Last active
April 13, 2024 18:23
-
-
Save vals/c57a9c974519c715a2f214a25963e62e to your computer and use it in GitHub Desktop.
Exploratory analysis with scVI
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 88, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Populating the interactive namespace from numpy and matplotlib\n" | |
] | |
} | |
], | |
"source": [ | |
"%pylab inline\n", | |
"# %config InlineBackend.figure_format = 'retina'\n", | |
"\n", | |
"from glob import glob\n", | |
"\n", | |
"import pandas as pd\n", | |
"import plotnine as p\n", | |
"from tqdm import tqdm\n", | |
"\n", | |
"import anndata\n", | |
"import openTSNE\n", | |
"import scanpy as sc\n", | |
"from scipy import sparse\n", | |
"from scipy import io\n", | |
"import scvi" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 73, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Start by reading the data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 74, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# The sc.read_10x_mtx function requires a directory for each sample. So instead we iterate over all the mtx files" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 61, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 22/22 [03:53<00:00, 10.63s/it]\n" | |
] | |
} | |
], | |
"source": [ | |
"adatas = []\n", | |
"for fname in tqdm(glob('GSE138266_RAW/*_GRCh38_matrix.mtx.gz')):\n", | |
" adata = anndata.read_mtx(fname).T # These have cells as columns for some reason\n", | |
" # Read the barcodes\n", | |
" obs = (\n", | |
" pd.read_csv(fname.replace('_matrix.mtx.gz', '_barcodes.tsv.gz'), sep = '\\t', names = ['barcode'])\n", | |
" .set_index('barcode')\n", | |
" )\n", | |
" # Read the gene names\n", | |
" var = (\n", | |
" pd.read_csv(fname.replace('_matrix.mtx.gz', '_genes.tsv.gz'), sep = '\\t', names = ['gene_symbol'])\n", | |
" .reset_index()\n", | |
" .set_index('gene_symbol')\n", | |
" .rename(columns = {'index': 'gene_id'})\n", | |
" )\n", | |
" \n", | |
" adata.var = var\n", | |
" adata.obs = obs\n", | |
" adata.var_names_make_unique()\n", | |
" \n", | |
" adata.obs['sample'] = fname.replace('_GRCh38_matrix.mtx.gz', '')\n", | |
" \n", | |
" adatas.append(adata)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 62, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[AnnData object with n_obs × n_vars = 4098 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 2426 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3005 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 1417 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 7500 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 920 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 737280 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3498 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 730 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 1106 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 8129 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 1099 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 6123 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3443 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 5164 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3282 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 7819 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3722 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3972 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 2170 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 5741 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 1533 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id']" | |
] | |
}, | |
"execution_count": 62, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adatas" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 63, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# It seems like one of the samples isn't filtered for detectec cells.\n", | |
"# Instead that one sample has all unfiltered 10x barcodes.\n", | |
"# Let's filter that our before merging the data." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 64, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adatas = list(filter(lambda adata: adata.shape[0] < 7e5, adatas))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 65, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[AnnData object with n_obs × n_vars = 4098 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 2426 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3005 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 1417 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 7500 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 920 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3498 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 730 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 1106 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 8129 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 1099 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 6123 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3443 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 5164 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3282 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 7819 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3722 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 3972 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 2170 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 5741 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id', AnnData object with n_obs × n_vars = 1533 × 33694\n", | |
" obs: 'sample'\n", | |
" var: 'gene_id']" | |
] | |
}, | |
"execution_count": 65, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adatas" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 66, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n" | |
] | |
} | |
], | |
"source": [ | |
"adata = anndata.concat(adatas)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 67, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adata.obs_names_make_unique()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 68, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"AnnData object with n_obs × n_vars = 76897 × 33694\n", | |
" obs: 'sample'" | |
] | |
}, | |
"execution_count": 68, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adata" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 69, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"GSE138266_RAW\\GSM4104132_PST45044_CSF 8129\n", | |
"GSE138266_RAW\\GSM4104138_MS74594_PBMCs 7819\n", | |
"GSE138266_RAW\\GSM4104126_MS60249_CSF 7500\n", | |
"GSE138266_RAW\\GSM4104134_MS19270_PBMCs 6123\n", | |
"GSE138266_RAW\\GSM4104142_PTC41540_PBMCs 5741\n", | |
"GSE138266_RAW\\GSM4104136_MS49131_PBMCs 5164\n", | |
"GSE138266_RAW\\GSM4104122_MS19270_CSF 4098\n", | |
"GSE138266_RAW\\GSM4104140_PTC32190_PBMCs 3972\n", | |
"GSE138266_RAW\\GSM4104139_PST83775_PBMCs 3722\n", | |
"GSE138266_RAW\\GSM4104129_PTC32190_CSF 3498\n", | |
"GSE138266_RAW\\GSM4104135_MS71658_PBMCs 3443\n", | |
"GSE138266_RAW\\GSM4104137_MS60249_PBMCs 3282\n", | |
"GSE138266_RAW\\GSM4104124_MS71658_CSF 3005\n", | |
"GSE138266_RAW\\GSM4104123_MS58637_CSF 2426\n", | |
"GSE138266_RAW\\GSM4104141_PST95809_PBMCs 2170\n", | |
"GSE138266_RAW\\GSM4104143_PTC85037_PBMCs 1533\n", | |
"GSE138266_RAW\\GSM4104125_MS49131_CSF 1417\n", | |
"GSE138266_RAW\\GSM4104131_PTC41540_CSF 1106\n", | |
"GSE138266_RAW\\GSM4104133_PTC85037_CSF 1099\n", | |
"GSE138266_RAW\\GSM4104127_MS74594_CSF 920\n", | |
"GSE138266_RAW\\GSM4104130_PST95809_CSF 730\n", | |
"Name: sample, dtype: int64" | |
] | |
}, | |
"execution_count": 69, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adata.obs['sample'].value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 71, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Since we took the time to merge these data, save them to an easily usable H5AD" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 72, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"... storing 'sample' as categorical\n" | |
] | |
} | |
], | |
"source": [ | |
"adata.write('GSE138266.h5ad')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 75, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Look at UMI depth vs detected genes for all the cells" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 76, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adata.obs['total_count'] = np.array(adata.X.sum(1))[:, 0]\n", | |
"adata.obs['genes_detected'] = np.array((adata.X > 0).sum(1))[:, 0]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 77, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\vale\\Anaconda3\\lib\\site-packages\\plotnine\\utils.py:1246: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", | |
" if pdtypes.is_categorical(arr):\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<ggplot: (-9223371842223610256)>" | |
] | |
}, | |
"execution_count": 77, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"(\n", | |
" p.ggplot(p.aes(x = 'total_count', y = 'genes_detected', color = 'sample'), adata.obs)\n", | |
" + p.geom_point()\n", | |
" + p.scale_x_log10()\n", | |
" + p.scale_y_log10()\n", | |
" + p.theme_minimal()\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 78, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# It looks like there's a large number of cells with very low complexity among these samples.\n", | |
"# They seem evenly distributed between the samples. We'll keep this in mind during the analysis.\n", | |
"# They could represent some highly specialized cell type, or generally 'poor quality' cells." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 79, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Look at average counts across the cells for all the genes and how variable they are" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 80, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adata.var['mean_'] = np.array(adata.X.mean(0))[0]\n", | |
"adata.var['frac_zero'] = 1 - np.array((adata.X > 0).sum(0))[0] / adata.shape[0]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 81, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# I find 'frac_zero' easier to read than other measures like variance or std.\n", | |
"# But since these are count data, those entities reflect eachother." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 82, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\vale\\Anaconda3\\lib\\site-packages\\pandas\\core\\arraylike.py:358: RuntimeWarning: divide by zero encountered in log10\n", | |
" result = getattr(ufunc, method)(*inputs, **kwargs)\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<ggplot: (-9223371842225078440)>" | |
] | |
}, | |
"execution_count": 82, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"(\n", | |
" p.ggplot(p.aes(x='mean_', y='frac_zero'), adata.var)\n", | |
" + p.geom_point()\n", | |
" + p.scale_x_log10()\n", | |
" + p.theme_minimal()\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 83, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# These data are fairly shallow in UMI counts. Even the most highly expressed genes only have\n", | |
"# average counts of ~100 UMIs on average. Most of the genes with super-Poisson variation\n", | |
"# have less than 1 UMI on average. Given this we should expect a fairly ambiguous scVI representation." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 85, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# We can use the super-Poisson property to identify a susbet of highly variable genes to\n", | |
"# make the scVI model fitting more efficient.\n", | |
"\n", | |
"# Since we have >70,000 cells, let's be generous and extract 10,000 genes." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 89, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sampling from binomial...: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 10000/10000 [00:00<00:00, 10787.53it/s]\n" | |
] | |
} | |
], | |
"source": [ | |
"scvi.data.poisson_gene_selection(adata, n_top_genes = 10_000)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 90, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\vale\\Anaconda3\\lib\\site-packages\\pandas\\core\\arraylike.py:358: RuntimeWarning: divide by zero encountered in log10\n", | |
" result = getattr(ufunc, method)(*inputs, **kwargs)\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 700x300 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<ggplot: (-9223371842115904324)>" | |
] | |
}, | |
"execution_count": 90, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"p.options.figure_size = (7, 3)\n", | |
"(\n", | |
" p.ggplot(p.aes(x='mean_', y='observed_fraction_zeros', color='prob_zero_enrichment'), adata.var)\n", | |
" + p.geom_point(p.aes(y='expected_fraction_zeros'), color='r')\n", | |
" + p.geom_point()\n", | |
" + p.geom_point(data=adata.var.query('highly_variable'), shape='.', size=0.2, color='k', alpha=0.5)\n", | |
" + p.scale_x_log10()\n", | |
" + p.theme_minimal()\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 96, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# First store all the genes in adata.raw" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 91, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adata.raw = adata.copy()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 97, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Then subset the adata for the highly variable genes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 93, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adata = adata[:, adata.var.query('highly_variable').index].copy()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 94, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"AnnData object with n_obs × n_vars = 76897 × 10000\n", | |
" obs: 'sample', 'total_count', 'genes_detected'\n", | |
" var: 'mean_', 'frac_zero', 'highly_variable', 'observed_fraction_zeros', 'expected_fraction_zeros', 'prob_zero_enriched_nbatches', 'prob_zero_enrichment', 'prob_zero_enrichment_rank'\n", | |
" uns: 'hvg'" | |
] | |
}, | |
"execution_count": 94, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adata" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 99, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Now get to fitting the scVI model." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 98, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"\u001b[34mINFO\u001b[0m No batch_key inputted, assuming all cells are same batch \n", | |
"\u001b[34mINFO\u001b[0m No label_key inputted, assuming all cells have same label \n", | |
"\u001b[34mINFO\u001b[0m Using data from adata.X \n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\vale\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\deprecation.py:87: FutureWarning: Function setup_anndata is deprecated; Please use the model-specific setup_anndata methods instead. The global method will be removed in version 0.15.0.\n", | |
" warnings.warn(msg, category=FutureWarning)\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"\u001b[34mINFO\u001b[0m Successfully registered anndata object containing \u001b[1;34m76897\u001b[0m cells, \u001b[1;34m10000\u001b[0m vars, \u001b[1;34m1\u001b[0m \n", | |
" batches, \u001b[1;34m1\u001b[0m labels, and \u001b[1;34m0\u001b[0m proteins. Also registered \u001b[1;34m0\u001b[0m extra categorical covariates \n", | |
" and \u001b[1;34m0\u001b[0m extra continuous covariates. \n", | |
"\u001b[34mINFO\u001b[0m Please do not further modify adata until model is trained. \n" | |
] | |
} | |
], | |
"source": [ | |
"scvi.data.setup_anndata(adata)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 100, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"vae = scvi.model.SCVI(adata, gene_likelihood = 'nb')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 101, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"14.285714285714286" | |
] | |
}, | |
"execution_count": 101, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"1e6 / 7e4" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 102, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# For exploration, let's fit with ~50 epochs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 103, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"GPU available: True, used: True\n", | |
"TPU available: False, using: 0 TPU cores\n", | |
"LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Epoch 50/50: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 50/50 [07:30<00:00, 9.02s/it, loss=2.94e+03, v_num=1]\n" | |
] | |
} | |
], | |
"source": [ | |
"vae.train(max_epochs = 50)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 104, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Look at the training curve to see that it's at least flattening" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 105, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(vae.history['reconstruction_loss_train']);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 106, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"latent = vae.get_latent_representation()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 107, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adata.obsm['z_scvi'] = latent" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 108, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# We're using a 10-dimensional latent representation of the cells.\n", | |
"# To explore the data, create a tSNE plot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 109, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"tsne = openTSNE.TSNE(\n", | |
" n_jobs=-1,\n", | |
" verbose=True\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 110, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"C:\\Users\\vale\\Anaconda3\\lib\\site-packages\\sklearn\\base.py:197: FutureWarning: From version 0.24, get_params will raise an AttributeError if a parameter cannot be retrieved as an instance attribute. Previously it would return None.\n", | |
" FutureWarning)\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"--------------------------------------------------------------------------------\n", | |
"TSNE(callbacks=None, callbacks_every_iters=50, dof=1, early_exaggeration=12,\n", | |
" early_exaggeration_iter=250, exaggeration=None, final_momentum=0.8,\n", | |
" initial_momentum=0.5, initialization='pca', ints_in_interval=1,\n", | |
" learning_rate='auto', max_grad_norm=None, metric='euclidean',\n", | |
" metric_params=None, min_num_intervals=50, n_components=2,\n", | |
" n_interpolation_points=3, n_iter=500, n_jobs=-1,\n", | |
" negative_gradient_method='fft', neighbors=None, perplexity=30,\n", | |
" random_state=None, theta=0.5, verbose=True)\n", | |
"--------------------------------------------------------------------------------\n", | |
"===> Finding 90 nearest neighbors using Annoy approximate search using euclidean distance...\n", | |
" --> Time elapsed: 14.41 seconds\n", | |
"===> Calculating affinity matrix...\n", | |
" --> Time elapsed: 3.17 seconds\n", | |
"===> Calculating PCA-based initialization...\n", | |
" --> Time elapsed: 0.12 seconds\n", | |
"===> Running optimization with exaggeration=12.00, lr=6408.08 for 250 iterations...\n", | |
"Iteration 50, KL divergence 6.3873, 50 iterations in 4.8530 sec\n", | |
"Iteration 100, KL divergence 5.6305, 50 iterations in 4.8630 sec\n", | |
"Iteration 150, KL divergence 5.3718, 50 iterations in 4.8970 sec\n", | |
"Iteration 200, KL divergence 5.2303, 50 iterations in 4.8980 sec\n", | |
"Iteration 250, KL divergence 5.1391, 50 iterations in 4.9130 sec\n", | |
" --> Time elapsed: 24.43 seconds\n", | |
"===> Running optimization with exaggeration=1.00, lr=6408.08 for 500 iterations...\n", | |
"Iteration 50, KL divergence 4.0945, 50 iterations in 4.8190 sec\n", | |
"Iteration 100, KL divergence 3.5087, 50 iterations in 4.8860 sec\n", | |
"Iteration 150, KL divergence 3.1832, 50 iterations in 6.1250 sec\n", | |
"Iteration 200, KL divergence 2.9756, 50 iterations in 7.6470 sec\n", | |
"Iteration 250, KL divergence 2.8310, 50 iterations in 10.1600 sec\n", | |
"Iteration 300, KL divergence 2.7252, 50 iterations in 12.6070 sec\n", | |
"Iteration 350, KL divergence 2.6447, 50 iterations in 15.0290 sec\n", | |
"Iteration 400, KL divergence 2.5820, 50 iterations in 18.4490 sec\n", | |
"Iteration 450, KL divergence 2.5310, 50 iterations in 21.7511 sec\n", | |
"Iteration 500, KL divergence 2.4890, 50 iterations in 23.8685 sec\n", | |
" --> Time elapsed: 125.35 seconds\n" | |
] | |
} | |
], | |
"source": [ | |
"YY = tsne.fit(adata.obsm['z_scvi'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 111, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Put the tSNE coordinates in the .obs dataframe for plotting" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 113, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for i, y in enumerate(YY.T):\n", | |
" adata.obs[f'tsne_{i}'] = y" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 114, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 600x600 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<ggplot: (-9223371842181953612)>" | |
] | |
}, | |
"execution_count": 114, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"p.options.figure_size = (6, 6)\n", | |
"(\n", | |
" p.ggplot(p.aes(x = 'tsne_0', y = 'tsne_1'), adata.obs)\n", | |
" + p.geom_point(shape='.')\n", | |
" + p.theme_minimal()\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 115, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Lot's of blobs! Nice!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 116, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# First, let's check how the UMI depth per cells affects the embedding." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 117, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 600x500 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<ggplot: (-9223371842143363212)>" | |
] | |
}, | |
"execution_count": 117, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"p.options.figure_size = (6, 5)\n", | |
"(\n", | |
" p.ggplot(p.aes(x = 'tsne_0', y = 'tsne_1', color = 'np.log10(total_count)'), adata.obs)\n", | |
" + p.geom_point(shape='.')\n", | |
" + p.theme_minimal()\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 118, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# We can note in particular a large cluster with low counts.\n", | |
"# And a small cluster with particularly high counts." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 119, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Remember those low-complexity cells? They had very low number of detected genes. Where are they?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 123, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment