{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# 3.Basic spatial domain-cell analysis\n", "\n", "This notebook implements the basic domain-cell analysis in spateo paper:\n", "\n", "1. Cell-Domain specificity and heterogeneity analysis \n", " (i.e. cell composition in each domain & cell distribution among domains)\n", "2. Celltype co-localization analysis \n", " (based on spatial nearest neighbors)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" }, "tags": [] }, "source": [ "## Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-11-11 00:56:20.352725: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", "network.py (36): The next major release of pysal/spaghetti (2.0.0) will drop support for all ``libpysal.cg`` geometries. This change is a first step in refactoring ``spaghetti`` that is expected to result in dramatically reduced runtimes for network instantiation and operations. Users currently requiring network and point pattern input as ``libpysal.cg`` geometries should prepare for this simply by converting to ``shapely`` geometries.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "|-----> setting visualization default mode in dynamo. Your customized matplotlib settings might be overritten.\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "import spateo as st\n", "import dynamo as dyn\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from scipy.sparse import isspmatrix\n", "\n", "to_dense_matrix = lambda X: np.array(X.todense()) if isspmatrix(X) else np.asarray(X)\n", "\n", "st.configuration.set_pub_style_mpltex()\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Data source\n", "**bin60_clustered_h5ad:** https://www.dropbox.com/s/wxgkim87uhpaz1c/mousebrain_bin60_clustered.h5ad?dl=0\n", "\n", "**cellbin_clustered_h5ad:** https://www.dropbox.com/s/seusnva0dgg5de5/mousebrain_cellbin_clustered.h5ad?dl=0\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "(AnnData object with n_obs × n_vars = 7765 × 21667\n", " obs: 'area', 'n_counts', 'Size_Factor', 'initial_cell_size', 'louvain', 'scc', 'scc_anno'\n", " var: 'pass_basic_filter'\n", " uns: '__type', 'louvain', 'louvain_colors', 'neighbors', 'pp', 'scc', 'scc_anno_colors', 'scc_colors', 'spatial', 'spatial_neighbors'\n", " obsm: 'X_pca', 'X_spatial', 'bbox', 'contour', 'spatial'\n", " layers: 'count', 'spliced', 'unspliced'\n", " obsp: 'connectivities', 'distances', 'spatial_connectivities', 'spatial_distances',\n", " AnnData object with n_obs × n_vars = 11854 × 14645\n", " obs: 'area', 'pass_basic_filter', 'n_counts', 'louvain', 'Celltype'\n", " var: 'mt', 'pass_basic_filter'\n", " uns: 'Celltype_colors', '__type', 'louvain', 'neighbors', 'spatial'\n", " obsm: 'X_pca', 'X_spatial', 'bbox', 'contour', 'spatial'\n", " layers: 'count', 'spliced', 'unspliced'\n", " obsp: 'connectivities', 'distances')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load annotated binning data\n", "fname_bin60 = \"mousebrain_bin60_clustered.h5ad\"\n", "adata_bin60 = st.sample_data.mousebrain(fname_bin60)\n", "\n", "# Load annotated cellbin data\n", "fname_cellbin = \"mousebrain_cellbin_clustered.h5ad\"\n", "adata_cellbin = st.sample_data.mousebrain(fname_cellbin)\n", "\n", "adata_bin60, adata_cellbin" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Transfer domain annotation to cells" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true }, "tags": [] }, "outputs": [], "source": [ "# Extract spatial domains from SCC clusters.\n", "# Transfer domain annotation to cells.\n", "st.dd.set_domains(\n", " adata_high_res=adata_cellbin,\n", " adata_low_res=adata_bin60,\n", " bin_size_high=1,\n", " bin_size_low=60,\n", " cluster_key=\"scc_anno\",\n", " domain_key_prefix=\"transfered_domain\",\n", " k_size=1.8,\n", " min_area=16,\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 200, "width": 333 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# View cell domain\n", "st.pl.space(\n", " adata_cellbin,\n", " color=['transfered_domain_scc_anno'],\n", " pointsize=0.1,\n", " show_legend=\"upper left\",\n", " figsize=(4, 3),\n", " color_key_cmap = \"tab20\",\n", ")" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Cell-Domain specificity and heterogeneity" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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domaincelltypecount
0AMYAMY neuron418
1AMYAST98
2AMYCOP1
3AMYEX70
4AMYEX AMY4
5AMYEX CA1
6AMYEX L5/64
7AMYEX PIR8
8AMYHY neuron182
9AMYHabenula neuron1
\n", "
" ], "text/plain": [ " domain celltype count\n", "0 AMY AMY neuron 418\n", "1 AMY AST 98\n", "2 AMY COP 1\n", "3 AMY EX 70\n", "4 AMY EX AMY 4\n", "5 AMY EX CA 1\n", "6 AMY EX L5/6 4\n", "7 AMY EX PIR 8\n", "8 AMY HY neuron 182\n", "9 AMY Habenula neuron 1" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Summary domain-cell relationship\n", "domain_list = np.array([])\n", "celltype_list = np.array([])\n", "count_list = np.array([])\n", "for i in np.unique(adata_cellbin.obs['transfered_domain_scc_anno']):\n", " tmp, counts = np.unique(adata_cellbin[adata_cellbin.obs['transfered_domain_scc_anno'] == i,:].obs['Celltype'], return_counts=True)\n", " domain_list = np.append(domain_list, np.repeat(i, len(counts)))\n", " celltype_list = np.append(celltype_list, tmp)\n", " count_list = np.append(count_list, counts)\n", "hetero_df = pd.DataFrame({\"domain\":domain_list, \"celltype\":celltype_list, \"count\":count_list.astype(int)})\n", "\n", "hetero_df[0:10]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 268, "width": 314 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Cell distribution among domains\n", "spec_df_plt = hetero_df.pivot(index=\"celltype\", columns=\"domain\", values=\"count\").fillna(0)\n", "spec_df_plt = spec_df_plt.div(spec_df_plt.sum(axis=1), axis=0)\n", "\n", "spec_df_plt['Celltype'] = spec_df_plt.index\n", "spec_df_plt.index = pd.CategoricalIndex(spec_df_plt.index, categories=spec_df_plt.index.astype(str).sort_values())\n", "spec_df_plt = spec_df_plt.sort_index(ascending=False)\n", "\n", "spec_df_plt.plot(\n", " x = 'Celltype',\n", " kind = 'barh',\n", " stacked = True,\n", " title = 'Stacked Bar Graph',\n", " mark_right = True,\n", " figsize=(4, 4),\n", " legend = False,\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 305, "width": 399 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Cell composition within each domain\n", "hetero_df_plt = hetero_df[hetero_df.domain!=\"NA\"].pivot(index=\"domain\", columns=\"celltype\", values=\"count\").fillna(0)\n", "hetero_df_plt = hetero_df_plt.div(hetero_df_plt.sum(axis=1), axis=0)\n", "\n", "sns.heatmap(hetero_df_plt.T)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Celltype spatial distribution" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true }, "tags": [] }, "outputs": [], "source": [ "# Celltype co-localization (OPC and others)\n", "# Doing dyn.tl.neighbors for N times is easy but time comsuming. (One time is enough, to be optimized soon)\n", "# Should hide the logging of this codeblock (neighbor finding outputs too much log)\n", "\n", "celltype_of_interest = \"OPC\"\n", "\n", "n_neigh = []\n", "neigh_type = []\n", "neigh_cnt = []\n", "for i in range(0,100):\n", " dyn.tl.neighbors(\n", " adata_cellbin,\n", " X_data=adata_cellbin.obsm['spatial'],\n", " n_neighbors=i+2,\n", " result_prefix=\"spatial\",\n", " n_pca_components=30, # doesn't matter\n", " )\n", " sp_con = adata_cellbin.obsp['spatial_connectivities'][adata_cellbin.obs['Celltype']==celltype_of_interest, :].copy()\n", " sp_con.data[sp_con.data > 0] = 1\n", " sp_con = to_dense_matrix(sp_con)\n", " for k in range(sp_con.shape[0]):\n", " for j in np.unique(adata_cellbin.obs['Celltype']):\n", " n_neigh.append(i)\n", " neigh_type.append(j)\n", " neigh_cnt.append(sum(sp_con[k,adata_cellbin.obs['Celltype'] == j]) / sum(sp_con[k,:]))\n", "\n", "df_plt = pd.DataFrame({\"Neighbors\":n_neigh, \"Celltype\":neigh_type, \"Percentage\":neigh_cnt})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 232, "width": 286 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Celltype co-localization (OPC and others)\n", "# Lineplot in spateo paper\n", "\n", "fig = plt.figure(figsize=(3, 3))\n", "sns.lineplot(data=df_plt, x='Neighbors', y='Percentage', hue='Celltype',ci=90, err_kws={\"alpha\": 0.1})\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Calculating cell counts in each bin, using binsize 50\n", "|-----> Calculating Moran's I score for each celltype\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate Moran's I score for celltypes\n", "moran_df = st.tl.cellbin_morani(adata_cellbin, binsize=50)\n", "fig = sns.barplot(x='cluster',y='moran_i',data=moran_df)\n", "_ = plt.xticks(rotation=90)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.6 64-bit", "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": "3.9.6" }, "vscode": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, "nbformat": 4, "nbformat_minor": 4 }