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Created May 20, 2020 00:22
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/anaconda3/lib/python3.7/site-packages/anndata/_core/anndata.py:21: FutureWarning: pandas.core.index is deprecated and will be removed in a future version. The public classes are available in the top-level namespace.\n",
" from pandas.core.index import RangeIndex\n"
]
}
],
"source": [
"%pylab inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"import pandas as pd\n",
"import anndata\n",
"import plotnine as p\n",
"import torch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"adata = anndata.read('GSE102827_merged_all_raw.h5ad')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 65539 × 25187 \n",
" obs: 'stim', 'sample', 'maintype', 'celltype', 'subtype', 'sample_idx'\n",
" var: 'required', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## First demonstrate what the method does"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from scvi.dataset.dataset import poisson_gene_selection"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling from binomial: 100%|██████████| 10000/10000 [00:04<00:00, 2440.31it/s]\n"
]
}
],
"source": [
"df = poisson_gene_selection(adata.X, n_top_genes=500)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>observed_fraction_zeros</th>\n",
" <th>expected_fraction_zeros</th>\n",
" <th>prob_zero_enrichment</th>\n",
" <th>highly_variable</th>\n",
" </tr>\n",
" <tr>\n",
" <th>index</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Hbb-bs</th>\n",
" <td>0.957491</td>\n",
" <td>0.046987</td>\n",
" <td>0.9100</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Hba-a2</th>\n",
" <td>0.953554</td>\n",
" <td>0.069536</td>\n",
" <td>0.8828</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Hbb-bt</th>\n",
" <td>0.975938</td>\n",
" <td>0.276267</td>\n",
" <td>0.7038</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cldn11</th>\n",
" <td>0.708311</td>\n",
" <td>0.019559</td>\n",
" <td>0.6848</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mal</th>\n",
" <td>0.758464</td>\n",
" <td>0.135775</td>\n",
" <td>0.6596</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobp</th>\n",
" <td>0.738263</td>\n",
" <td>0.107156</td>\n",
" <td>0.6588</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mag</th>\n",
" <td>0.772502</td>\n",
" <td>0.149545</td>\n",
" <td>0.6586</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ptgds</th>\n",
" <td>0.806329</td>\n",
" <td>0.190569</td>\n",
" <td>0.6515</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ttll1</th>\n",
" <td>0.667160</td>\n",
" <td>0.035927</td>\n",
" <td>0.6461</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Csf1r</th>\n",
" <td>0.731641</td>\n",
" <td>0.119290</td>\n",
" <td>0.6385</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" observed_fraction_zeros expected_fraction_zeros \\\n",
"index \n",
"Hbb-bs 0.957491 0.046987 \n",
"Hba-a2 0.953554 0.069536 \n",
"Hbb-bt 0.975938 0.276267 \n",
"Cldn11 0.708311 0.019559 \n",
"Mal 0.758464 0.135775 \n",
"Mobp 0.738263 0.107156 \n",
"Mag 0.772502 0.149545 \n",
"Ptgds 0.806329 0.190569 \n",
"Ttll1 0.667160 0.035927 \n",
"Csf1r 0.731641 0.119290 \n",
"\n",
" prob_zero_enrichment highly_variable \n",
"index \n",
"Hbb-bs 0.9100 True \n",
"Hba-a2 0.8828 True \n",
"Hbb-bt 0.7038 True \n",
"Cldn11 0.6848 True \n",
"Mal 0.6596 True \n",
"Mobp 0.6588 True \n",
"Mag 0.6586 True \n",
"Ptgds 0.6515 True \n",
"Ttll1 0.6461 True \n",
"Csf1r 0.6385 True "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.index = adata.var.index\n",
"df.sort_values('prob_zero_enrichment', ascending=False).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Calculate per gene mean\n",
"df['mean_'] = np.array(adata.X.mean(0))[0]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/anaconda3/lib/python3.7/site-packages/pandas/core/series.py:679: RuntimeWarning: divide by zero encountered in log10\n",
" result = getattr(ufunc, method)(*inputs, **kwargs)\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 457,
"width": 922
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8779392689805)>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.options.figure_size = (8, 5)\n",
"(\n",
" p.ggplot(p.aes(x='mean_', y='observed_fraction_zeros', color='prob_zero_enrichment'), df)\n",
" + p.geom_point(p.aes(y='expected_fraction_zeros'), color='r')\n",
" + p.geom_point()\n",
" + p.geom_point(data=df.query('highly_variable'), shape='.', size=0.2, color='k', alpha=0.5)\n",
" + p.scale_x_log10()\n",
" + p.theme_minimal()\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now demonstrate how it will be used with a `GeneExpressionDataset`"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from scvi.dataset import AnnDatasetFromAnnData"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2020-05-20 00:18:38,503] INFO - scvi.dataset.dataset | Remapping batch_indices to [0,N]\n",
"[2020-05-20 00:18:38,507] INFO - scvi.dataset.dataset | Remapping labels to [0,N]\n",
"[2020-05-20 00:18:40,222] INFO - scvi.dataset.dataset | Computing the library size for the new data\n",
"[2020-05-20 00:18:40,522] INFO - scvi.dataset.dataset | Downsampled from 65539 to 65539 cells\n"
]
}
],
"source": [
"cells_dataset = AnnDatasetFromAnnData(adata)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2020-05-20 00:18:40,529] INFO - scvi.dataset.dataset | extracting highly variable genes using poisson_zeros flavor\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling from binomial: 100%|██████████| 10000/10000 [00:04<00:00, 2436.49it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2020-05-20 00:18:47,804] INFO - scvi.dataset.dataset | Downsampling from 25187 to 500 genes\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2020-05-20 00:18:48,393] INFO - scvi.dataset.dataset | Computing the library size for the new data\n",
"[2020-05-20 00:18:48,436] INFO - scvi.dataset.dataset | Filtering non-expressing cells.\n",
"[2020-05-20 00:18:48,707] INFO - scvi.dataset.dataset | Computing the library size for the new data\n",
"[2020-05-20 00:18:48,750] INFO - scvi.dataset.dataset | Downsampled from 65539 to 65539 cells\n"
]
}
],
"source": [
"cells_dataset.subsample_genes(500, mode='poisson_zeros')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"GeneExpressionDataset object with n_cells x nb_genes = 65539 x 500\n",
" gene_attribute_names: 'highly_variable_nbatches', 'gene_names', 'highly_variable_intersection', 'means', 'highly_variable', 'dispersions_norm', 'dispersions', 'required'\n",
" cell_attribute_names: 'labels', 'local_means', 'batch_indices', 'maintype', 'sample_idx', 'sample', 'stim', 'subtype', 'local_vars', 'celltype'\n",
" cell_categorical_attribute_names: 'batch_indices', 'labels'"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cells_dataset"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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