{ "cells": [ { "cell_type": "markdown", "id": "577cec55", "metadata": {}, "source": [ "# Tutorial 1: Simulated Spatially Resolved Paired Multi-Omics Data" ] }, { "cell_type": "markdown", "id": "8d0b44ca", "metadata": {}, "source": [ "We simulated a spatially resolved multi-omics dataset from mouse visual cortex STARmap spatial transcriptomics data, which consists of 1207 cells annotated by six layer labels: L1, L2/3, L4, L5, L6, and HPC/CC. We generated two datasets (termed as “Omics-1” and “Omics-2” ) by shuffling cells in L4/L5 and L5/L6, respectively, and then added Gaussian noise to the expression values. We applied COSMOS to integrate the two datasets and evaluated its performance.\n", "\n", "The raw data can be downloaded from: \n", "https://www.dropbox.com/sh/f7ebheru1lbz91s/AADm6D54GSEFXB1feRy6OSASa/visual_1020/20180505_BY3_1kgenes?dl=0&subfolder_nav_tracking=1\n", "\n", "The processed data is available at: https://zenodo.org/records/13932144" ] }, { "cell_type": "code", "execution_count": 1, "id": "cf7f2f72", "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 warnings\n", "warnings.filterwarnings('ignore')\n", "random_seed = 20" ] }, { "cell_type": "markdown", "id": "2c90cf92", "metadata": {}, "source": [ "## Preparation of data" ] }, { "cell_type": "markdown", "id": "5a33b441", "metadata": {}, "source": [ "### Importing the spatially resolved transcriptomics data" ] }, { "cell_type": "code", "execution_count": 2, "id": "98457bc5", "metadata": {}, "outputs": [], "source": [ "# Importing mouse visual cortex STARMap data\n", "df_data = pd.read_csv('./MVC_counts.csv',sep=\",\",header=0,na_filter=False,index_col=0) \n", "df_meta = pd.read_csv('./MVC_meta.csv',sep=\",\",header=0,na_filter=False,index_col=0) \n", "df_pixels = df_meta.iloc[:,2:4]\n", "df_labels = list(df_meta.iloc[:,1])\n", "adata = sc.AnnData(X = df_data)\n", "adata.obs['LayerName'] = df_labels # Combining HPC and CC\n", "adata.obs['LayerName_2'] = list(df_meta.iloc[:,4]) # Separating HPC and CC\n", "\n", "# Spatial positions\n", "adata.obsm['spatial'] = np.array(df_pixels)\n", "adata.obs['x_pos'] = adata.obsm['spatial'][:,0]\n", "adata.obs['y_pos'] = adata.obsm['spatial'][:,1]\n", "label_type = ['L1','L2/3','L4','L5','L6','HPC/CC']" ] }, { "cell_type": "markdown", "id": "caf9779c", "metadata": {}, "source": [ "### Generating simulated spatially resolved paired multi-omics data" ] }, { "cell_type": "code", "execution_count": 3, "id": "65687da8", "metadata": {}, "outputs": [], "source": [ "# Shuffling L4/L5 and L5/L6 of the original data, respectively.\n", "index_all = [np.array([i for i in range(len(df_labels)) if df_labels[i] == label_type[0]])]\n", "for k in range(1,len(label_type)):\n", " temp_idx = np.array([i for i in range(len(df_labels)) if df_labels[i] == label_type[k]])\n", " index_all.append(temp_idx)\n", "index_int1 = np.array(list(index_all[2]) + list(index_all[3]))\n", "index_int2 = np.array(list(index_all[4]) + list(index_all[3]))\n", "\n", "# Adding Gaussian noise to each omics\n", "adata1 = adata.copy()\n", "np.random.seed(random_seed)\n", "data_noise_1 = 1 + np.random.normal(0,0.05,adata.shape)\n", "adata1.X[index_int1,:] = np.multiply(adata.X,data_noise_1)[np.random.permutation(index_int1),:]\n", "\n", "adata2 = adata.copy()\n", "np.random.seed(random_seed+1)\n", "data_noise_2 = 1 + np.random.normal(0,0.05,adata.shape)\n", "adata2.X[index_int2,:] = np.multiply(adata.X,data_noise_2)[np.random.permutation(index_int2),:]" ] }, { "cell_type": "markdown", "id": "592c8dcf", "metadata": {}, "source": [ "## Applying COSMOS to integrate the two omics" ] }, { "cell_type": "code", "execution_count": 4, "id": "5cc424d7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/1000, Loss: 1.381675362586975\n", "Epoch 11/1000, Loss: 1.3659112453460693\n", "Epoch 21/1000, Loss: 1.2809498310089111\n", "Epoch 31/1000, Loss: 0.9700765013694763\n", "Epoch 41/1000, Loss: 0.5997390747070312\n", "Epoch 51/1000, Loss: 0.35201629996299744\n", "Epoch 61/1000, Loss: 0.21895653009414673\n", "Epoch 71/1000, Loss: 0.13471603393554688\n", "Epoch 81/1000, Loss: 0.12116068601608276\n", "Epoch 91/1000, Loss: 0.050545282661914825\n", "Epoch 101/1000, Loss: 0.051060620695352554\n", "Epoch 111/1000, Loss: 0.05818295106291771\n", "Epoch 121/1000, Loss: 0.04157373309135437\n", "Epoch 131/1000, Loss: 0.03906165808439255\n", "Epoch 141/1000, Loss: 0.03377138450741768\n", "Epoch 151/1000, Loss: 0.013441799208521843\n", "Epoch 161/1000, Loss: 0.03021172434091568\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 1207 0.01 seconds elapsed\n", "Selecting top K neighbors\n", "Epoch 171/1000, Loss: 0.027580779045820236\n", "Epoch 181/1000, Loss: 0.015386299230158329\n", "Epoch 191/1000, Loss: 0.017170030623674393\n", "Epoch 201/1000, Loss: 0.01936604082584381\n", "Epoch 211/1000, Loss: 0.07579628378152847\n", "Epoch 221/1000, Loss: 0.01390031911432743\n", "Epoch 231/1000, Loss: 0.008061624132096767\n", "Epoch 241/1000, Loss: 0.0092123132199049\n", "Epoch 251/1000, Loss: 0.01993771642446518\n", "Epoch 261/1000, Loss: 0.007251907605677843\n" ] }, { "data": { "text/plain": [ "array([[-0.05122171, 0.06189891, -0.04163396, ..., 0.01719569,\n", " 0.05247426, -0.04250702],\n", " [ 0.07194728, 0.07764114, -0.00389794, ..., 0.17378254,\n", " -0.02433215, 0.04073898],\n", " [-0.0192323 , 0.0579871 , -0.02071542, ..., 0.2247437 ,\n", " -0.04349456, 0.4226941 ],\n", " ...,\n", " [-0.00102421, -0.00931375, -0.01174889, ..., 0.24501997,\n", " -0.02405061, 0.13805324],\n", " [-0.05110589, -0.01487229, -0.0601284 , ..., -0.08477327,\n", " -0.02289623, 0.19601536],\n", " [ 0.04408433, 0.07072768, -0.02176655, ..., 0.09735874,\n", " -0.0297061 , 0.17471032]], dtype=float32)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# COSMOS integration\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, 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)" ] }, { "cell_type": "markdown", "id": "94c47bcb", "metadata": {}, "source": [ "### Domain segmentation by COSMOS integration" ] }, { "cell_type": "code", "execution_count": 5, "id": "f6e573e0", "metadata": {}, "outputs": [], "source": [ "def screen_resolution(df_embedding, labels, res_s = 0.1, res_e = 1.0, step = 0.05, methods = 'leiden'):\n", " max_ari = 0\n", " opt_res = 0\n", " rec_ari = []\n", " rec_res = []\n", " rec_cluster_num = []\n", " for res in np.arange(res_s,res_e,step):\n", " embedding_adata = sc.AnnData(df_embedding)\n", " sc.pp.neighbors(embedding_adata, n_neighbors=50, use_rep='X')\n", " if methods == 'leiden':\n", " sc.tl.leiden(embedding_adata, resolution=float(res))\n", " clusters = list(embedding_adata.obs[\"leiden\"])\n", " else:\n", " sc.tl.louvain(embedding_adata, resolution=float(res))\n", " clusters = list(embedding_adata.obs[\"louvain\"])\n", " ARI_score = sklearn.metrics.adjusted_rand_score(labels, clusters)\n", " ARI_score = round(ARI_score, 2)\n", " cluster_num = len(np.unique(clusters))\n", " print('res = ' + str(round(res, 2)) + ', ARI = ' + str(ARI_score) + ', Cluster# = ' + str(cluster_num))\n", " rec_ari.append(ARI_score)\n", " rec_res.append(res)\n", " rec_cluster_num.append(cluster_num)\n", " print('Maximal ARI = ' + str(max(rec_ari)) + ' with res = ' + str(round(rec_res[np.argmax(rec_ari)],2)))\n", " return rec_ari, rec_res, rec_cluster_num\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "b7128549", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "res = 0.2, ARI = 0.79, Cluster# = 5\n", "res = 0.21, ARI = 0.79, Cluster# = 5\n", "res = 0.22, ARI = 0.79, Cluster# = 5\n", "res = 0.23, ARI = 0.79, Cluster# = 5\n", "res = 0.24, ARI = 0.8, Cluster# = 5\n", "res = 0.25, ARI = 0.8, Cluster# = 5\n", "res = 0.26, ARI = 0.8, Cluster# = 5\n", "res = 0.27, ARI = 0.8, Cluster# = 5\n", "res = 0.28, ARI = 0.8, Cluster# = 5\n", "res = 0.29, ARI = 0.84, Cluster# = 6\n", "res = 0.3, ARI = 0.84, Cluster# = 6\n", "res = 0.31, ARI = 0.74, Cluster# = 6\n", "res = 0.32, ARI = 0.74, Cluster# = 6\n", "res = 0.33, ARI = 0.74, Cluster# = 6\n", "res = 0.34, ARI = 0.74, Cluster# = 6\n", "res = 0.35, ARI = 0.74, Cluster# = 6\n", "res = 0.36, ARI = 0.74, Cluster# = 6\n", "res = 0.37, ARI = 0.7, Cluster# = 6\n", "res = 0.38, ARI = 0.74, Cluster# = 6\n", "res = 0.39, ARI = 0.76, Cluster# = 6\n", "res = 0.4, ARI = 0.75, Cluster# = 6\n", "res = 0.41, ARI = 0.75, Cluster# = 6\n", "res = 0.42, ARI = 0.75, Cluster# = 6\n", "res = 0.43, ARI = 0.75, Cluster# = 6\n", "res = 0.44, ARI = 0.75, Cluster# = 6\n", "res = 0.45, ARI = 0.75, Cluster# = 6\n", "res = 0.46, ARI = 0.75, Cluster# = 6\n", "res = 0.47, ARI = 0.66, Cluster# = 8\n", "res = 0.48, ARI = 0.76, Cluster# = 7\n", "res = 0.49, ARI = 0.75, Cluster# = 7\n", "Maximal ARI = 0.84 with res = 0.29\n" ] }, { "data": { "text/plain": [ "(-282.4831346765602, 6759.627661884987, -630.5286230210683, 14490.623535171215)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Obtaining the optimal domain segmentation\n", "\n", "adata_new = adata1.copy()\n", "label_annotations = list(adata.obs['LayerName'])\n", "\n", "alpha = 0\n", "res_s = 0.2\n", "res_e = 0.5\n", "step = 0.01\n", "methods = 'leiden'\n", "df_embedding = pd.DataFrame(cosmos_comb.embedding)\n", "rec_ari, rec_res, rec_cluster_num = screen_resolution(df_embedding, label_annotations, res_s = res_s, res_e = res_e, step = step, methods = methods)\n", "\n", "opt_ari_cosmos = max(rec_ari)\n", "opt_res_cosmos = rec_res[np.argmax(rec_ari)]\n", "embedding_adata = sc.AnnData(df_embedding)\n", "sc.pp.neighbors(embedding_adata, n_neighbors=50, use_rep='X')\n", "sc.tl.leiden(embedding_adata, resolution=float(opt_res_cosmos))\n", "opt_clusters_cosmos = list(embedding_adata.obs[\"leiden\"])\n", "adata_new.obs['Cluster_cosmos'] = opt_clusters_cosmos\n", "adata_new.obs[\"Cluster_cosmos\"]=adata_new.obs[\"Cluster_cosmos\"].astype('category')\n", "\n", "matplotlib.rcParams['font.size'] = 12.0\n", "fig, axes = plt.subplots(2, 1, figsize=(4,5))\n", "sz = 40\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 = 'Manual 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", "domains=\"Cluster_cosmos\"\n", "num_celltype=len(adata_new.obs[domains].unique())\n", "adata_new.uns[domains+\"_colors\"]=list(plot_color[: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,show=False,size=sz,ax = axes[1])\n", "ax.axis('off')" ] }, { "cell_type": "markdown", "id": "b2345db7", "metadata": {}, "source": [ "### UMAP visualization of COSMOS integration" ] }, { "cell_type": "code", "execution_count": 7, "id": "0f07f88d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-8.883453440666198, 14.081739974021911, -6.550229287147522, 8.842858052253723)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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", "matplotlib.rcParams['font.size'] = 12.0\n", "sz = 20\n", "fig, axes = plt.subplots(1, 1, figsize=(3,3))\n", "\n", "plot_color=['#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 = 'UMAP by 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,show=False,size=sz,ax = axes)\n", "ax.axis('off')\n", "\n" ] }, { "cell_type": "markdown", "id": "428b2170", "metadata": {}, "source": [ "### Pseudo-spatiotemporal map (pSM) from COSMOS integration" ] }, { "cell_type": "code", "execution_count": 8, "id": "97a82910", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(embedding_adata, n_neighbors=20, use_rep='X')\n", "# Setting the root to be the first cell in 'HPC' cells\n", "embedding_adata.uns['iroot'] = np.flatnonzero(adata.obs['LayerName_2'] == 'HPC')[0]\n", "# Diffusion map\n", "sc.tl.diffmap(embedding_adata)\n", "# Diffusion pseudotime\n", "sc.tl.dpt(embedding_adata)\n", "pSM_values = embedding_adata.obs['dpt_pseudotime'].to_numpy()\n", "\n", "matplotlib.rcParams['font.size'] = 12.0\n", "sz = 20\n", "fig, axes = plt.subplots(1, 2, figsize=(7,3))\n", "\n", "x = np.array(adata_new.obs['cosmos_umap_pos_x'])\n", "y = np.array(adata_new.obs['cosmos_umap_pos_y'])\n", "ax_temp = axes[0]\n", "im = ax_temp.scatter(x, y, s=sz, c=pSM_values, marker='.', cmap='coolwarm',alpha = 1)\n", "ax_temp.axis('off')\n", "ax_temp.set_title('pSM in UMAP')\n", "fig.colorbar(im, ax = ax_temp,orientation=\"vertical\", pad=-0.01)\n", "\n", "x = np.array(adata_new.obs['x_pos'])\n", "y = np.array(adata_new.obs['y_pos'])\n", "ax_temp = axes[1]\n", "im = ax_temp.scatter(x, y, s=sz, c=pSM_values, marker='.', cmap='coolwarm',alpha = 1)\n", "ax_temp.axis('off')\n", "ax_temp.set_title('pSM in image')\n", "fig.colorbar(im, ax = ax_temp,orientation=\"vertical\", pad=-0.01)\n", "\n", "\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": 9, "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='omics1', modality2='omics2',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', 'Weight value']\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='Weight value', hue=\"Modality\",\n", " split=True, inner=\"quart\", linewidth=1, show=False, orient = 'v', order=order)\n", " ax.set_title(modality1 + ' vs ' + modality2) \n", " plt.tight_layout(w_pad=0.05)\n", "\n", "weights = cosmos_comb.weights\n", "df_wghts = pd.DataFrame(weights,columns = ['w1','w2'])\n", "weights = np.array(df_wghts)\n", "for k in range(1,len(label_type)):\n", " wghts_mean = np.mean(weights[index_all[0],:],0)\n", "for k in range(1,len(label_type)):\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 = label_type)\n", "df_sort_mean = df_wghts_mean.sort_values(by=['w1'])\n", "plot_weight_value(np.array(df_wghts), np.array(adata.obs['LayerName']), order = list(df_sort_mean.index))" ] } ], "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 }