547 lines (546 with data), 645.8 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Integrating PBMCs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import muon as mu\n",
"import scanpy as sc\n",
"\n",
"import mowgli"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the preprocessed PBMC dataset from 10X Genomics (scRNA-seq + scATAC-seq). You can download the dataset from https://figshare.com/s/4c8e72cbb188d8e1cce8"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f98aa629",
"metadata": {},
"outputs": [],
"source": [
"mdata = mu.read_h5mu(\"pbmc_preprocessed.h5mu.gz\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For computational reasons, in this demonstration we reduce the number of features and subsample the cells."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"sc.pp.highly_variable_genes(mdata[\"rna\"], n_top_genes=800)\n",
"sc.pp.highly_variable_genes(mdata[\"atac\"], n_top_genes=800)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Perform the subsampling.\n",
"sc.pp.subsample(mdata[\"rna\"], n_obs=500, random_state=0)\n",
"sc.pp.subsample(mdata[\"atac\"], n_obs=500, random_state=0)\n",
"\n",
"# Create a MuData object with rna and atac.\n",
"mdata = mu.MuData({\"rna\": mdata[\"rna\"], \"atac\": mdata[\"atac\"]})"
]
},
{
"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": [
"# Reorder categories.\n",
"ordered_cat = [\n",
" \"CD56 (bright) NK cells\",\n",
" \"CD56 (dim) NK cells\",\n",
" \"MAIT T cells\",\n",
" \"effector CD8 T cells\",\n",
" \"naive CD8 T cells\",\n",
" \"naive CD4 T cells\",\n",
" \"memory CD4 T cells\",\n",
" \"naive B cells\",\n",
" \"memory B cells\",\n",
" \"classical monocytes\",\n",
" \"intermediate monocytes\",\n",
" \"non-classical monocytes\",\n",
" \"myeloid DC\",\n",
" \"plasmacytoid DC\",\n",
"]\n",
"mdata[\"rna\"].obs[\"celltype\"] = (\n",
" mdata[\"rna\"].obs[\"celltype\"].cat.reorder_categories(ordered_cat)\n",
")\n",
"mdata[\"atac\"].obs[\"celltype\"] = (\n",
" mdata[\"atac\"].obs[\"celltype\"].cat.reorder_categories(ordered_cat)\n",
")\n",
"mdata.obs[\"rna:celltype\"] = mdata.obs[\"rna:celltype\"].cat.reorder_categories(\n",
" ordered_cat\n",
")\n",
"mdata.obs[\"atac:celltype\"] = mdata.obs[\"atac:celltype\"].cat.reorder_categories(\n",
" ordered_cat\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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": 7,
"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": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/users/csb/huizing/anaconda3/envs/mowgli/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" cax = scatter(\n",
"/users/csb/huizing/anaconda3/envs/mowgli/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" cax = scatter(\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Display UMAP\n",
"fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
"sc.pl.umap(\n",
" mdata[\"rna\"], color=\"celltype\", legend_loc=\"none\", size=50, show=False, ax=axes[0]\n",
")\n",
"sc.pl.umap(mdata[\"atac\"], color=\"celltype\", size=50, show=False, ax=axes[1])\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": 9,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# Define the model.\n",
"model = mowgli.models.MowgliModel(\n",
" latent_dim=20,\n",
" h_regularization=1e-2,\n",
" w_regularization=1e-3,\n",
" eps=0.1,\n",
" cost=\"cosine\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 3%|▎ | 6/200 [01:25<45:50, 14.18s/it, loss=0.04506588, loss_inner=-0.049072623, inner_steps=230, gpu_memory_allocated=0] \n"
]
}
],
"source": [
"# Perform the training.\n",
"model.train(mdata)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize the embedding"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let us display the obtained embedding."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "a1c4a14e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/users/csb/huizing/anaconda3/envs/mowgli/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" cax = scatter(\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 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, neighbors_key=\"mowgli\")\n",
"sc.pl.umap(mdata, color=\"rna:celltype\", size=50, alpha=0.7)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "eab238ad",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/users/csb/huizing/anaconda3/envs/mowgli/lib/python3.8/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
" warnings.warn(msg)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 4 Axes>"
]
},
"metadata": {},
"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": 30,
"id": "0d7d29f9",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/users/csb/huizing/anaconda3/envs/mowgli/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 500x500 with 3 Axes>"
]
},
"metadata": {},
"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": 31,
"id": "9c37f283",
"metadata": {},
"outputs": [],
"source": [
"dim = 14"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "319befce",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 804.6x480 with 1 Axes>"
]
},
"metadata": {},
"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=dim, rotation=90)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analyse a given factor"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can zoom in on a particular factor to interpret it biologically."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "f58b1bc1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Display the highest contributors to a given dimension, for RNA-seq.\n",
"mowgli.pl.top_features(mdata, mod=\"rna\", uns=\"H_OT\", dim=dim, n_top=15)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# Query g:profiler for Gene Set Enrichment Analysis, and display the results for a certain dimension.\n",
"enr, _ = mowgli.tl.enrich(\n",
" mdata,\n",
" mod=\"rna\",\n",
" n_genes=20,\n",
" domain_scope=\"annotated\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "0cab5a08",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mowgli.pl.enrich(enr, f\"dimension {dim}\")"
]
},
{
"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": 36,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/users/csb/huizing/anaconda3/envs/mowgli/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" cax = scatter(\n",
"/users/csb/huizing/anaconda3/envs/mowgli/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" cax = scatter(\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(15, 7))\n",
"fig.tight_layout(pad=12.0)\n",
"sc.tl.leiden(mdata, resolution=1.5, neighbors_key=\"mowgli\")\n",
"sc.pl.umap(mdata, color=\"leiden\", legend_loc=\"on data\", size=40, ax=axes[0], show=False)\n",
"sc.pl.umap(mdata, color=\"rna:celltype\", size=40, ax=axes[1])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.8.16 ('mowgli')",
"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": "3.8.16"
},
"vscode": {
"interpreter": {
"hash": "f49c1c1778eae188aeb4093fec84a2a76be759113aad148ae892496cba52705f"
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}