmXaM4Ygbp7tJVgNuAHxXl/YA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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 313 } }, "output_type": "display_data" } ], "source": [ "adata.obs['louvain_new'] = adata_new.obs['louvain']\n", "result = sc.utils.compute_association_matrix_of_groups(adata, 'louvain_new', 'louvain')\n", "sc.pl.matrix(result.asso_matrix, \n", " xlabel='reference groups $\\mathcal{N}_1^{*}$',\n", " ylabel='new groups $\\mathcal{N}_2^{*}$', \n", " title='association matrix (norm. $\\mathcal{N}_2^{*}$)',\n", " save='_norm_new')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or with respect to the reference groups (columns sum to 1)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ./figures/matrix_norm_reference.pdf\n" ] }, { "data": { "image/png": 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wu6TrJX1F0pDTeJmZmdno5Jq5ctTWhi0ibgFuAb4laUXg7cC2wMckPQycA/wG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\ntn5L9qUeSZNIr2fpaNgNpAR1MekU3qHA6sV86SjTLhFxY7a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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 231, "width": 313 } }, "output_type": "display_data" } ], "source": [ "result = sc.utils.compute_association_matrix_of_groups(adata, 'louvain_new', 'louvain', normalization='reference')\n", "sc.pl.matrix(result.asso_matrix,\n", " xlabel='reference groups $\\mathcal{N}_1^{*}$',\n", " ylabel='new groups $\\mathcal{N}_2^{*}$', \n", " title='association matrix (norm. $\\mathcal{N}_1^{*}$)',\n", " save='_norm_reference')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, for each reference group, we consider both normalizations when computing the overlap with each new group (walking along columns in the previous matrices). We then associate a reference group with the new group that maximizes the minimal overlap between both normalizations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "... storing 'associated_new_groups' as categorical\n" ] }, { "data": { "image/png": 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G4U7A3sHfIufc6irSxu1pF2VrrJXB+UoNnlb5f+KcKzCz1fjeivG+A+pKzNtpQ8KfxXBZ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/qampABw5csQmbc2aNR3y99f1iC/HbKZWrVolLk+ouohrEkEQBAFdVETegQNk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\niIicGMMcERERkRP7/6vC1pbUmOGnAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 322, "width": 313 } }, "output_type": "display_data" } ], "source": [ "asso_groups_dict = sc.utils.identify_groups(adata.obs['louvain'], adata_new.obs['louvain'])\n", "adata.obs['associated_new_groups'] = [asso_groups_dict[g][0] for g in adata.obs['louvain']]\n", "sc.pl.draw_graph(adata, color=['louvain', 'associated_new_groups'], legend_loc='on data')\n", "sc.pl.draw_graph(adata, color='associated_new_groups', legend_loc='on data',\n", " title='$\\mathcal{N}_1^*$ colored by associated partitions in $\\mathcal{N}_2^*$',\n", " save='_associated')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Compare paths between leaf nodes in both the reference graph and the new graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the previous correspondence - the mapping of reference labels to new labels - we can compare the shortest paths between all leaf nodes in each abstracted graph.\n", "\n", "If these agree, paths through groups in the reference and the new abstracted graph correspond to each other: both graphs have the same topology.\n", "\n", "We measure deviations by counting how many steps and how many paths agree when averaging over all paths." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "leaf nodes in graph 1: ['0', '1', '3', '6', '8', '9']\n", "compare shortest paths between leafs (0, 1) in graph1 and (0, 0) in graph2:\n", " path1 = ['0', '1'],\n", "path_mapped = [['0'], ['0']],\n", " path2 = ['0'],\n", "-> n_agreeing_steps = 0 / n_steps = 0.\n", "compare shortest paths between leafs (0, 3) in graph1 and (0, 4) in graph2:\n", "there are no connecting paths in both graphs\n", "compare shortest paths between leafs (0, 6) in graph1 and (0, 10) in graph2:\n", "there are no connecting paths in both graphs\n", "compare shortest paths between leafs (0, 8) in graph1 and (0, 6) in graph2:\n", "there are no connecting paths in both graphs\n", "compare shortest paths between leafs (0, 9) in graph1 and (0, 9) in graph2:\n", "there are no connecting paths in both graphs\n", "compare shortest paths between leafs (1, 3) in graph1 and (0, 4) in graph2:\n", "there are no connecting paths in both graphs\n", "compare shortest paths between leafs (1, 6) in graph1 and (0, 10) in graph2:\n", "there are no connecting paths in both graphs\n", "compare shortest paths between leafs (1, 8) in graph1 and (0, 6) in graph2:\n", "there are no connecting paths in both graphs\n", "compare shortest paths between leafs (1, 9) in graph1 and (0, 9) in graph2:\n", "there are no connecting paths in both graphs\n", "compare shortest paths between leafs (3, 6) in graph1 and (4, 10) in graph2:\n", " path1 = ['3', '13', '12', '7', '14', '6'],\n", "path_mapped = [['4', '8'], ['8', '3'], ['3', '2'], ['2', '5'], ['5'], ['10', '5']],\n", " path2 = ['4', '8', '3', '2', '5', '10'],\n", "-> n_agreeing_steps = 5 / n_steps = 5.\n", "compare shortest paths between leafs (3, 8) in graph1 and (4, 6) in graph2:\n", " path1 = ['3', '13', '12', '7', '10', '8'],\n", "path_mapped = [['4', '8'], ['8', '3'], ['3', '2'], ['2', '5'], ['7', '2'], ['6', '7']],\n", " path2 = ['4', '8', '3', '2', '7', '6'],\n", "-> n_agreeing_steps = 5 / n_steps = 5.\n", "compare shortest paths between leafs (3, 9) in graph1 and (4, 9) in graph2:\n", " path1 = ['3', '13', '12', '7', '10', '9'],\n", "path_mapped = [['4', '8'], ['8', '3'], ['3', '2'], ['2', '5'], ['7', '2'], ['9', '7']],\n", " path2 = ['4', '8', '3', '2', '7', '9'],\n", "-> n_agreeing_steps = 5 / n_steps = 5.\n", "compare shortest paths between leafs (6, 8) in graph1 and (10, 6) in graph2:\n", " path1 = ['6', '14', '7', '10', '8'],\n", "path_mapped = [['10', '5'], ['5'], ['2', '5'], ['7', '2'], ['6', '7']],\n", " path2 = ['10', '5', '2', '7', '6'],\n", "-> n_agreeing_steps = 4 / n_steps = 4.\n", "compare shortest paths between leafs (6, 9) in graph1 and (10, 9) in graph2:\n", " path1 = ['6', '14', '7', '10', '9'],\n", "path_mapped = [['10', '5'], ['5'], ['2', '5'], ['7', '2'], ['9', '7']],\n", " path2 = ['10', '5', '2', '7', '9'],\n", "-> n_agreeing_steps = 4 / n_steps = 4.\n", "compare shortest paths between leafs (8, 9) in graph1 and (6, 9) in graph2:\n", " path1 = ['8', '10', '9'],\n", "path_mapped = [['6', '7'], ['7', '2'], ['9', '7']],\n", " path2 = ['6', '7', '9'],\n", "-> n_agreeing_steps = 2 / n_steps = 2.\n", "paga_compare_paths_result(frac_steps=1.0, n_steps=33, frac_paths=1.0, n_paths=15)\n" ] } ], "source": [ "sc.settings.verbosity = 5 # increase to 6 for more output\n", "result = sc.tl.paga_compare_paths(adata_reference, adata_new)\n", "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sample a high number of conditions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us sample random parameters including combinations that lead completely unrealistic numbers of partitions." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [], "source": [ "sc.settings.verbosity = 1\n", "statistics = OrderedDict([('nr. neighbors single-cell graph' , []), ('resolution louvain', []),\n", " ('nr. louvain groups', []), ('total nr. steps in paths', []),\n", " ('fraction of correct steps', []), ('fraction of correct paths', [])])\n", "np.random.seed(0)\n", "for i in range(100):\n", " n_neighbors = np.random.randint(5, 50)\n", " resolution = np.random.rand() * 5\n", " adata_new = sc.pp.neighbors(adata, n_neighbors=n_neighbors, copy=True)\n", " sc.tl.louvain(adata_new, resolution=resolution)\n", " sc.tl.paga(adata_new)\n", " result = sc.tl.paga_compare_paths(adata_reference, adata_new)\n", " # uncomment for visualization or output\n", " # axs = sc.pl.paga(adata_new, basis='draw_graph_fr', layout_graph='fr')\n", " # print('n_neighbors' , n_neighbors, 'resolution', resolution,\n", " # 'n_groups', len(adata_new.add['paga_groups_order']), 'frac_steps', result.frac_steps)\n", " statistics['nr. neighbors single-cell graph' ].append(n_neighbors)\n", " statistics['resolution louvain'].append(resolution)\n", " statistics['nr. louvain groups'].append(len(adata_new.obs['louvain'].cat.categories))\n", " statistics['total nr. steps in paths'].append(result.n_steps) \n", " statistics['fraction of correct steps'].append(result.frac_steps)\n", " statistics['fraction of correct paths'].append(result.frac_paths)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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GufsCd/+pu28IrAt8DbiGnl8s1gauNbOtsvIQGWQUp/WmOK09uiVOq6scMb4o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W1veL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\nly/nmWeeGfD8008/zbXXXsu5557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" ] }, "metadata": { "image/png": { "height": 279, "width": 916 } }, "output_type": "display_data" } ], "source": [ "df = pd.DataFrame(statistics)\n", "_, axs = pl.subplots(ncols=df.shape[1], figsize=(12, 4), gridspec_kw={'left': 0.07, 'wspace': 0.9})\n", "for i, col in enumerate(df.columns):\n", " sns.boxplot(df[col], ax=axs[i], orient='vertical')\n", "axs[0].set_title('distribution of input parameters', loc='left')\n", "axs[2].set_title('distribution of output parameters', loc='left')\n", "axs[4].set_title('robustness of topology inference', loc='left')\n", "pl.savefig('./figures/robustness_summary.pdf', dpi=300)\n", "pl.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 1 }