{ "cells": [ { "cell_type": "markdown", "id": "577cec55", "metadata": {}, "source": [ "# Tutorial 2: ATAC-RNA-Seq Mouse Brain RNA and ATAC Multi-Omics Data" ] }, { "cell_type": "markdown", "id": "8d0b44ca", "metadata": {}, "source": [ "We applied COSMOS to analyze a spatially resolved multi-omics dataset based on real-world experiments instead of simulated data. This experimental dataset contains P22 mouse brain coronal sections with a joint profiling of spatial chromatin accessibility (ATAC) and spatial transcriptome (RNA). The annotation was manually generated by aligning the sample with the P56 mouse brain coronal section from Allen Mouse Brain Atlas.\n", "\n", "The raw data can be downloaded from: \n", "https://brain-spatial-omics.cells.ucsc.edu\n", "\n", "The processed data is available at: https://zenodo.org/records/13932144" ] }, { "cell_type": "code", "execution_count": 1, "id": "fef369d0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Applications/anaconda3/envs/spaceflow_env/lib/python3.7/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import scanpy as sc\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from umap import UMAP\n", "import sklearn\n", "import seaborn as sns\n", "from COSMOS import cosmos\n", "from COSMOS.pyWNN import pyWNN \n", "import h5py\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "random_seed = 20" ] }, { "cell_type": "markdown", "id": "478b1e45", "metadata": {}, "source": [ "## Preparation of data" ] }, { "cell_type": "markdown", "id": "b413659f", "metadata": {}, "source": [ "### Importing the data" ] }, { "cell_type": "code", "execution_count": 2, "id": "9049b5ff", "metadata": {}, "outputs": [], "source": [ "data_mat = h5py.File('./ATAC_RNA_Seq_MouseBrain_RNA_ATAC.h5', 'r')\n", "df_data_RNA = np.array(data_mat['X_RNA']).astype('float64') # gene count matrix\n", "df_data_ATAC= np.array(data_mat['X_ATAC']).astype('float64') # protein count matrix\n", "loc = np.array(data_mat['Pos']).astype('float64') \n", "LayerName = list(data_mat['LayerName'])\n", "LayerName = [item.decode(\"utf-8\") for item in LayerName]\n", "\n", "adata1 = sc.AnnData(df_data_RNA, dtype=\"float64\")\n", "adata1.obsm['spatial'] = np.array(loc)\n", "adata1.obs['LayerName'] = LayerName\n", "adata1.obs['x_pos'] = np.array(loc)[:,0]\n", "adata1.obs['y_pos'] = np.array(loc)[:,1]\n", "\n", "adata2 = sc.AnnData(df_data_ATAC, dtype=\"float64\")\n", "adata2.obsm['spatial'] = np.array(loc)\n", "adata2.obs['LayerName'] = LayerName\n", "adata2.obs['x_pos'] = np.array(loc)[:,0]\n", "adata2.obs['y_pos'] = np.array(loc)[:,1]" ] }, { "cell_type": "markdown", "id": "a35e163c", "metadata": {}, "source": [ "### Visualizing spatial positions with annotation" ] }, { "cell_type": "code", "execution_count": 3, "id": "79954d85", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-4.95, 103.95, -2.8500000000000005, 103.85)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata_new = adata1.copy()\n", "adata_new.obs[\"LayerName\"]=adata_new.obs[\"LayerName\"].astype('category')\n", "\n", "\n", "matplotlib.rcParams['font.size'] = 12.0\n", "fig, axes = plt.subplots(1, 1, figsize=(3.5,3))\n", "sz = 20\n", "plot_color=['#D1D1D1','#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', \\\n", " '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#ffd8b1', '#800000', '#aaffc3', '#808000', '#000075', '#000000', '#808080', '#ffffff', '#fffac8']\n", "\n", "domains=\"LayerName\"\n", "num_celltype=len(adata_new.obs[domains].unique())\n", "adata_new.uns[domains+\"_colors\"]=list(plot_color[:num_celltype])\n", "titles = 'Annotation ' \n", "ax=sc.pl.scatter(adata_new,alpha=1,x=\"x_pos\",y=\"y_pos\",color=domains,title=titles ,color_map=plot_color,show=False,size=sz,ax = axes)\n", "ax.axis('off')" ] }, { "cell_type": "markdown", "id": "592c8dcf", "metadata": {}, "source": [ "## Applying COSMOS to integrate RNA and ATAC omics" ] }, { "cell_type": "code", "execution_count": 4, "id": "5482063d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1000, Loss: 1.4096118211746216\n", "Epoch 11/1000, Loss: 1.1203821897506714\n", "Epoch 21/1000, Loss: 0.7638721466064453\n", "Epoch 31/1000, Loss: 0.4149342179298401\n", "Epoch 41/1000, Loss: 0.17488263547420502\n", "Epoch 51/1000, Loss: 0.06789164245128632\n", "Epoch 61/1000, Loss: 0.0332467220723629\n", "Epoch 71/1000, Loss: 0.02090390771627426\n", "Epoch 81/1000, Loss: 0.01618310436606407\n", "Epoch 91/1000, Loss: 0.012922131456434727\n", "Epoch 101/1000, Loss: 0.010959653183817863\n", "Epoch 111/1000, Loss: 0.010975166223943233\n", "Epoch 121/1000, Loss: 0.008905645459890366\n", "Epoch 131/1000, Loss: 0.009921539574861526\n", "Epoch 141/1000, Loss: 0.008092425763607025\n", "Epoch 151/1000, Loss: 0.007676845416426659\n", "Epoch 161/1000, Loss: 0.007937170565128326\n", "Epoch 171/1000, Loss: 0.00713766273111105\n", "Epoch 181/1000, Loss: 0.006691939663141966\n", "Epoch 191/1000, Loss: 0.006564016919583082\n", "Epoch 201/1000, Loss: 0.0060991630889475346\n", "Epoch 211/1000, Loss: 0.005894108675420284\n", "Epoch 221/1000, Loss: 0.005854759365320206\n", "Epoch 231/1000, Loss: 0.00644934456795454\n", "Computing KNN distance matrices using default Scanpy implementation\n", "Computing modality weights\n", "Computing weighted distances for union of 200 nearest neighbors between modalities\n", "0 out of 9215 0.01 seconds elapsed\n", "2000 out of 9215 14.91 seconds elapsed\n", "4000 out of 9215 33.62 seconds elapsed\n", "6000 out of 9215 50.52 seconds elapsed\n", "8000 out of 9215 66.17 seconds elapsed\n", "Selecting top K neighbors\n", "Epoch 241/1000, Loss: 0.00976722501218319\n", "Epoch 251/1000, Loss: 0.008706186898052692\n", "Epoch 261/1000, Loss: 0.0083543062210083\n", "Epoch 271/1000, Loss: 0.007722612004727125\n", "Epoch 281/1000, Loss: 0.006718369200825691\n", "Epoch 291/1000, Loss: 0.006474517751485109\n", "Epoch 301/1000, Loss: 0.006135233677923679\n", "Epoch 311/1000, Loss: 0.005993305705487728\n", "Epoch 321/1000, Loss: 0.005595795810222626\n", "Epoch 331/1000, Loss: 0.006280450150370598\n", "Epoch 341/1000, Loss: 0.005268147215247154\n", "Epoch 351/1000, Loss: 0.005161567125469446\n", "Epoch 361/1000, Loss: 0.00490208063274622\n", "Epoch 371/1000, Loss: 0.0049283732660114765\n", "Epoch 381/1000, Loss: 0.005684142000973225\n", "Epoch 391/1000, Loss: 0.004497723188251257\n", "Epoch 401/1000, Loss: 0.004536759108304977\n", "Epoch 411/1000, Loss: 0.004365301690995693\n", "Epoch 421/1000, Loss: 0.004128994420170784\n", "Epoch 431/1000, Loss: 0.0042103361338377\n", "Epoch 441/1000, Loss: 0.004210502374917269\n", "Epoch 451/1000, Loss: 0.003974263556301594\n", "Epoch 461/1000, Loss: 0.003947787452489138\n", "Epoch 471/1000, Loss: 0.0037678773514926434\n", "Epoch 481/1000, Loss: 0.003693088423460722\n", "Epoch 491/1000, Loss: 0.0037871231324970722\n", "Epoch 501/1000, Loss: 0.0035643766168504953\n", "Epoch 511/1000, Loss: 0.0034569408744573593\n", "Epoch 521/1000, Loss: 0.003453570883721113\n", "Epoch 531/1000, Loss: 0.0034160902723670006\n", "Epoch 541/1000, Loss: 0.0036303717643022537\n", "Epoch 551/1000, Loss: 0.0034599590580910444\n", "Epoch 561/1000, Loss: 0.0034072331618517637\n", "Epoch 571/1000, Loss: 0.0031724791042506695\n", "Epoch 581/1000, Loss: 0.003167568240314722\n", "Epoch 591/1000, Loss: 0.0031775173265486956\n", "Epoch 601/1000, Loss: 0.003394388360902667\n", "Epoch 611/1000, Loss: 0.003301542019471526\n", "Epoch 621/1000, Loss: 0.003027899656444788\n", "Epoch 631/1000, Loss: 0.0029416850302368402\n", "Epoch 641/1000, Loss: 0.0030105530750006437\n", "Epoch 651/1000, Loss: 0.0028281831182539463\n", "Epoch 661/1000, Loss: 0.0029806550592184067\n", "Epoch 671/1000, Loss: 0.0028709787875413895\n", "Epoch 681/1000, Loss: 0.0028544238302856684\n", "Epoch 691/1000, Loss: 0.004297688137739897\n", "Epoch 701/1000, Loss: 0.0029091904871165752\n", "Epoch 711/1000, Loss: 0.0027824100106954575\n", "Epoch 721/1000, Loss: 0.002913344418630004\n", "Epoch 731/1000, Loss: 0.0028275884687900543\n", "Epoch 741/1000, Loss: 0.002887941198423505\n", "Epoch 751/1000, Loss: 0.002716190880164504\n", "Epoch 761/1000, Loss: 0.002677301410585642\n", "Epoch 771/1000, Loss: 0.002753929700702429\n", "Epoch 781/1000, Loss: 0.002718151779845357\n", "Epoch 791/1000, Loss: 0.002680630888789892\n", "Epoch 801/1000, Loss: 0.0026806769892573357\n", "Epoch 811/1000, Loss: 0.0029179449193179607\n", "Epoch 821/1000, Loss: 0.0025795595720410347\n", "Epoch 831/1000, Loss: 0.002561993198469281\n", "Epoch 841/1000, Loss: 0.0025949659757316113\n", "Epoch 851/1000, Loss: 0.0025220406241714954\n", "Epoch 861/1000, Loss: 0.002628563204780221\n", "Epoch 871/1000, Loss: 0.002526515629142523\n", "Epoch 881/1000, Loss: 0.002525521442294121\n", "Epoch 891/1000, Loss: 0.0027280000504106283\n", "Epoch 901/1000, Loss: 0.0025486331433057785\n", "Epoch 911/1000, Loss: 0.0025585724506527185\n", "Epoch 921/1000, Loss: 0.0025136114563792944\n", "Epoch 931/1000, Loss: 0.0024391249753534794\n", "Epoch 941/1000, Loss: 0.002414568094536662\n" ] } ], "source": [ "## COSMOS training \n", "cosmos_comb = cosmos.Cosmos(adata1=adata1,adata2=adata2)\n", "cosmos_comb.preprocessing_data(n_neighbors = 10)\n", "cosmos_comb.train(spatial_regularization_strength=0.01, z_dim=50, \n", " lr=1e-3, wnn_epoch = 500, total_epoch=1000, max_patience_bef=10, max_patience_aft=30, min_stop=200, \n", " random_seed=random_seed, gpu=0, regularization_acceleration=True, edge_subset_sz=1000000)\n", "weights = cosmos_comb.weights\n", "df_embedding = pd.DataFrame(cosmos_comb.embedding)" ] }, { "cell_type": "markdown", "id": "94c47bcb", "metadata": {}, "source": [ "### Clustering of COSMOS integration" ] }, { "cell_type": "code", "execution_count": 5, "id": "9d1ee183", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "adata_new = adata1.copy()\n", "embedding_adata = sc.AnnData(df_embedding)\n", "sc.pp.neighbors(embedding_adata, n_neighbors=50, use_rep='X')\n", "\n", "# Manualy setting resolution for clustering\n", "res = 1.0\n", "sc.tl.louvain(embedding_adata, resolution=res)\n", "adata_new.obs['Cluster_cosmos'] = list(embedding_adata.obs[\"louvain\"].cat.codes)\n", "adata_new.obs[\"Cluster_cosmos\"]=adata_new.obs[\"Cluster_cosmos\"].astype('category')\n", "\n", "# Relabeling clusters with layer names\n", "digit_labels = list(adata_new.obs['Cluster_cosmos'])\n", "for i in range(len(digit_labels)):\n", " if digit_labels[i] not in [0,1,2,4,5,6,7,8,11]:\n", " digit_labels[i] = 100\n", "adata_new.obs['Cluster_cosmos'] = digit_labels\n", "adata_new.obs[\"Cluster_cosmos\"]=adata_new.obs[\"Cluster_cosmos\"].astype('category')\n", "adata_new.obs['Cluster_cosmos'].cat.rename_categories({0: 'CP2',\n", " 1: 'L5',\n", " 2: 'CP1',\n", " 4: 'L4',\n", " 5: 'ccg/aco',\n", " 6: 'ACB',\n", " 7: 'L1-L3',\n", " 8: 'L6a/b',\n", " 11: 'VL',\n", " 100: '1_others'\n", " }, inplace=True)\n", "\n", "ordered_cluster = np.unique(list(adata_new.obs['Cluster_cosmos']))\n", "adata_new.obs['Cluster_cosmos'] = adata_new.obs['Cluster_cosmos'].cat.reorder_categories(ordered_cluster, ordered=True)\n", "\n", "# Calculating ARI\n", "opt_cluster_cosmos = list(adata_new.obs['Cluster_cosmos'])\n", "opt_ari_cosmos = sklearn.metrics.adjusted_rand_score(LayerName, opt_cluster_cosmos)\n", "opt_ari_cosmos = round(opt_ari_cosmos, 2)\n", "\n", "# Ploting figures\n", "matplotlib.rcParams['font.size'] = 8.0\n", "fig, axes = plt.subplots(1, 2, figsize=(6,2))\n", "sz = 10\n", "plot_color=['#D1D1D1','#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', \\\n", " '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#ffd8b1', '#800000', '#aaffc3', '#808000', '#000075', '#000000', '#808080', '#ffffff', '#fffac8']\n", "domains=\"LayerName\"\n", "num_celltype=len(adata_new.obs[domains].unique())\n", "adata_new.uns[domains+\"_colors\"]=list(plot_color[:num_celltype])\n", "titles = 'Annotation' \n", "ax=sc.pl.scatter(adata_new,alpha=1,x=\"x_pos\",y=\"y_pos\",color=domains,title=titles ,color_map=plot_color,show=False,size=sz,ax = axes[0])\n", "ax.axis('off')\n", "\n", "plot_color_1=['#D1D1D1','#e6194b', '#3cb44b', '#bcf60c','#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', \\\n", " '#fabebe', '#008080', '#e6beff', '#9a6324', '#ffd8b1', '#800000', '#aaffc3', '#808000', '#000075', '#000000', '#808080', '#ffffff', '#fffac8']\n", "domains=\"Cluster_cosmos\"\n", "num_celltype=len(adata_new.obs[domains].unique())\n", "adata_new.uns[domains+\"_colors\"]=list(plot_color_1[:num_celltype])\n", "titles = 'COSMOS, ARI = ' + str(opt_ari_cosmos)\n", "ax=sc.pl.scatter(adata_new,alpha=1,x=\"x_pos\",y=\"y_pos\",color=domains,title=titles ,color_map=plot_color_1,show=False,size=sz,ax = axes[1])\n", "ax.axis('off')\n", "plt.tight_layout()\n" ] }, { "cell_type": "markdown", "id": "d9137d57", "metadata": {}, "source": [ "### UMAP visualization of COSMOS integration" ] }, { "cell_type": "code", "execution_count": 6, "id": "57cffd41", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# UMAP visualization\n", "umap_2d = UMAP(n_components=2, init='random', random_state=random_seed, min_dist = 0.3,n_neighbors=30)\n", "umap_pos = umap_2d.fit_transform(df_embedding)\n", "adata_new.obs['cosmos_umap_pos_x'] = umap_pos[:,0]\n", "adata_new.obs['cosmos_umap_pos_y'] = umap_pos[:,1]\n", "\n", "# Ploting figures\n", "matplotlib.rcParams['font.size'] = 8.0\n", "fig, axes = plt.subplots(1, 1, figsize=(4,3))\n", "sz = 10\n", "domains=\"Cluster_cosmos\"\n", "num_celltype=len(adata_new.obs[domains].unique())\n", "adata_new.uns[domains+\"_colors\"]=list(plot_color_1[:num_celltype])\n", "titles = 'UMAP of COSMOS'\n", "ax=sc.pl.scatter(adata_new,alpha=1,x=\"cosmos_umap_pos_x\",y=\"cosmos_umap_pos_y\",color=domains,title=titles ,color_map=plot_color_1,show=False,size=sz,ax = axes)\n", "ax.axis('off')\n", "plt.tight_layout()\n" ] }, { "cell_type": "markdown", "id": "93b5829c", "metadata": {}, "source": [ "### Pseudo-spatiotemporal map (pSM) from COSMOS integration\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "f96dc6d7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Calculating pseudo-times \n", "embedding_adata.uns['iroot'] = np.flatnonzero(adata_new.obs[\"Cluster_cosmos\"] == 'CP2')[0]\n", "sc.tl.diffmap(embedding_adata)\n", "sc.tl.dpt(embedding_adata)\n", "pSM_values_cosmos = embedding_adata.obs['dpt_pseudotime'].to_numpy()\n", "\n", "\n", "# Ploting figures\n", "matplotlib.rcParams['font.size'] = 8.0\n", "fig, axes = plt.subplots(1, 1, figsize=(3,3))\n", "sz = 10\n", "x = np.array(adata_new.obs['x_pos'])\n", "y = np.array(adata_new.obs['y_pos'])\n", "ax_temp = axes\n", "im = ax_temp.scatter(x, y, s=20, c=pSM_values_cosmos, marker='.', cmap='coolwarm',alpha = 1)\n", "ax_temp.axis('off')\n", "ax_temp.set_title('dpt_pseudotime of COSMOS')\n", "plt.tight_layout()\n" ] }, { "cell_type": "markdown", "id": "04d2d303", "metadata": {}, "source": [ "### Showing modality weights of two omics in COSMOS integration" ] }, { "cell_type": "code", "execution_count": 8, "id": "d88795d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_weight_value(alpha, label, modality1='RNA', modality2='ATAC',order = None):\n", " df = pd.DataFrame(columns=[modality1, modality2, 'label']) \n", " df[modality1], df[modality2] = alpha[:, 0], alpha[:, 1]\n", " df['label'] = label\n", " df = df.set_index('label').stack().reset_index()\n", " df.columns = ['label_COSMOS', 'Modality', 'Modality weights']\n", " matplotlib.rcParams['font.size'] = 8.0\n", " fig, axes = plt.subplots(1, 1, figsize=(5,3))\n", " ax = sns.violinplot(data=df, x='label_COSMOS', y='Modality weights', hue=\"Modality\",\n", " split=True, inner=\"quart\", linewidth=1, show=False, orient = 'v', order=order)\n", " plt.tight_layout(w_pad=0.05)\n", " ax.set_title(modality1 + ' vs ' + modality2)\n", " ax.set_xticklabels(order, rotation = 45)\n", "ordered_cluster = np.unique(LayerName)\n", "layer_type = ordered_cluster\n", "index_all = [np.array([i for i in range(len(LayerName)) if LayerName[i] == ordered_cluster[0]])]\n", "for k in range(1,len(layer_type)):\n", " temp_idx = np.array([i for i in range(len(LayerName)) if LayerName[i] == ordered_cluster[k]])\n", " index_all.append(temp_idx)\n", " \n", "wghts_mean = np.mean(weights[index_all[0],:],0)\n", "for k in range(1,len(ordered_cluster)):\n", " wghts_mean_temp = np.mean(weights[index_all[k],:],0)\n", " wghts_mean = np.vstack([wghts_mean, wghts_mean_temp])\n", "df_wghts_mean = pd.DataFrame(wghts_mean,columns = ['w1','w2'],index = ordered_cluster)\n", "\n", "df_sort_mean = df_wghts_mean.sort_values(by=['w1'])\n", "plot_weight_value(weights, np.array(adata_new.obs['LayerName']), order = list(df_sort_mean.index))\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.7.16" } }, "nbformat": 4, "nbformat_minor": 5 }