{ "cells": [ { "cell_type": "markdown", "id": "f4b2ea7d", "metadata": {}, "source": [ "# Tutorial 3: Multi-sample integration (STARmap)" ] }, { "cell_type": "markdown", "id": "9433a816", "metadata": {}, "source": [ "Here, we validated the capability of our multi-sample integration model, GraphPCA_multi, a multi-sample extension of GraphPCA through aggregating multiple spatial neighborhood graphs and expression profiles into one matrix.\n", "\n", "To achieve it, besides the BZ5 sample used in tutorial2, we obtained two additional tissue sections BZ9 and BZ14 generated by STARmap from different mice. Cells in all sections are annotated into four cortical layers (L1, L2/3, L5 and L6) according to [the original publication](https://www.science.org/doi/10.1126/science.aat5691)." ] }, { "cell_type": "markdown", "id": "5b21d5ad", "metadata": {}, "source": [ "## Load packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "96cdfcf1", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:44.334592Z", "start_time": "2024-04-03T11:11:39.323927Z" } }, "outputs": [], "source": [ "import GraphPCA as sg\n", "import scanpy as sc\n", "import anndata as ad\n", "import numpy as np\n", "import pandas as pd\n", "import squidpy as sq\n", "import scipy\n", "from sklearn.cluster import KMeans\n", "from sklearn.metrics import pairwise_distances as pair\n", "from sklearn.metrics import adjusted_rand_score as ari_score\n", "from sklearn.neighbors import kneighbors_graph" ] }, { "cell_type": "markdown", "id": "d710e3f8", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 2, "id": "c44e8ea4", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:44.350421Z", "start_time": "2024-04-03T11:11:44.335600Z" } }, "outputs": [], "source": [ "slice_inds = np.arange(0,3)\n", "samples = [\"BZ5\",\"BZ9\",\"BZ14\"]\n", "data_path = \"../../data/STARmap/\"\n", "save_path = \"../../results/STARmap/\"\n", "PCA_components = 50" ] }, { "cell_type": "code", "execution_count": 3, "id": "2161736e", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:44.477082Z", "start_time": "2024-04-03T11:11:44.351419Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BZ5\n", "BZ9\n", "BZ14\n" ] } ], "source": [ "Batch_list = []\n", "adj_list = []\n", "\n", "\n", "for sample_id in slice_inds:\n", " print(samples[sample_id])\n", " \n", " STARmap_expr = pd.read_csv(data_path + \"STARmap_expr_\" + samples[sample_id] + \".csv\",index_col=0).T\n", " STARmap_loc = pd.read_csv(data_path + \"STARmap_loc_\" + samples[sample_id] + \".csv\",index_col=0)\n", " groundTruth = pd.read_csv(data_path + \"STARmap_groundtruth_\" + samples[sample_id] + \".csv\",index_col=0)[\"z\"].astype(\"category\")\n", " adata = ad.AnnData(STARmap_expr)\n", " adata.obs = STARmap_loc.copy()\n", " adata.uns[\"spatial\"] = np.array(STARmap_loc)\n", "\n", " adata.obs[\"groundtruth\"] =np.array(groundTruth)-1\n", " adata.obs[\"groundtruth\"] = adata.obs[\"groundtruth\"].astype(int).astype(\"category\")\n", "\n", " adata.var_names_make_unique() \n", " \n", " # make spot name unique\n", " adata.obs_names = [x+'_'+ samples[sample_id] for x in adata.obs_names]\n", "\n", " \n", " ## Constructing the spatial network\n", " x_array=adata.obs[\"x\"].tolist()\n", " y_array=adata.obs[\"y\"].tolist()\n", " location=np.array([x_array, y_array]).T.astype(np.float32)\n", " n_neighbors = 7\n", " graph = kneighbors_graph(np.asarray(location), int(n_neighbors), metric='euclidean',\n", " metric_params={}, include_self=False)\n", " graph = 0.5 * (graph + graph.T)\n", "\n", " adata.uns[\"adj\"] = graph\n", " adata.obsm[\"spatial\"] = location\n", " \n", " # Normalization\n", " sc.pp.filter_genes(adata, min_cells=20)\n", " sc.experimental.pp.normalize_pearson_residuals(adata)\n", " sc.pp.scale(adata)\n", "\n", " adj_list.append(adata.uns['adj'])\n", " Batch_list.append(adata)" ] }, { "cell_type": "markdown", "id": "c55f0f97", "metadata": {}, "source": [ "## Concat the scanpy objects for multiple slices" ] }, { "cell_type": "code", "execution_count": 4, "id": "f0a895b3", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:44.493040Z", "start_time": "2024-04-03T11:11:44.479086Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "adata_concat.shape: (3190, 159)\n" ] } ], "source": [ "adata_concat = ad.concat(Batch_list, label=\"slice_name\", keys=samples[slice_inds[0]:slice_inds[-1]+1])\n", "adata_concat.obs['groundtruth'] = adata_concat.obs['groundtruth'].astype('category')\n", "adata_concat.obs[\"batch_name\"] = adata_concat.obs[\"slice_name\"].astype('category')\n", "print('adata_concat.shape: ', adata_concat.shape)" ] }, { "cell_type": "markdown", "id": "a137aa69", "metadata": {}, "source": [ "## Concat the spatial network for multiple slices" ] }, { "cell_type": "code", "execution_count": 5, "id": "42af0487", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:44.652613Z", "start_time": "2024-04-03T11:11:44.494037Z" } }, "outputs": [], "source": [ "adj_concat = np.asarray(adj_list[0].todense())\n", "for batch_id in range(1,len(samples[slice_inds[0]:slice_inds[-1]+1])):\n", " adj_concat = scipy.linalg.block_diag(adj_concat, np.asarray(adj_list[batch_id].todense()))\n", "adata_concat.uns['edgeList'] = np.nonzero(adj_concat)\n", "adata_concat.uns['network'] = scipy.sparse.csr_matrix(adj_concat)" ] }, { "cell_type": "code", "execution_count": 6, "id": "9c6cb37c", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:44.668575Z", "start_time": "2024-04-03T11:11:44.653611Z" } }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 3190 × 159\n", " obs: 'x', 'y', 'groundtruth', 'slice_name', 'batch_name'\n", " uns: 'edgeList', 'network'\n", " obsm: 'spatial'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_concat" ] }, { "cell_type": "markdown", "id": "f7942b77", "metadata": {}, "source": [ "## Perform GraphPCA_multi" ] }, { "cell_type": "code", "execution_count": 7, "id": "db0d81c5", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:46.404382Z", "start_time": "2024-04-03T11:11:44.670566Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3190, 50)\n" ] } ], "source": [ "Z,_ = sg.Run_GPCA(adata_concat, network=adata_concat.uns['network'], n_components = 50, method = \"knn\", _lambda = 0.6,n_neighbors=7,\n", " save_reconstruction=True)\n", "adata_concat.obsm[\"GraphPCA\"] = Z\n", "print(Z.shape)" ] }, { "cell_type": "markdown", "id": "6369f508", "metadata": {}, "source": [ "## Clustering" ] }, { "cell_type": "code", "execution_count": 8, "id": "16c0700c", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:46.563824Z", "start_time": "2024-04-03T11:11:46.405380Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7636451157316565\n" ] } ], "source": [ "estimator = KMeans(n_clusters=4)\n", "res = estimator.fit(Z[:,:])\n", "lable_pred=res.labels_\n", "adata_concat.obs[\"GPCA_pred\"]= lable_pred\n", "adata_concat.obs[\"GPCA_pred\"] = adata_concat.obs[\"GPCA_pred\"].astype('category')\n", "adata_concat.obsm[\"GraphPCA\"] = Z\n", "print(ari_score(adata_concat.obs.GPCA_pred,adata_concat.obs.groundtruth))" ] }, { "cell_type": "markdown", "id": "d8949b8c", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 9, "id": "d4699fd9", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:46.579782Z", "start_time": "2024-04-03T11:11:46.565819Z" } }, "outputs": [], "source": [ "adata_concat.obs['GPCA_pred'] = pd.Series(sg.match_cluster_labels(adata_concat.obs['groundtruth'], adata_concat.obs['GPCA_pred'].values),\n", " index=adata_concat.obs.index, dtype='category')" ] }, { "cell_type": "code", "execution_count": 10, "id": "d0bbe186", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:47.990010Z", "start_time": "2024-04-03T11:11:46.581776Z" } }, "outputs": [], "source": [ "Batch_list = []\n", "for section_id in samples[slice_inds[0]:slice_inds[-1]+1]:\n", " Batch_list.append(adata_concat[adata_concat.obs['batch_name'] == section_id])\n", "\n", "for bb in range(3):\n", "\n", " refined_pred=sg.refine(sample_id=Batch_list[bb].obs.index.tolist(), pred=Batch_list[bb].obs[\"GPCA_pred\"].tolist(),\n", " dis= pair(Batch_list[bb].obsm[\"spatial\"]), shape=\"generic\",neighbor_num=7)\n", " Batch_list[bb].obs[\"GPCA_pred\"] = refined_pred\n", " Batch_list[bb].obs[\"GPCA_pred\"] = Batch_list[bb].obs[\"GPCA_pred\"].astype('category')\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "b0cf5393", "metadata": { "ExecuteTime": { "end_time": "2024-04-03T11:11:48.274760Z", "start_time": "2024-04-03T11:11:47.991008Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "spot_size = 200\n", "title_size = 12\n", "Ref_colors = [\"#E64B35FF\",\"#4DBBD5FF\",\"#00A087FF\",\"#3C5488FF\"]\n", "ARI_list = []\n", "for bb in range(3):\n", " ARI_list.append(round(ari_score(Batch_list[bb].obs['groundtruth'], Batch_list[bb].obs['GPCA_pred']), 2))\n", " Batch_list[bb].uns['GPCA_pred_colors'] = Ref_colors\n", " \n", "fig, ax = plt.subplots(1, 3, figsize=(10, 5), gridspec_kw={'wspace': 0.05, 'hspace': 0.1})\n", "_sc_0 = sc.pl.spatial(Batch_list[0], img_key=None, color=['GPCA_pred'], title=[''],\n", " legend_loc=None, legend_fontsize=12, show=False, ax=ax[0], frameon=False,\n", " spot_size=spot_size)\n", "_sc_0[0].set_title(\"ARI=\" + str(ARI_list[0]), size=title_size)\n", "_sc_1 = sc.pl.spatial(Batch_list[1], img_key=None, color=['GPCA_pred'], title=[''],\n", " legend_loc=None, legend_fontsize=12, show=False, ax=ax[1], frameon=False,\n", " spot_size=spot_size)\n", "_sc_1[0].set_title(\"ARI=\" + str(ARI_list[1]), size=title_size)\n", "_sc_2 = sc.pl.spatial(Batch_list[2], img_key=None, color=['GPCA_pred'], title=[''],\n", " legend_loc=None, legend_fontsize=12, show=False, ax=ax[2], frameon=False,\n", " spot_size=spot_size)\n", "_sc_2[0].set_title(\"ARI=\" + str(ARI_list[2]), size=title_size)\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "graphpca", "language": "python", "name": "graphpca" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "253.438px" }, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }