{
"cells": [
{
"cell_type": "markdown",
"id": "8f689fa2-a29d-48d5-971d-548ddf504334",
"metadata": {},
"source": [
"# 3. Building CellOracle base-GRN with CIRCE"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b954cc7e-7300-49e9-8fb7-9f5ba7d135cb",
"metadata": {},
"outputs": [],
"source": [
"# pip celloracle\n",
"# pip muon\n",
"# pip circe"
]
},
{
"cell_type": "markdown",
"id": "4b3cd88d-c5c3-46b0-9b42-224e40b0b2a2",
"metadata": {},
"source": [
"The base GRN of **[CellOracle](https://morris-lab.github.io/CellOracle.documentation/)** are based on cis-accesibility networks obtained from scATAC-seq data. **CIRCE** now allows users to build the base GRN using a single Python environment.
_When CellOracle got published, **[Cicero](https://cole-trapnell-lab.github.io/cicero-release/)**, implemented in R, was the current state-of-the-art method to obtain these networks._ ([Tutorial: base GRN CellOracle¹](https://morris-lab.github.io/CellOracle.documentation/tutorials/base_grn.html))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c1997756-f4c6-435a-9455-cea7996185a7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"which: no R in (/opt/gensoft/exe/Jupyter-Notebook/7.4.4/venv/bin:/opt/gensoft/exe/bedtools/2.31.1/scripts:/opt/gensoft/exe/bedtools/2.31.1/bin:/opt/gensoft/exe/Jupyter-Notebook/7.4.4/bin:/opt/gensoft/adm/Modules/bin:/opt/gensoft/adm/Modules/4.4.0/bin:/opt/hpc/slurm/current/bin:/opt/hpc/slurm/current/sbin:/opt/gensoft/exe/apptainer/1.3.5/scripts:/opt/gensoft/exe/apptainer/1.3.5/bin:/opt/gensoft/exe/apptainer/1.4.1/scripts:/opt/gensoft/exe/apptainer/1.4.1/bin:/opt/gensoft/exe/gcc/10.4.0/bin:/pasteur/appa/homes/rtrimbou/miniconda3/envs/snakemake/bin:/pasteur/appa/homes/rtrimbou/miniconda3/envs/snakemake/condabin:/pasteur/appa/homes/rtrimbou/.local/bin:/pasteur/appa/homes/rtrimbou/bin:/opt/gensoft/adm/Modules/bin:/opt/hpc/slurm/current/bin:/opt/hpc/slurm/current/sbin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin)\n"
]
}
],
"source": [
"import celloracle as co"
]
},
{
"cell_type": "markdown",
"id": "c57d5258-18f2-47e1-b99f-565a39de98fd",
"metadata": {},
"source": [
"## 1. Importing scATAC-seq data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "44094b2b-1644-4eaf-93c1-0fb0ca80091c",
"metadata": {},
"outputs": [],
"source": [
"import muon as mu\n",
"import circe as ci"
]
},
{
"cell_type": "markdown",
"id": "87d65099-2c7a-486c-88a3-072a83352400",
"metadata": {},
"source": [
"The data of this tutorial can be downloaded from [this Zenodo repository](https://zenodo.org/records/17661273)\n",
"If you have any trouble to install both CellOracle and CIRCE in the same environement, you try this conda env configuration : [CIRCE+CellOracle](https://github.com/cantinilab/Circe/blob/main/circe_celloracle_env.yml)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d03b12f1-bdba-4236-aef9-a60077d6ca58",
"metadata": {},
"outputs": [],
"source": [
"data = mu.read_h5mu(\"pbmc10x/pbmc10x.h5mu\")"
]
},
{
"cell_type": "markdown",
"id": "3a24cbd5-27cf-4cdc-8645-bb0f1aa8339f",
"metadata": {},
"source": [
"## 2. Inferring DNA regions network from CIRCE\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "93547e1a-3b00-42ba-bd8d-c88315d0f9bf",
"metadata": {},
"outputs": [],
"source": [
"atac = data[\"atac\"]\n",
"atac, atac.var_names[:3]\n",
"atac.var_names = atac.var_names.str.replace('-', '_')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "72189143-9255-45c3-94b1-c83fb03837fd",
"metadata": {},
"outputs": [],
"source": [
"atac = ci.add_region_infos(atac, sep=('_', '_'))"
]
},
{
"cell_type": "markdown",
"id": "0791dfa3-b9f0-4b51-a893-d8b493c93513",
"metadata": {},
"source": [
"#### 2.a. Computing CIRCE metacells"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1b13dc7b-3ddf-4414-8a38-78644e515b70",
"metadata": {},
"outputs": [],
"source": [
"#atac = ci.metacells.compute_metacells(atac)"
]
},
{
"cell_type": "markdown",
"id": "e4061d6e-e8a8-4683-b438-fcb195001703",
"metadata": {},
"source": [
"#### 2.b. Inferring DNA region interactions"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "7efae4dd-c349-4070-a621-5b72dc072a9e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
Calculating alpha ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0:00:45 0:00:00\n",
"\n"
],
"text/plain": [
"Calculating alpha \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[33m0:00:45\u001b[0m \u001b[36m0:00:00\u001b[0m\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-09-19 09:12:45,763 - INFO - Remove client Client-e3ecd7f5-9527-11f0-a7a7-3ceceff9f2fe\n",
"2025-09-19 09:12:45,767 - INFO - Received 'close-stream' from tcp://127.0.0.1:48784; closing.\n",
"2025-09-19 09:12:45,768 - INFO - Remove client Client-e3ecd7f5-9527-11f0-a7a7-3ceceff9f2fe\n",
"2025-09-19 09:12:45,769 - INFO - Close client connection: Client-e3ecd7f5-9527-11f0-a7a7-3ceceff9f2fe\n",
"2025-09-19 09:12:45,771 - INFO - Retire worker addresses (stimulus_id='retire-workers-1758265965.7718186') (0,)\n",
"2025-09-19 09:12:45,781 - INFO - Received 'close-stream' from tcp://127.0.0.1:48782; closing.\n",
"2025-09-19 09:12:45,781 - INFO - Remove worker addr: tcp://127.0.0.1:36253 name: 0 (stimulus_id='handle-worker-cleanup-1758265965.7818978')\n",
"2025-09-19 09:12:45,782 - INFO - Lost all workers\n",
"2025-09-19 09:12:46,305 - INFO - Closing scheduler. Reason: unknown\n",
"2025-09-19 09:12:46,306 - INFO - Scheduler closing all comms\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating co-accessibility scores...\n",
"Concatenating results from all chromosomes...\n"
]
}
],
"source": [
"ci.compute_atac_network(atac)"
]
},
{
"cell_type": "markdown",
"id": "1b75f687-e01a-41f5-b666-b9dd81e776c0",
"metadata": {},
"source": [
"#### 2.c. Formating network output"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "6b7f1045-1694-4e4c-96e4-1aef0b45c9b9",
"metadata": {},
"outputs": [],
"source": [
"circe_network = ci.extract_atac_links(atac)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "794dedb4-0371-451a-83b6-2e7c624eecef",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Peak1 | \n",
" Peak2 | \n",
" coaccess | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" chr16_54012525_54013025 | \n",
" chr16_54013534_54014034 | \n",
" 0.669024 | \n",
"
\n",
" \n",
" | 1 | \n",
" chr3_133264089_133264589 | \n",
" chr3_133264946_133265446 | \n",
" 0.602914 | \n",
"
\n",
" \n",
" | 2 | \n",
" chr2_109479794_109480294 | \n",
" chr2_109481034_109481534 | \n",
" 0.467789 | \n",
"
\n",
" \n",
" | 3 | \n",
" chr5_49599487_49599987 | \n",
" chr5_49600285_49600785 | \n",
" 0.452878 | \n",
"
\n",
" \n",
" | 4 | \n",
" chr2_88192716_88193216 | \n",
" chr2_88193738_88194238 | \n",
" 0.446659 | \n",
"
\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 6129848 | \n",
" chr9_129777081_129777581 | \n",
" chr9_129869007_129869507 | \n",
" -0.146761 | \n",
"
\n",
" \n",
" | 6129849 | \n",
" chr22_38570096_38570596 | \n",
" chr22_38953902_38954402 | \n",
" -0.148798 | \n",
"
\n",
" \n",
" | 6129850 | \n",
" chr18_48896769_48897269 | \n",
" chr18_48940694_48941194 | \n",
" -0.148916 | \n",
"
\n",
" \n",
" | 6129851 | \n",
" chr22_50469821_50470321 | \n",
" chr22_50542441_50542941 | \n",
" -0.150171 | \n",
"
\n",
" \n",
" | 6129852 | \n",
" chr17_82126673_82127173 | \n",
" chr17_82216598_82217098 | \n",
" -0.162922 | \n",
"
\n",
" \n",
"
\n",
"
6129853 rows × 3 columns
\n",
"
"
],
"text/plain": [
" Peak1 Peak2 coaccess\n",
"0 chr16_54012525_54013025 chr16_54013534_54014034 0.669024\n",
"1 chr3_133264089_133264589 chr3_133264946_133265446 0.602914\n",
"2 chr2_109479794_109480294 chr2_109481034_109481534 0.467789\n",
"3 chr5_49599487_49599987 chr5_49600285_49600785 0.452878\n",
"4 chr2_88192716_88193216 chr2_88193738_88194238 0.446659\n",
"... ... ... ...\n",
"6129848 chr9_129777081_129777581 chr9_129869007_129869507 -0.146761\n",
"6129849 chr22_38570096_38570596 chr22_38953902_38954402 -0.148798\n",
"6129850 chr18_48896769_48897269 chr18_48940694_48941194 -0.148916\n",
"6129851 chr22_50469821_50470321 chr22_50542441_50542941 -0.150171\n",
"6129852 chr17_82126673_82127173 chr17_82216598_82217098 -0.162922\n",
"\n",
"[6129853 rows x 3 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"circe_network = circe_network.rename(\n",
" columns = {\"score\": \"coaccess\"}\n",
")\n",
"circe_network"
]
},
{
"cell_type": "markdown",
"id": "1ffbbfbb-0ab1-4e45-a01d-1301d7d3a94d",
"metadata": {},
"source": [
"## 3. Connecting DNA region to gene bodies"
]
},
{
"cell_type": "markdown",
"id": "db5da2cb-fbfd-4842-8225-07e5cb53d2c4",
"metadata": {},
"source": [
"This notebook section correspond to the CellOracle documentation: [Annotate Transcription Starting Sites²](https://morris-lab.github.io/CellOracle.documentation/notebooks/01_ATAC-seq_data_processing/option1_scATAC-seq_data_analysis_with_cicero/02_preprocess_peak_data.html#2.-Annotate-transcription-start-sites-(TSSs)%C2%B6)"
]
},
{
"cell_type": "markdown",
"id": "19b6cd1e-b115-45fd-a365-7eb97535f39d",
"metadata": {},
"source": [
"#### 3.1. TSS informations"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d7b596b5-9bf7-4a40-954a-a82715c87463",
"metadata": {},
"outputs": [],
"source": [
"!module load bedtools"
]
},
{
"cell_type": "markdown",
"id": "b463f3f7-7c92-4635-9978-e9ae6c81453d",
"metadata": {},
"source": [
"⚠️**You need to have bedtools available !**\n",
"
Otherwise, you should encounter \n",
">`NotImplementedError: \"intersectBed\" does not appear to be installed or on the path, so this method is disabled. Please install a more recent version of BEDTools and re-import to use this method.`\n",
"\n",
"If you're on a HPC, you might just have to load the package before launching the notebook: `module load bedtools`\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "af571587-3f9a-424d-9854-52e6ca84dc2e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"que bed peaks: 215676\n",
"tss peaks in que: 6780\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" chr | \n",
" start | \n",
" end | \n",
" gene_short_name | \n",
" strand | \n",
"
\n",
" \n",
" \n",
" \n",
" | 6775 | \n",
" chr17 | \n",
" 4834120 | \n",
" 4834620 | \n",
" GP1BA | \n",
" + | \n",
"
\n",
" \n",
" | 6776 | \n",
" chr17 | \n",
" 4835384 | \n",
" 4835884 | \n",
" GP1BA | \n",
" + | \n",
"
\n",
" \n",
" | 6777 | \n",
" chr19 | \n",
" 35484635 | \n",
" 35485135 | \n",
" GRAMD1A | \n",
" + | \n",
"
\n",
" \n",
" | 6778 | \n",
" chr7 | \n",
" 100545748 | \n",
" 100546248 | \n",
" MUC3A | \n",
" + | \n",
"
\n",
" \n",
" | 6779 | \n",
" chr7 | \n",
" 100546509 | \n",
" 100547009 | \n",
" MUC3A | \n",
" + | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" chr start end gene_short_name strand\n",
"6775 chr17 4834120 4834620 GP1BA +\n",
"6776 chr17 4835384 4835884 GP1BA +\n",
"6777 chr19 35484635 35485135 GRAMD1A +\n",
"6778 chr7 100545748 100546248 MUC3A +\n",
"6779 chr7 100546509 100547009 MUC3A +"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from celloracle import motif_analysis as ma\n",
"# Make sure to specify the correct reference genome here\n",
"tss_annotated = ma.get_tss_info(peak_str_list=atac.var_names.values, ref_genome=\"hg19\")\n",
"\n",
"# Check results\n",
"tss_annotated.tail()"
]
},
{
"cell_type": "markdown",
"id": "41bba7cd-ad0a-45e1-923a-6a8489c2d9cf",
"metadata": {},
"source": [
"#### 3.2. Integrating TSS informations with cis-coaccessible network"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "fd8e0f57-d26c-4098-a807-68105e851a29",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(173536, 3)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" peak_id | \n",
" gene_short_name | \n",
" coaccess | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" chr10_101291541_101292041 | \n",
" LINC01475 | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 1 | \n",
" chr10_101291541_101292041 | \n",
" NKX2-3 | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 2 | \n",
" chr10_101292051_101292551 | \n",
" LINC01475 | \n",
" 0.145072 | \n",
"
\n",
" \n",
" | 3 | \n",
" chr10_101292051_101292551 | \n",
" NKX2-3 | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | 4 | \n",
" chr10_101297817_101298317 | \n",
" LINC01475 | \n",
" 0.000032 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" peak_id gene_short_name coaccess\n",
"0 chr10_101291541_101292041 LINC01475 1.000000\n",
"1 chr10_101291541_101292041 NKX2-3 1.000000\n",
"2 chr10_101292051_101292551 LINC01475 0.145072\n",
"3 chr10_101292051_101292551 NKX2-3 1.000000\n",
"4 chr10_101297817_101298317 LINC01475 0.000032"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"integrated = ma.integrate_tss_peak_with_cicero(\n",
" tss_peak=tss_annotated,\n",
" cicero_connections=circe_network)\n",
"print(integrated.shape)\n",
"integrated.head()"
]
},
{
"cell_type": "markdown",
"id": "8d993597-5cf1-4752-948a-f6918bd6c8b9",
"metadata": {},
"source": [
"#### 3.3. Filtering peak connections on a specific threshold"
]
},
{
"cell_type": "markdown",
"id": "e4c88138-fa07-4a68-9545-a368c9744cca",
"metadata": {},
"source": [
"⚠️ **As noted in [Nourisa et al, 2024 - bioXriv](https://www.biorxiv.org/content/10.1101/2024.10.16.618746v1), the threshold of 0.8 might be too high to keep any enhancer - promoter connections.**\n",
"
You can plot the distribution of your score, to realise how many connections you're keeping."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "933f41f3-dd3f-4042-ae7c-09785896c984",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "682ef950-0fc2-4e55-9409-ec5b0090157c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"default_threshold = 0.8\n",
"\n",
"threshold = circe_network.coaccess.quantile(0.95) # TO CHOOSE, e.g. 5% of the connections\n",
"\n",
"fig, ax = plt.subplots(1)\n",
"circe_network.coaccess.plot.hist(ax=ax, bins=50, label=\"DNA co-accessibility scores\") # score distribution\n",
"ax.vlines(threshold, 0, ax.get_ylim()[1], colors=\"green\", label=\"DNA co-accessiblity scores - top 5%\") # threshold line\n",
"ax.vlines(default_threshold, 0, ax.get_ylim()[1], colors=\"red\", label=\"DNA co-accessiblity scores - above 0.8)\") # threshold line\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "95e82bc6-c3ab-41d9-8973-550f017d10c8",
"metadata": {},
"outputs": [],
"source": [
"peaks = integrated[integrated.coaccess >= threshold]\n",
"peaks = peaks[[\"peak_id\", \"gene_short_name\"]].reset_index(drop=True)"
]
},
{
"cell_type": "markdown",
"id": "cbb9c2de-f0b2-4964-8496-3ef3faa899fd",
"metadata": {},
"source": [
"### 4. Finding TF binding sites"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "19c54a6d-f7d7-4438-b14f-7d858dfdde1f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.20.0'"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import celloracle as co\n",
"from celloracle import motif_analysis as ma\n",
"from celloracle.utility import save_as_pickled_object\n",
"co.__version__"
]
},
{
"cell_type": "markdown",
"id": "d228e7d4-9600-4152-a220-f9faa466d054",
"metadata": {},
"source": [
"#### 4.1. Downloading genome - UCSC version"
]
},
{
"cell_type": "markdown",
"id": "361e6700-3d5a-439b-939a-5c5f562f7847",
"metadata": {},
"source": [
"You need a genome sequence in order to identify the TF motifs present in the DNA regions. Genomepy manage the installation by default, but you can also "
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "7a953e1f-0349-4576-9d67-5e81019b072b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Fasta(\"/pasteur/appa/homes/rtrimbou/.local/share/genomes/hg19/hg19.fa\")"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import genomepy\n",
"\n",
"# This link should be your genome of interest location.\n",
"fa = \"https://hgdownload.soe.ucsc.edu/goldenPath/hg19/bigZips/latest/hg19.fa.gz\"\n",
"\n",
"genomepy.install_genome(\n",
" name=fa,\n",
" provider=\"URL\",\n",
" localname=\"hg19\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "9d1f77dd-ae45-4748-b3fb-3d9699381c97",
"metadata": {},
"source": [
"⚠️ **If your reference genome file are installed in non-default location**, please speficy the location using the parameter genomes_dir in the following functions."
]
},
{
"cell_type": "markdown",
"id": "5eebb456-c951-4900-8de4-101fe3fba1df",
"metadata": {},
"source": [
"Check that the genome has been well downloaded."
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "1f369957-9150-494c-8472-9f7cb308c914",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"hg19 installation: True\n"
]
}
],
"source": [
"# Make sure reference genome has been correctly installed.\n",
"ref_genome = \"hg19\"\n",
"\n",
"genome_installation = ma.is_genome_installed(ref_genome=ref_genome,\n",
" genomes_dir=None)\n",
"print(ref_genome, \"installation: \", genome_installation)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "519a5e8f-549e-42e0-b623-85c75254ca3c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Peaks before filtering: 20089\n",
"Peaks with invalid chr_name: 0\n",
"Peaks with invalid length: 0\n",
"Peaks after filtering: 20089\n"
]
}
],
"source": [
"peaks = ma.check_peak_format(peaks, ref_genome, genomes_dir=None)"
]
},
{
"cell_type": "markdown",
"id": "863c6dd3-4bd3-47da-8149-3edd67708577",
"metadata": {},
"source": [
"#### 4.2. Scanning for TF motifs"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "a8d46b45-8ba0-46bc-8719-b903d5e98d9f",
"metadata": {},
"outputs": [],
"source": [
"# Instantiate TFinfo object\n",
"tfi = ma.TFinfo(peak_data_frame=peaks,\n",
" ref_genome=ref_genome,\n",
" genomes_dir=None)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "878feafb-9220-4b80-bc76-3f1bfc947ea6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No motif data entered. Loading default motifs for your species ...\n",
" Default motif for vertebrate: gimme.vertebrate.v5.0. \n",
" For more information, please see https://gimmemotifs.readthedocs.io/en/master/overview.html \n",
"\n",
"Initiating scanner... \n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-09-19 09:28:31,050 - DEBUG - using background: genome hg19 with size 200\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating FPR-based threshold. This step may take substantial time when you load a new ref-genome. It will be done quicker on the second time. \n",
"\n",
"Motif scan started .. It may take long time.\n",
"\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "866def8a07b5470b9804148ce143703e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Scanning: 0%| | 0/13948 [00:00, ? sequences/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 7min 1s, sys: 5.29 s, total: 7min 7s\n",
"Wall time: 7min 14s\n"
]
}
],
"source": [
"%%time\n",
"# Scan motifs. !!CAUTION!! This step may take several hours if you have many peaks!\n",
"tfi.scan(fpr=0.02,\n",
" motifs=None, # If you enter None, default motifs will be loaded.\n",
" verbose=True)\n",
"\n",
"# Save tfinfo object\n",
"tfi.to_hdf5(file_path=\"test1.celloracle.tfinfo\")"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "174e1a6f-1cbe-4ba5-a726-cc445cff94f0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" seqname | \n",
" motif_id | \n",
" factors_direct | \n",
" factors_indirect | \n",
" score | \n",
" pos | \n",
" strand | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" chr10_101291541_101292041 | \n",
" GM.5.0.RFX.0001 | \n",
" Rfx5 | \n",
" ARID2, Rfx6, Rfx8, RFX6, Rfx3, RFX5, RFX8, Rfx... | \n",
" 10.484102 | \n",
" 260 | \n",
" 1 | \n",
"
\n",
" \n",
" | 1 | \n",
" chr10_101291541_101292041 | \n",
" GM.5.0.Nuclear_receptor.0005 | \n",
" NR4A2, NR1A4, RXRA, NR1H4, FXR | \n",
" Nr1h5, Nr1h4, Nr1h3, NR1H3 | \n",
" 8.070402 | \n",
" 454 | \n",
" -1 | \n",
"
\n",
" \n",
" | 2 | \n",
" chr10_101291541_101292041 | \n",
" GM.5.0.Nuclear_receptor.0005 | \n",
" NR4A2, NR1A4, RXRA, NR1H4, FXR | \n",
" Nr1h5, Nr1h4, Nr1h3, NR1H3 | \n",
" 7.774184 | \n",
" 454 | \n",
" 1 | \n",
"
\n",
" \n",
" | 3 | \n",
" chr10_101291541_101292041 | \n",
" GM.5.0.Mixed.0008 | \n",
" | \n",
" ZBTB33, NR2C2 | \n",
" 9.322807 | \n",
" 448 | \n",
" 1 | \n",
"
\n",
" \n",
" | 4 | \n",
" chr10_101291541_101292041 | \n",
" GM.5.0.C2H2_ZF.0020 | \n",
" Egr1, EGR4, EGR2, Egr3, EGR3, EGR1 | \n",
" Egr1, Egr4, EGR4, EGR2, Egr3, EGR3, EGR1 | \n",
" 5.976515 | \n",
" 124 | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" seqname motif_id \\\n",
"0 chr10_101291541_101292041 GM.5.0.RFX.0001 \n",
"1 chr10_101291541_101292041 GM.5.0.Nuclear_receptor.0005 \n",
"2 chr10_101291541_101292041 GM.5.0.Nuclear_receptor.0005 \n",
"3 chr10_101291541_101292041 GM.5.0.Mixed.0008 \n",
"4 chr10_101291541_101292041 GM.5.0.C2H2_ZF.0020 \n",
"\n",
" factors_direct \\\n",
"0 Rfx5 \n",
"1 NR4A2, NR1A4, RXRA, NR1H4, FXR \n",
"2 NR4A2, NR1A4, RXRA, NR1H4, FXR \n",
"3 \n",
"4 Egr1, EGR4, EGR2, Egr3, EGR3, EGR1 \n",
"\n",
" factors_indirect score pos strand \n",
"0 ARID2, Rfx6, Rfx8, RFX6, Rfx3, RFX5, RFX8, Rfx... 10.484102 260 1 \n",
"1 Nr1h5, Nr1h4, Nr1h3, NR1H3 8.070402 454 -1 \n",
"2 Nr1h5, Nr1h4, Nr1h3, NR1H3 7.774184 454 1 \n",
"3 ZBTB33, NR2C2 9.322807 448 1 \n",
"4 Egr1, Egr4, EGR4, EGR2, Egr3, EGR3, EGR1 5.976515 124 1 "
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Check motif scan results\n",
"tfi.scanned_df.head()"
]
},
{
"cell_type": "markdown",
"id": "5633010a-c7bf-4a88-91a6-36a390068b1b",
"metadata": {},
"source": [
"#### 3.3. Filtering low score TF - peak links"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "d5070eae-16d1-4f1e-a1a4-55ffa3aef835",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Filtering finished: 2673574 -> 581057\n",
"1. Converting scanned results into one-hot encoded dataframe.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6a9fc3a1d4ce48248d71f356f5e5bdeb",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/13922 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"2. Converting results into dictionaries.\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dcc8eee7991347a9b49ca5d6c76ec40d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/5237 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a97b56046a0c49e2a601a35d362afa19",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/1093 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Reset filtering\n",
"tfi.reset_filtering()\n",
"\n",
"# Do filtering\n",
"tfi.filter_motifs_by_score(threshold=10)\n",
"\n",
"# Format post-filtering results.\n",
"tfi.make_TFinfo_dataframe_and_dictionary(verbose=True)"
]
},
{
"cell_type": "markdown",
"id": "16bc9d18-4cd2-4cdc-93b4-037c20f9a1a8",
"metadata": {},
"source": [
"#### 4.4. Transforming results into a TF x (peak, gene) dataframe"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "98eabcc3-b71f-4e1c-8cea-47bbcad30b16",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" peak_id | \n",
" gene_short_name | \n",
" 9430076C15RIK | \n",
" AC002126.6 | \n",
" AC012531.1 | \n",
" AC226150.2 | \n",
" AFP | \n",
" AHR | \n",
" AHRR | \n",
" AIRE | \n",
" ... | \n",
" ZNF784 | \n",
" ZNF8 | \n",
" ZNF816 | \n",
" ZNF85 | \n",
" ZSCAN10 | \n",
" ZSCAN16 | \n",
" ZSCAN22 | \n",
" ZSCAN26 | \n",
" ZSCAN31 | \n",
" ZSCAN4 | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" chr10_101291541_101292041 | \n",
" LINC01475 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 1 | \n",
" chr10_101291541_101292041 | \n",
" NKX2-3 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2 | \n",
" chr10_101292051_101292551 | \n",
" LINC01475 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 3 | \n",
" chr10_101292051_101292551 | \n",
" NKX2-3 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 4 | \n",
" chr10_101380430_101380930 | \n",
" SLC25A28 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" ... | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
5 rows × 1095 columns
\n",
"
"
],
"text/plain": [
" peak_id gene_short_name 9430076C15RIK AC002126.6 \\\n",
"0 chr10_101291541_101292041 LINC01475 0.0 0.0 \n",
"1 chr10_101291541_101292041 NKX2-3 0.0 0.0 \n",
"2 chr10_101292051_101292551 LINC01475 0.0 0.0 \n",
"3 chr10_101292051_101292551 NKX2-3 0.0 0.0 \n",
"4 chr10_101380430_101380930 SLC25A28 0.0 0.0 \n",
"\n",
" AC012531.1 AC226150.2 AFP AHR AHRR AIRE ... ZNF784 ZNF8 ZNF816 \\\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 \n",
"\n",
" ZNF85 ZSCAN10 ZSCAN16 ZSCAN22 ZSCAN26 ZSCAN31 ZSCAN4 \n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
"[5 rows x 1095 columns]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = tfi.to_dataframe()\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "646b4d43-5bcd-4227-a827-09078c8c3637",
"metadata": {},
"source": [
"## 5. Saving the CellOracle base GRN"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "addd6008-84dd-4ed5-89d6-ed9ef600941c",
"metadata": {},
"outputs": [],
"source": [
"df.to_parquet(\"base_GRN_dataframe.parquet\")"
]
},
{
"cell_type": "markdown",
"id": "b6a1e027-f934-434c-b576-7d2e004dab71",
"metadata": {},
"source": [
"## 6. Fitting CellOracle GRN"
]
},
{
"cell_type": "markdown",
"id": "01162033-73b1-4bdd-be0e-fcaa42d646b4",
"metadata": {},
"source": [
"This notebook section follows the CellOracle documentation: [GRN model construction and network analysis³](https://morris-lab.github.io/CellOracle.documentation/tutorials/networkanalysis.html)\n",
"\n",
"⚠️ **We shortened this part of the workflow to demonstrate the use of CIRCE for CellOracle GRN.**
For all details on scRNA-seq data preprocessing, please refer to [CellOracle - scRNA-seq data preparation](https://morris-lab.github.io/CellOracle.documentation/tutorials/scrnaprocess.html#a-scrna-seq-data-preprocessing-with-scanpy)."
]
},
{
"cell_type": "markdown",
"id": "02272305-c0ba-436b-a7ce-f20db85efe09",
"metadata": {},
"source": [
"During both data preprocessing and GRN inference, we make use of an `Oracle object`. This object leverages its built-in functions to calculate and store all required information for these steps. To start, we create a new Oracle instance and provide it with our gene expression dataset `anndata` along with the transcription factor information (the base GRN)."
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "3b63d236-6fb8-4e4b-94af-a6b69365462f",
"metadata": {},
"outputs": [],
"source": [
"rna = data[\"rna\"]"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "8096ac0e-ef57-4f16-a607-523e6b95cab0",
"metadata": {},
"outputs": [],
"source": [
"# Random downsampling into 30K cells if the anndata object include more than 30 K cells.\n",
"n_cells_downsample = 30000\n",
"if rna.shape[0] > n_cells_downsample:\n",
" # Let's dowmsample into 30K cells\n",
" sc.pp.subsample(rna, n_obs=n_cells_downsample, random_state=123)"
]
},
{
"cell_type": "markdown",
"id": "41c006b0-4c9a-4cb6-ba3d-b7d32bc5c153",
"metadata": {},
"source": [
"#### 6.1. Creating the CellOracle object"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "fd39425f-d255-4ce9-aee1-21db810f958b",
"metadata": {},
"outputs": [],
"source": [
"# Instantiate Oracle object\n",
"oracle = co.Oracle()"
]
},
{
"cell_type": "markdown",
"id": "d5c5dd8f-e84a-43e6-a8c3-f99f49066089",
"metadata": {},
"source": [
"#### 6.2. Preprocessing RNA data"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "3cc09566-5538-4558-8edd-a47a89365f7f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: adata.X seems to be already log-transformed.\n",
"WARNING: Package 'fa2-modified' is not installed, falling back to layout 'fr'.To use the faster and better ForceAtlas2 layout, install package 'fa2-modified' (`pip install fa2-modified`).\n",
"18410 genes were found in the adata. Note that Celloracle is intended to use around 1000-3000 genes, so the behavior with this number of genes may differ from what is expected.\n",
"WARNING: adata.X seems to be already log-transformed.\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import scanpy as sc\n",
"import numpy as np\n",
"from scipy import sparse\n",
"\n",
"# 1) Keep a copy of the *raw counts* in a layer\n",
"rna.layers[\"raw_count\"] = rna.X.copy()\n",
"\n",
"# 2) (Optional) Now you can normalize/log for your own analyses without touching raw_count\n",
"sc.pp.normalize_total(rna, target_sum=1e4)\n",
"sc.pp.log1p(rna)\n",
"\n",
"# 2.a) Keep the normalized counts in a layer\n",
"rna.layers[\"normalized_count\"] = rna.X.copy()\n",
"\n",
"# 3) Neighbors + clustering for 'louvain_annot'\n",
"sc.pp.pca(rna)\n",
"sc.pp.neighbors(rna)\n",
"sc.tl.louvain(rna, key_added=\"louvain_annot\") # or sc.tl.leiden(..., key_added=\"louvain_annot\")\n",
"rna.obs[\"louvain_annot\"] = rna.obs[\"louvain_annot\"].astype(\"category\")\n",
"\n",
"# 4) ForceAtlas2 embedding (Scanpy's draw_graph)\n",
"sc.tl.draw_graph(rna) # creates rna.obsm[\"X_draw_graph_fa\"]\n",
"\n",
"# 5) Point .X to the unscaled counts for Oracle (optional, Oracle will read from layers below)\n",
"rna.X = rna.layers[\"raw_count\"].copy()\n",
"\n",
"# 6) Import to Oracle\n",
"oracle.import_anndata_as_raw_count(\n",
" adata=rna,\n",
" cluster_column_name=\"louvain_annot\",\n",
" embedding_name=\"X_draw_graph_fr\",\n",
")\n"
]
},
{
"cell_type": "markdown",
"id": "a15bff20-be62-4cd9-9c99-de347f27edb6",
"metadata": {},
"source": [
"#### 6.3. Loading prior base GRN"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "7cf9f92c-7b8e-427d-b248-a1df8eecf567",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TF dict already exists. The old TF dict data was deleted. \n",
"\n"
]
}
],
"source": [
"# You can load TF info dataframe with the following code.\n",
"oracle.import_TF_data(TF_info_matrix=df)"
]
},
{
"cell_type": "markdown",
"id": "7047c1fd-9dde-43b5-b815-77d17d05d683",
"metadata": {},
"source": [
"#### 6.4. Calculating KNN for cell proximity and trajectories"
]
},
{
"cell_type": "markdown",
"id": "2f67191f-007c-4c78-8ce7-70aa5aaa059c",
"metadata": {},
"source": [
"Compute PCA and select a small number of components."
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "c679567d-8e86-40d5-9e76-b21efaa6b2e0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"6\n"
]
}
],
"source": [
"# Perform PCA\n",
"oracle.perform_PCA()\n",
"\n",
"# Select important PCs\n",
"plt.plot(np.cumsum(oracle.pca.explained_variance_ratio_)[:100])\n",
"n_comps = np.where(np.diff(np.diff(np.cumsum(oracle.pca.explained_variance_ratio_))>0.002))[0][0]\n",
"plt.axvline(n_comps, c=\"k\")\n",
"plt.show()\n",
"print(n_comps)\n",
"n_comps = min(n_comps, 50)"
]
},
{
"cell_type": "markdown",
"id": "00cf4cfe-18d6-4c4b-af6a-8caf31b9fbe2",
"metadata": {},
"source": [
"Defining a number of neighbors for KNN imputation."
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "8492dbca-be4a-4173-abb2-b1a30d16febe",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cell number is :9631\n",
"Auto-selected k is :240\n"
]
}
],
"source": [
"n_cell = oracle.adata.shape[0]\n",
"print(f\"cell number is :{n_cell}\")\n",
"\n",
"k = int(0.025*n_cell)\n",
"print(f\"Auto-selected k is :{k}\")"
]
},
{
"cell_type": "markdown",
"id": "0fdb2df3-462c-4c2f-830f-19a23a5290dc",
"metadata": {},
"source": [
"Computing k-nearest neighbors."
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "d51e804e-41eb-43cc-beaf-32d750ba1ec5",
"metadata": {},
"outputs": [],
"source": [
"oracle.knn_imputation(n_pca_dims=n_comps, k=k, balanced=True, b_sight=k*8,\n",
" b_maxl=k*4, n_jobs=4)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "420fbbf0-9757-49c8-9000-ecbd2380e449",
"metadata": {},
"outputs": [],
"source": [
"# Check clustering data\n",
"sc.pl.draw_graph(oracle.adata, color=\"louvain_annot\")"
]
},
{
"cell_type": "markdown",
"id": "1d7120e3-d5a0-41d7-b5db-9eee21a3eac7",
"metadata": {},
"source": [
"#### 6.5. Inferring cluster-specific GRN"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "1679cb2d-c702-4849-8c3e-8e3b524478b3",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "0a797a2d0784402b8ed2c73548b86385",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/13 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 0...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "80b9928aac6f4eeda574969574006ba6",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 1...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "87e66ac1f949449ca4c60cb9f2587013",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 10...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d3c6dce6fbe746ae894aa49e8e24fdfe",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 11...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a7afd2d72e2648da997494a92be0e882",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 12...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7795c2dc0ccf47049c94a7cd2748eb5a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 2...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "99b0a63053f440769e2c09c9ddb16184",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 3...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "944a6106e26141e8b98f8d18ee45df6a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 4...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "14087074eea0491788f0a1f8582f1063",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 5...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e069e866a2c14c19aeb58fbac0329b28",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 6...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6f19ee4a79974bb99acfae398b1925d5",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 7...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b84396bf4a5e4f8c8c506a3f878fa02c",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 8...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b3ed405ad5eb43d99ddcebd25cf52faa",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferring GRN for 9...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "aa3cee7a500745aabe18f5677cc13757",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/3845 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1h 22min 15s, sys: 4min 40s, total: 1h 26min 55s\n",
"Wall time: 1h 48min 31s\n"
]
}
],
"source": [
"%%time\n",
"# Calculate GRN for each population in \"louvain_annot\" clustering unit.\n",
"# This step may take some time.(~30 minutes)\n",
"links = oracle.get_links(cluster_name_for_GRN_unit=\"louvain_annot\", alpha=10,\n",
" verbose_level=10)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "c90427ad-458f-4ab1-b6c3-1b066339908f",
"metadata": {},
"outputs": [],
"source": [
"!conda env export > circe_celloracle_env.yml"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "celloracle_env",
"language": "python",
"name": "celloracle_env"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}