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Histogram of cells' tissue types in the CELLxGENE Census
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "a4b248d6-a432-4d94-9388-770604cb8148", | |
"metadata": {}, | |
"source": [ | |
"Compute histogram of `tissue_general` values for \"primary representations\" of cells in the [CELLxGENE Census], using [TileDB-SOMA]:\n", | |
"\n", | |
"[TileDB-SOMA]: https://github.com/single-cell-data/TileDB-SOMA\n", | |
"[CELLxGENE Census]: https://chanzuckerberg.github.io/cellxgene-census/" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "75d5bac7-f580-4389-a6ce-2498328c2dbf", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"44,265,932 total cells (primary representations only; 74,322,510 including non-primary representations)\n" | |
] | |
} | |
], | |
"source": [ | |
"from somacore import AxisQuery\n", | |
"from tiledbsoma import Experiment, SOMATileDBContext\n", | |
"\n", | |
"meas = \"RNA\"\n", | |
"layer = \"raw\"\n", | |
"census = \"2024-07-01\"\n", | |
"exp_uri = f\"s3://cellxgene-census-public-us-west-2/cell-census/{census}/soma/census_data/homo_sapiens\"\n", | |
"exp = Experiment.open(\n", | |
" exp_uri,\n", | |
" context=SOMATileDBContext(tiledb_config={\n", | |
" \"vfs.s3.no_sign_request\": \"true\",\n", | |
" \"vfs.s3.region\": \"us-west-2\"\n", | |
" })\n", | |
")\n", | |
"query = exp.axis_query(\n", | |
" meas,\n", | |
" obs_query=AxisQuery(value_filter=\"is_primary_data == True\"),\n", | |
")\n", | |
"n_obs = query.n_obs\n", | |
"query2 = exp.axis_query(meas)\n", | |
"n_obs2 = query2.n_obs\n", | |
"print(f\"{n_obs:,} total cells (primary representations only; {n_obs2:,} including non-primary representations)\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "f1f71200-7f5a-4dd2-adb4-709404ca04a1", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 624 ms, sys: 276 ms, total: 901 ms\n", | |
"Wall time: 1.23 s\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"tissue_general\n", | |
"brain 13776355\n", | |
"blood 9863575\n", | |
"lung 3677225\n", | |
"breast 2380941\n", | |
"eye 2215660\n", | |
"heart 1559974\n", | |
"kidney 1289798\n", | |
"small intestine 968308\n", | |
"liver 962947\n", | |
"skin of body 731363\n", | |
"colon 537914\n", | |
"placenta 532845\n", | |
"respiratory system 494777\n", | |
"bone marrow 452866\n", | |
"adrenal gland 449892\n", | |
"lymph node 407199\n", | |
"endocrine gland 398252\n", | |
"reproductive system 364425\n", | |
"spleen 361303\n", | |
"nose 313887\n", | |
"stomach 278277\n", | |
"adipose tissue 262240\n", | |
"pancreas 188412\n", | |
"esophagus 170900\n", | |
"embryo 165937\n", | |
"fallopian tube 144666\n", | |
"prostate gland 136928\n", | |
"mucosa 131978\n", | |
"uterus 123221\n", | |
"musculature 119450\n", | |
"large intestine 94813\n", | |
"intestine 91773\n", | |
"pleural fluid 90989\n", | |
"yolk sac 56706\n", | |
"ovary 53751\n", | |
"immune system 49874\n", | |
"spinal cord 49756\n", | |
"exocrine gland 38574\n", | |
"vasculature 36460\n", | |
"digestive system 35298\n", | |
"bladder organ 33631\n", | |
"lamina propria 23687\n", | |
"pleura 19695\n", | |
"central nervous system 15963\n", | |
"tongue 15020\n", | |
"saliva 14502\n", | |
"omentum 13409\n", | |
"testis 13211\n", | |
"esophagogastric junction 12771\n", | |
"skeletal system 12329\n", | |
"tendon of semitendinosus 10533\n", | |
"gallbladder 9769\n", | |
"axilla 6484\n", | |
"scalp 3029\n", | |
"ureter 2390\n", | |
"Name: count, dtype: int64" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"primary = query.obs(column_names=['tissue_general']).concat().to_pandas()\n", | |
"hist = primary.tissue_general.value_counts().sort_values(ascending=False)\n", | |
"hist" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "f4496cf4-6e30-4480-a38c-21b193215be6", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"hist.to_json(\"census_tissue_hist.json\", orient=\"index\", indent=2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "5b6e4f46-4894-4fdd-8364-84c69956aad9", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import plotly.express as px\n", | |
"import numpy as np\n", | |
"from utz.plots import plot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "a9a243db-a18f-4bff-9413-eaf07f741edd", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Wrote plot JSON to census_tissue_hist_plot.json\n", | |
"Wrote plot image to census-tissue-hist.png\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"s = hist[::-1].rename('# Cells')\n", | |
"s.index = s.index.to_series().apply(lambda t: t.title())\n", | |
"\n", | |
"def human_format(num):\n", | |
" if num > 1e6:\n", | |
" return f'{(num / 1e6):.3g}M'\n", | |
" else:\n", | |
" return f'{(num / 1e3):.3g}k'\n", | |
"\n", | |
"plot(\n", | |
" px.bar(\n", | |
" s,\n", | |
" orientation='h',\n", | |
" log_x=True,\n", | |
" labels={\n", | |
" 'value': s.name,\n", | |
" },\n", | |
" ).update_traces(\n", | |
" text=[human_format(val) for val in s],\n", | |
" textposition='outside',\n", | |
" ),\n", | |
" png_name='census-tissue-hist', # PNG path will sort to end of gist file listing\n", | |
" name='census_tissue_hist_plot', # JSON path will sort to end of gist file listing\n", | |
" title=[\n", | |
" \"CELLxGENE Census: cell count per tissue type\",\n", | |
" f\"{census} Census, {n_obs:,} cells (primary representations only)\",\n", | |
" ],\n", | |
" w=1000, h=1300,\n", | |
" legend=False,\n", | |
" xgrid=f'#{\"e7\"*3}', ygrid=None,\n", | |
" margin={ 't': 80, 'l': 180, 'pad': 5 },\n", | |
" x=dict(\n", | |
" tickformat='.0s',\n", | |
" range=[np.log10(min(s)) - .4, np.log10(max(s)) + .3],\n", | |
" title_standoff=20,\n", | |
" ),\n", | |
" y='',\n", | |
" show='png',\n", | |
" xaxis_automargin=False,\n", | |
" yaxis_automargin=False,\n", | |
" bargap=.3,\n", | |
")" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"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": "3.11.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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{ | |
"brain":13776355, | |
"blood":9863575, | |
"lung":3677225, | |
"breast":2380941, | |
"eye":2215660, | |
"heart":1559974, | |
"kidney":1289798, | |
"small intestine":968308, | |
"liver":962947, | |
"skin of body":731363, | |
"colon":537914, | |
"placenta":532845, | |
"respiratory system":494777, | |
"bone marrow":452866, | |
"adrenal gland":449892, | |
"lymph node":407199, | |
"endocrine gland":398252, | |
"reproductive system":364425, | |
"spleen":361303, | |
"nose":313887, | |
"stomach":278277, | |
"adipose tissue":262240, | |
"pancreas":188412, | |
"esophagus":170900, | |
"embryo":165937, | |
"fallopian tube":144666, | |
"prostate gland":136928, | |
"mucosa":131978, | |
"uterus":123221, | |
"musculature":119450, | |
"large intestine":94813, | |
"intestine":91773, | |
"pleural fluid":90989, | |
"yolk sac":56706, | |
"ovary":53751, | |
"immune system":49874, | |
"spinal cord":49756, | |
"exocrine gland":38574, | |
"vasculature":36460, | |
"digestive system":35298, | |
"bladder organ":33631, | |
"lamina propria":23687, | |
"pleura":19695, | |
"central nervous system":15963, | |
"tongue":15020, | |
"saliva":14502, | |
"omentum":13409, | |
"testis":13211, | |
"esophagogastric junction":12771, | |
"skeletal system":12329, | |
"tendon of semitendinosus":10533, | |
"gallbladder":9769, | |
"axilla":6484, | |
"scalp":3029, | |
"ureter":2390 | |
} |
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{"data":[{"alignmentgroup":"True","hovertemplate":"variable=# Cells\u003cbr\u003e# Cells=%{x}\u003cbr\u003etissue_general=%{y}\u003cextra\u003e\u003c\u002fextra\u003e","legendgroup":"# Cells","marker":{"color":"#636efa","pattern":{"shape":""}},"name":"# Cells","offsetgroup":"# 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