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Last active October 15, 2024 14:56
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://github.com/scverse/scanpy_usage/blob/master/180209_cell_cycle/cell_cycle.ipynb"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"import pandas as pd\n",
"from pathlib import Path\n",
"import scanpy as sc"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[2K\u001b[2mResolved \u001b[1m35 packages\u001b[0m \u001b[2min 112ms\u001b[0m\u001b[0m \u001b[0m\n",
"\u001b[2mAudited \u001b[1m35 packages\u001b[0m \u001b[2min 0.06ms\u001b[0m\u001b[0m\n"
]
}
],
"source": [
"!uv pip install -p {sys.executable} -U scanpy"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Archive: cell_cycle_vignette_files.zip\n"
]
}
],
"source": [
"%%bash\n",
"set -e\n",
"mkdir -p data\n",
"cd data\n",
"test -f regev_lab_cell_cycle_genes.txt || wget https://raw.githubusercontent.com/scverse/scanpy_usage/refs/heads/master/180209_cell_cycle/data/regev_lab_cell_cycle_genes.txt\n",
"test -f cell_cycle_vignette_files.zip || wget https://www.dropbox.com/s/3dby3bjsaf5arrw/cell_cycle_vignette_files.zip?dl=1 -O cell_cycle_vignette_files.zip\n",
"unzip -u cell_cycle_vignette_files.zip"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<StringArray>\n",
"[ 'MCM5', 'PCNA', 'TYMS', 'FEN1', 'MCM2', 'MCM4',\n",
" 'RRM1', 'UNG', 'GINS2', 'MCM6', 'CDCA7', 'DTL',\n",
" 'PRIM1', 'UHRF1', 'MLF1IP', 'HELLS', 'RFC2', 'RPA2',\n",
" 'NASP', 'RAD51AP1', 'GMNN', 'WDR76', 'SLBP', 'CCNE2',\n",
" 'UBR7', 'POLD3', 'MSH2', 'ATAD2', 'RAD51', 'RRM2',\n",
" 'CDC45', 'CDC6', 'EXO1', 'TIPIN', 'DSCC1', 'BLM',\n",
" 'CASP8AP2', 'USP1', 'CLSPN', 'POLA1', 'CHAF1B', 'BRIP1',\n",
" 'E2F8', 'HMGB2', 'CDK1', 'NUSAP1', 'UBE2C', 'BIRC5',\n",
" 'TPX2', 'TOP2A', 'NDC80', 'CKS2', 'NUF2', 'CKS1B',\n",
" 'MKI67', 'TMPO', 'CENPF', 'TACC3', 'FAM64A', 'SMC4',\n",
" 'CCNB2', 'CKAP2L', 'CKAP2', 'AURKB', 'BUB1', 'KIF11',\n",
" 'ANP32E', 'TUBB4B', 'GTSE1', 'KIF20B', 'HJURP', 'CDCA3',\n",
" 'HN1', 'CDC20', 'TTK', 'CDC25C', 'KIF2C', 'RANGAP1',\n",
" 'NCAPD2', 'DLGAP5', 'CDCA2', 'CDCA8', 'ECT2', 'KIF23',\n",
" 'HMMR', 'AURKA', 'PSRC1', 'ANLN', 'LBR', 'CKAP5',\n",
" 'CENPE', 'CTCF', 'NEK2', 'G2E3', 'GAS2L3', 'CBX5',\n",
" 'CENPA']\n",
"Length: 97, dtype: string"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cell_cycle_genes = pd.array(Path(\"data/regev_lab_cell_cycle_genes.txt\").read_text().splitlines(), dtype=\"string\")\n",
"cell_cycle_genes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 774 × 24193\n",
" var: 's2', 'g2m', 'cell-cycle'"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata = sc.read_csv('data/nestorawa_forcellcycle_expressionMatrix.txt', delimiter='\\t').T\n",
"adata.var[\"s2\"] = adata.var_names.isin(cell_cycle_genes[:43])\n",
"adata.var[\"g2m\"] = adata.var_names.isin(cell_cycle_genes[43:])\n",
"adata.var[\"cell-cycle\"] = adata.var[\"s2\"] | adata.var[\"g2m\"]\n",
"adata"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"sc.pp.filter_cells(adata, min_genes=200)\n",
"sc.pp.filter_genes(adata, min_cells=3)\n",
"sc.pp.normalize_per_cell(adata, counts_per_cell_after=1e4)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"sc.pp.log1p(adata)\n",
"sc.pp.scale(adata)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"sc.tl.score_genes_cell_cycle(adata, s_genes=adata[:, adata.var[\"s2\"]].var_names, g2m_genes=adata[:, adata.var[\"g2m\"]].var_names)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pp.pca(adata)\n",
"sc.pp.neighbors(adata)\n",
"sc.tl.umap(adata)\n",
"sc.pl.umap(adata, color=[\"phase\"])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gene_list, gene_pool, get_subset = sc.tl._score_genes._check_score_genes_args(adata, adata[:, adata.var[\"s2\"]].var_names, None, use_raw=False)\n",
"bins = list(sc.tl._score_genes._score_genes_bins(gene_list, gene_pool, ctrl_as_ref=False, n_bins=25, ctrl_size=41, get_subset=get_subset))\n",
"list(map(len, bins))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "basic-scrna",
"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": "3.12.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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