--- a +++ b/docs/source/vignettes/Liu cell lines.ipynb @@ -0,0 +1,411 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Integrating scCAT-seq cell lines" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Biology\n", + "import muon as mu\n", + "import scanpy as sc\n", + "\n", + "import mowgli" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Plotting\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the Liu cell lines dataset, which contains 3 well separated cell lines profiled with scRNA-seq and scATAC-seq. You can download the data from https://figshare.com/s/fadcb181b470d32c73c7" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cdd96707", + "metadata": {}, + "outputs": [], + "source": [ + "mdata = mu.read_h5mu(\"liu_preprocessed.h5mu.gz\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For computational reasons, in this simple demonstration we reduce the number of features a lot." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "sc.pp.highly_variable_genes(mdata[\"rna\"], n_top_genes=500)\n", + "sc.pp.highly_variable_genes(mdata[\"atac\"], n_top_genes=500)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualize independant modalities" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us visualize the cell lines independantly using UMAP projections." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Umap RNA\n", + "sc.pp.scale(mdata[\"rna\"], zero_center=False)\n", + "sc.tl.pca(mdata[\"rna\"], svd_solver=\"arpack\")\n", + "sc.pp.neighbors(mdata[\"rna\"], n_neighbors=10, n_pcs=10)\n", + "sc.tl.umap(mdata[\"rna\"], spread=1.5, min_dist=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Umap ATAC\n", + "sc.pp.scale(mdata[\"atac\"], zero_center=False)\n", + "sc.tl.pca(mdata[\"atac\"], svd_solver=\"arpack\")\n", + "sc.pp.neighbors(mdata[\"atac\"], n_neighbors=10, n_pcs=10)\n", + "sc.tl.umap(mdata[\"atac\"], spread=1.5, min_dist=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 576x216 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display UMAP\n", + "fig, axes = plt.subplots(1, 2, figsize=(8, 3))\n", + "sc.pl.umap(\n", + " mdata[\"rna\"],\n", + " color=\"celltype\",\n", + " legend_loc=\"on data\",\n", + " size=50,\n", + " show=False,\n", + " ax=axes[0],\n", + ")\n", + "sc.pl.umap(\n", + " mdata[\"atac\"],\n", + " color=\"celltype\",\n", + " legend_loc=\"on data\",\n", + " size=50,\n", + " show=False,\n", + " ax=axes[1],\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us define the model and perform the dimensionaly reduction." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the model\n", + "model = mowgli.models.MowgliModel(latent_dim=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8ab75498", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 4%|▍ | 8/200 [00:08<03:32, 1.11s/it, loss=-0.11106829, mass_transported=0.757, loss_inner=-0.053246647, inner_steps=60, gpu_memory_allocated=0] \n" + ] + } + ], + "source": [ + "# Perform the training.\n", + "model.train(mdata)" + ] + }, + { + "cell_type": "markdown", + "id": "1fb80fd5", + "metadata": {}, + "source": [ + "## Visualize the embedding" + ] + }, + { + "cell_type": "markdown", + "id": "564a2629", + "metadata": {}, + "source": [ + "Now, let us display the obtained embedding." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a1c4a14e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# First using a UMAP plot. This is pure Scanpy!\n", + "sc.pp.neighbors(mdata, use_rep=\"W_OT\", key_added=\"mowgli\")\n", + "sc.tl.umap(mdata, min_dist=0.5, spread=1.5, neighbors_key=\"mowgli\")\n", + "sc.pl.umap(mdata, color=\"rna:celltype\", size=200, alpha=0.7, legend_loc=\"on data\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "eab238ad", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 360x360 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Then using a dendogram.\n", + "mowgli.pl.clustermap(\n", + " mdata,\n", + " obsm=\"W_OT\",\n", + " yticklabels=False,\n", + " figsize=(5, 5),\n", + " col_cluster=False,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "0d7d29f9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/users/csb/huizing/anaconda3/lib/python3.8/site-packages/scanpy/plotting/_anndata.py:2414: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.\n", + " obs_tidy.index.value_counts(sort=False).iteritems()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 360x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Then, using a heatmap.\n", + "mowgli.pl.heatmap(\n", + " mdata,\n", + " obsm=\"W_OT\",\n", + " groupby=\"rna:celltype\",\n", + " figsize=(5, 5),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 538.128x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Finally, display a violin plot of the value at a given dimension of the cells.\n", + "mowgli.pl.factor_violin(mdata, groupby=\"rna:celltype\", dim=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clustering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can perform clustering on the lower-dimensional space." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Again, pure Scanpy for clustering.\n", + "sc.tl.leiden(mdata, resolution=0.1, neighbors_key=\"mowgli\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 989.28x288 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Let's display the clustering results on the previously computed UMAP.\n", + "sc.pl.umap(\n", + " mdata, color=[\"rna:celltype\", \"leiden\"], size=200, alpha=0.7, legend_loc=\"on data\"\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.8.5 ('base')", + "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": "3.8.5" + }, + "vscode": { + "interpreter": { + "hash": "8ba723ea251c3bb47b49f140ac541c116def08dcde9f0d62bfab2e65e5e12241" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}