From 0ec31c8b551e23254fdbacff4ddf0e66c532df30 Mon Sep 17 00:00:00 2001 From: Dominik Klein Date: Thu, 17 Apr 2025 11:57:29 +0200 Subject: [PATCH] first draft satija --- ...300_satija_unseen_cell_line_cytokine.ipynb | 676 ++++++++++++++++++ 1 file changed, 676 insertions(+) create mode 100644 docs/notebooks/300_satija_unseen_cell_line_cytokine.ipynb diff --git a/docs/notebooks/300_satija_unseen_cell_line_cytokine.ipynb b/docs/notebooks/300_satija_unseen_cell_line_cytokine.ipynb new file mode 100644 index 00000000..fabd1750 --- /dev/null +++ b/docs/notebooks/300_satija_unseen_cell_line_cytokine.ipynb @@ -0,0 +1,676 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c7a0b6f9-b392-49fe-afb6-7b227bf5a73d", + "metadata": {}, + "source": [ + "# Predicting the effect of gene knockouts on unseen cytokine-induced cell lines" + ] + }, + { + "cell_type": "markdown", + "id": "bc061b8c-aaab-413f-8f20-a0f07c812dde", + "metadata": {}, + "source": [ + "In this tutorial, we predict the effect of genetic knockouts on unseen combinations of pathway and cell lines. Therefore, we consider [a dataset](https://www.nature.com/articles/s41556-025-01622-z2) which captures the effect of genetic knockouts on 6 cancer cell lines stimulated with 5 different cytokines." + ] + }, + { + "cell_type": "markdown", + "id": "52cbffa5-7171-4c5e-8d21-c188af805502", + "metadata": {}, + "source": [ + "## Preliminaries" + ] + }, + { + "cell_type": "markdown", + "id": "e44f0ce5-2981-4c5c-a8be-dc07de0b15ab", + "metadata": {}, + "source": [ + "The dataset is relatively large, hence we use [rapids-single-cell](https://rapids-singlecell.readthedocs.io/en/latest/index.html) which allows us to leverage GPU acceleration for preprocessing and downstream tasks. This notebook is executed on a A100 GPU with 80GB memory, as well as 500GB CPU memory. \n", + "\n", + "We also require `mygene` to translate gene names to Ensembl IDs, it can be installed via `pip install mygene`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "07690e5c-523c-4a81-93c8-d57f89cabc07", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/icb/dominik.klein/mambaforge/envs/cellflow/lib/python3.12/site-packages/optuna/study/_optimize.py:29: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from optuna import progress_bar as pbar_module\n" + ] + } + ], + "source": [ + "import warnings\n", + "from pandas.errors import SettingWithCopyWarning\n", + "\n", + "warnings.simplefilter(\"ignore\", UserWarning)\n", + "warnings.simplefilter(\"ignore\", FutureWarning)\n", + "warnings.simplefilter(\"ignore\", SettingWithCopyWarning)\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import jax\n", + "from tqdm import tqdm\n", + "import functools\n", + "import matplotlib.pyplot as plt\n", + "import anndata as ad\n", + "import scanpy as sc\n", + "import rapids_singlecell as rsc\n", + "import flax.linen as nn\n", + "import optax\n", + "import cellflow\n", + "from cellflow.model import CellFlow\n", + "import cellflow.preprocessing as cfpp\n", + "from cellflow.utils import match_linear\n", + "from cellflow.plotting import plot_condition_embedding\n", + "from cellflow.preprocessing import transfer_labels, compute_wknn, centered_pca, project_pca, reconstruct_pca, get_esm_embedding\n", + "from cellflow.metrics import compute_r_squared, compute_e_distance\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "eb05381d-1f6a-4907-9996-95ee2236495c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 1628476 × 33056\n", + " obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'sample', 'cell_type', 'percent.mito', 'sample_ID', 'Batch_info', 'bc1_well', 'bc2_well', 'bc3_well', 'guide', 'gene', 'mixscale_score', 'pathway'\n", + " var: 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n", + " uns: 'cell_line_embedding', 'cell_type_colors', 'gene_embeddings', 'hvg', 'log1p', 'neighbors', 'pathway_colors', 'pathway_embeddings', 'pca', 'umap'\n", + " obsm: 'X_pca', 'X_umap'\n", + " varm: 'PCs'\n", + " obsp: 'connectivities', 'distances'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata = sc.read_h5ad(\"/lustre/groups/ml01/workspace/ot_perturbation/data/satija_tmp/adata_satija_processed.h5ad\")\n", + "adata" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "75bcd7fb-56c2-4849-a328-2fc02cf3a5c9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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orig.identnCount_RNAnFeature_RNAsamplecell_typepercent.mitosample_IDBatch_infobc1_wellbc2_wellbc3_wellguidegenemixscale_scorepathway
05_54_42_1_1_1_1_1_1_1_1_10515381.05362A549_IFNGA5495.961901sample_1Rep1NaNNaNNaNATF3g2ATF31.176385IFNG
08_58_81_1_1_1_1_1_1_1_1_10813534.04995A549_IFNGA5491.780700sample_1Rep1NaNNaNNaNSTAT2g1STAT2-0.787551IFNG
06_01_92_1_1_1_1_1_1_1_1_10611520.04454A549_IFNGA5499.644097sample_1Rep1NaNNaNNaNCUL1g1CUL14.208174IFNG
05_33_45_1_1_1_1_1_1_1_1_10511174.04575A549_IFNGA5494.966887sample_1Rep1NaNNaNNaNIRF2g2IRF2-0.345167IFNG
06_35_73_1_1_1_1_1_1_1_1_10610807.03961A549_IFNGA54913.528269sample_1Rep1NaNNaNNaNMYCg2MYC-0.182128IFNG
\n", + "
" + ], + "text/plain": [ + " orig.ident nCount_RNA nFeature_RNA sample \\\n", + "05_54_42_1_1_1_1_1_1_1_1_1 05 15381.0 5362 A549_IFNG \n", + "08_58_81_1_1_1_1_1_1_1_1_1 08 13534.0 4995 A549_IFNG \n", + "06_01_92_1_1_1_1_1_1_1_1_1 06 11520.0 4454 A549_IFNG \n", + "05_33_45_1_1_1_1_1_1_1_1_1 05 11174.0 4575 A549_IFNG \n", + "06_35_73_1_1_1_1_1_1_1_1_1 06 10807.0 3961 A549_IFNG \n", + "\n", + " cell_type percent.mito sample_ID Batch_info \\\n", + "05_54_42_1_1_1_1_1_1_1_1_1 A549 5.961901 sample_1 Rep1 \n", + "08_58_81_1_1_1_1_1_1_1_1_1 A549 1.780700 sample_1 Rep1 \n", + "06_01_92_1_1_1_1_1_1_1_1_1 A549 9.644097 sample_1 Rep1 \n", + "05_33_45_1_1_1_1_1_1_1_1_1 A549 4.966887 sample_1 Rep1 \n", + "06_35_73_1_1_1_1_1_1_1_1_1 A549 13.528269 sample_1 Rep1 \n", + "\n", + " bc1_well bc2_well bc3_well guide gene \\\n", + "05_54_42_1_1_1_1_1_1_1_1_1 NaN NaN NaN ATF3g2 ATF3 \n", + "08_58_81_1_1_1_1_1_1_1_1_1 NaN NaN NaN STAT2g1 STAT2 \n", + "06_01_92_1_1_1_1_1_1_1_1_1 NaN NaN NaN CUL1g1 CUL1 \n", + "05_33_45_1_1_1_1_1_1_1_1_1 NaN NaN NaN IRF2g2 IRF2 \n", + "06_35_73_1_1_1_1_1_1_1_1_1 NaN NaN NaN MYCg2 MYC \n", + "\n", + " mixscale_score pathway \n", + "05_54_42_1_1_1_1_1_1_1_1_1 1.176385 IFNG \n", + "08_58_81_1_1_1_1_1_1_1_1_1 -0.787551 IFNG \n", + "06_01_92_1_1_1_1_1_1_1_1_1 4.208174 IFNG \n", + "05_33_45_1_1_1_1_1_1_1_1_1 -0.345167 IFNG \n", + "06_35_73_1_1_1_1_1_1_1_1_1 -0.182128 IFNG " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata.obs.head()" + ] + }, + { + "cell_type": "markdown", + "id": "0557a706-93c6-41b1-9d79-482ae431b88b", + "metadata": {}, + "source": [ + "Let's have a look at the most relevant columns:\n", + "- {attr}`obs['cell_type'] ` contains one out of six cancer cell lines. \n", + "- {attr}`obs['pathway'] ` contains the cytokine treatment of the cell line. There are five different ones in total.\n", + "- {attr}`obs['gene'] ` tells us which gene has been knocked out." + ] + }, + { + "cell_type": "markdown", + "id": "5a402154-5989-431e-9bde-98720567a76a", + "metadata": {}, + "source": [ + "We create columns which will come in handy later:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "60ae0a73-70f0-4a11-b43c-e4b69b43abcc", + "metadata": {}, + "outputs": [], + "source": [ + "adata.obs[\"condition\"] = adata.obs.apply(lambda x: \"_\".join([x.cell_type, x.pathway, x.gene]), axis=1)\n", + "adata.obs[\"tissue_context\"] = adata.obs.apply(lambda x: \"_\".join([x.cell_type, x.pathway]), axis=1)\n", + "adata.obs[\"is_control\"] = adata.obs.apply(lambda x: x[\"gene\"] == \"NT\", axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "71ae50ff-1d43-4459-a495-d82502179098", + "metadata": {}, + "source": [ + "While embeddings of the cell lines are provided in {attr}`obs['cell_line_embedding'] `, we still need a representation for the genetic knockouts. Therefore, we leverage CellFlow's {func}`~cellflow.preprocessing.get_esm_embedding`. However, {func}`~cellflow.preprocessing.get_esm_embedding` requires [ensembl IDs](https://www.ensembl.org/index.html). Hence, we first need to convert the genes:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "01aaa721-5cff-4abd-8b5a-bdd3e0bce68a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Input sequence provided is already in string format. No operation performed\n", + "Input sequence provided is already in string format. No operation performed\n", + "3 input query terms found no hit:\t['NT', 'RARRES3', 'H1F0']\n" + ] + } + ], + "source": [ + "from mygene import MyGeneInfo\n", + "\n", + "mg = MyGeneInfo()\n", + "genes = adata.obs[\"gene\"].unique()\n", + "out = mg.querymany(genes, scopes='symbol', fields='ensembl.gene', species='human')\n" + ] + }, + { + "cell_type": "markdown", + "id": "daba5a1d-d826-4f7b-99ac-0d26b0b4e803", + "metadata": {}, + "source": [ + "Not all genes could be mapped. In particular, 'NT' is the control state, hence, we don't need a representation for it. 'RARRES3' refers to the same gene as 'PLAAT4', and similarly 'H1F0' to 'H1-0'." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "6dca6e3a-82f4-4149-aba5-41bb9ef4d033", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Input sequence provided is already in string format. No operation performed\n", + "Input sequence provided is already in string format. No operation performed\n" + ] + } + ], + "source": [ + "additional_genes = [\"PLAAT4\", \"H1-0\"]\n", + "out_2 = mg.querymany(additional_genes, scopes='symbol', fields='ensembl.gene', species='human')\n", + "out.extend(out_2)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "5b054601-35e5-48a1-9ac2-9bb0fb232669", + "metadata": {}, + "outputs": [], + "source": [ + "genes_to_ignore = ['NT', 'RARRES3', 'H1F0']\n", + "gene_to_ensembl = {}\n", + "genes_to_verify = []\n", + "for gene in out:\n", + " if gene[\"query\"] in genes_to_ignore:\n", + " continue\n", + " elif len(gene[\"ensembl\"]) > 1:\n", + " genes_to_verify.append(gene)\n", + " else:\n", + " gene_to_ensembl[gene[\"query\"]] = gene[\"ensembl\"][\"gene\"] " + ] + }, + { + "cell_type": "markdown", + "id": "09059aff-662f-48db-927a-f536fefc5106", + "metadata": {}, + "source": [ + "Whenever there is not a unique match, we have to fill the dictionary `gene_to_ensembl` manually\"" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "fbee2998-6e73-4dea-85a9-864f00fc0388", + "metadata": {}, + "outputs": [], + "source": [ + "gene_to_ensembl[\"ZC3H3\"] = \"ENSG00000014164\"\n", + "gene_to_ensembl[\"IFNGR2\"] = \"ENSG00000159128\"\n", + "gene_to_ensembl[\"SRC\"] = \"ENSG00000197122\"\n", + "gene_to_ensembl[\"IRF7\"] = \"ENSG00000185507\"\n", + "gene_to_ensembl[\"HLA-DQB1\"] = \"ENSG00000179344\"\n", + "gene_to_ensembl[\"IRF9\"] = \"ENSG00000213928\"\n", + "gene_to_ensembl[\"ID3\"] = \"ENSG00000117318\"\n", + "gene_to_ensembl[\"MAP3K14\"] = \"ENSG00000282637\"\n", + "gene_to_ensembl[\"ITCH\"] = \"ENSG00000078747\"\n", + "gene_to_ensembl[\"HRAS\"] = \"ENSG00000174775\"\n", + "gene_to_ensembl[\"PTEN\"] = \"ENSG00000171862\"\n", + "gene_to_ensembl[\"HSF1\"] = \"ENSG00000185122\"\n", + "\n", + "gene_to_ensembl[\"NT\"] = \"control\"\n", + "\n", + "adata.obs[\"gene_ensembl\"] = adata.obs[\"gene\"].map(gene_to_ensembl)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "15b04b6c-cca6-44e1-ae01-9c9bd423303a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gene_ensembl\n", + "control 84269\n", + "ENSG00000125347 30300\n", + "ENSG00000136997 24952\n", + "ENSG00000126767 23425\n", + "ENSG00000177606 23145\n", + " ... \n", + "ENSG00000132170 844\n", + "ENSG00000113558 787\n", + "ENSG00000187778 713\n", + "ENSG00000073584 689\n", + "ENSG00000181449 329\n", + "Name: count, Length: 218, dtype: int64" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata.obs[\"gene_ensembl\"].value_counts(dropna=False)" + ] + }, + { + "cell_type": "markdown", + "id": "78efcd54-2cba-4a02-9f12-3d60ecfbeedf", + "metadata": {}, + "source": [ + "Finally, we can retrieve the ESM embeddings and save it to `gene_emb_key=\"esm_embeddings\"`. We can use different ESM models, here we use ESM2 (`esm_model_name = \"esm2_t36_3B_UR50D\"`):" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "30fdb6bc-ab13-4f18-a92f-f60d6cf9d952", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[33mWARNING \u001b[0m HF_HOME environment variable is not set and `cache_dir` is \u001b[3;35mNone\u001b[0m. Cache will be stored in \n", + " the current directory. \n" + ] + }, + { + "ename": "HTTPError", + "evalue": "400 Client Error: Bad Request for url: https://rest.ensembl.org/lookup/id/nan?expand=1", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mHTTPError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[55], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m get_esm_embedding(adata, gene_key\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgene_ensembl\u001b[39m\u001b[38;5;124m\"\u001b[39m, gene_emb_key\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mesm_embeddings\u001b[39m\u001b[38;5;124m\"\u001b[39m, null_value \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcontrol\u001b[39m\u001b[38;5;124m\"\u001b[39m, esm_model_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mesm2_t36_3B_UR50D\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m/ictstr01/home/icb/dominik.klein/git_repos/cell_flow_perturbation/src/cellflow/preprocessing/_gene_emb.py:359\u001b[0m, in \u001b[0;36mget_esm_embedding\u001b[0;34m(adata, gene_key, null_value, gene_emb_key, copy, esm_model_name, toks_per_batch, trunc_len, truncation, use_cuda, cache_dir)\u001b[0m\n\u001b[1;32m 357\u001b[0m genes_todo\u001b[38;5;241m.\u001b[39mextend(adata\u001b[38;5;241m.\u001b[39mobs[col]\u001b[38;5;241m.\u001b[39munique()\u001b[38;5;241m.\u001b[39mtolist())\n\u001b[1;32m 358\u001b[0m unique_genes \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(\u001b[38;5;28mset\u001b[39m(genes_todo) \u001b[38;5;241m-\u001b[39m {null_value, \u001b[38;5;28;01mNone\u001b[39;00m})\n\u001b[0;32m--> 359\u001b[0m results, metadata \u001b[38;5;241m=\u001b[39m protein_features_from_genes(\n\u001b[1;32m 360\u001b[0m genes\u001b[38;5;241m=\u001b[39munique_genes,\n\u001b[1;32m 361\u001b[0m esm_model_name\u001b[38;5;241m=\u001b[39mesm_model_name,\n\u001b[1;32m 362\u001b[0m toks_per_batch\u001b[38;5;241m=\u001b[39mtoks_per_batch,\n\u001b[1;32m 363\u001b[0m trunc_len\u001b[38;5;241m=\u001b[39mtrunc_len,\n\u001b[1;32m 364\u001b[0m truncation\u001b[38;5;241m=\u001b[39mtruncation,\n\u001b[1;32m 365\u001b[0m use_cuda\u001b[38;5;241m=\u001b[39muse_cuda,\n\u001b[1;32m 366\u001b[0m cache_dir\u001b[38;5;241m=\u001b[39mcache_dir,\n\u001b[1;32m 367\u001b[0m )\n\u001b[1;32m 368\u001b[0m adata\u001b[38;5;241m.\u001b[39muns[gene_emb_key] \u001b[38;5;241m=\u001b[39m results\n\u001b[1;32m 369\u001b[0m adata\u001b[38;5;241m.\u001b[39muns[gene_emb_key \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_metadata\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m metadata\n", + "File \u001b[0;32m/ictstr01/home/icb/dominik.klein/git_repos/cell_flow_perturbation/src/cellflow/preprocessing/_gene_emb.py:274\u001b[0m, in \u001b[0;36mprotein_features_from_genes\u001b[0;34m(genes, esm_model_name, toks_per_batch, trunc_len, truncation, use_cuda, cache_dir)\u001b[0m\n\u001b[1;32m 269\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m os\u001b[38;5;241m.\u001b[39mgetenv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mHF_HOME\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m cache_dir \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 270\u001b[0m logger\u001b[38;5;241m.\u001b[39mwarning(\n\u001b[1;32m 271\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mHF_HOME environment variable is not set and `cache_dir` is None. \u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[1;32m 272\u001b[0m \u001b[38;5;124m Cache will be stored in the current directory.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 273\u001b[0m )\n\u001b[0;32m--> 274\u001b[0m metadata \u001b[38;5;241m=\u001b[39m prot_sequence_from_ensembl(genes)\n\u001b[1;32m 275\u001b[0m to_emb \u001b[38;5;241m=\u001b[39m metadata[metadata\u001b[38;5;241m.\u001b[39mprotein_sequence\u001b[38;5;241m.\u001b[39mnotnull()]\n\u001b[1;32m 276\u001b[0m use_cuda \u001b[38;5;241m=\u001b[39m use_cuda \u001b[38;5;129;01mand\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mcuda\u001b[38;5;241m.\u001b[39mis_available()\n", + "File \u001b[0;32m/ictstr01/home/icb/dominik.klein/git_repos/cell_flow_perturbation/src/cellflow/preprocessing/_gene_emb.py:119\u001b[0m, in \u001b[0;36mprot_sequence_from_ensembl\u001b[0;34m(ensembl_gene_id)\u001b[0m\n\u001b[1;32m 117\u001b[0m df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame(columns\u001b[38;5;241m=\u001b[39mcolumns)\n\u001b[1;32m 118\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m gene_id \u001b[38;5;129;01min\u001b[39;00m ensembl_gene_id:\n\u001b[0;32m--> 119\u001b[0m gene_info \u001b[38;5;241m=\u001b[39m GeneInfo(gene_id)\n\u001b[1;32m 120\u001b[0m results[gene_id] \u001b[38;5;241m=\u001b[39m gene_info\u001b[38;5;241m.\u001b[39mprotein_sequence\n\u001b[1;32m 121\u001b[0m data \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 122\u001b[0m [\n\u001b[1;32m 123\u001b[0m gene_id,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 129\u001b[0m ]\n\u001b[1;32m 130\u001b[0m ]\n", + "File \u001b[0;32m:4\u001b[0m, in \u001b[0;36m__init__\u001b[0;34m(self, gene_id)\u001b[0m\n", + "File \u001b[0;32m/ictstr01/home/icb/dominik.klein/git_repos/cell_flow_perturbation/src/cellflow/preprocessing/_gene_emb.py:83\u001b[0m, in \u001b[0;36mGeneInfo.__post_init__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtranscript_id: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m 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\u001b[0;32m/ictstr01/home/icb/dominik.klein/git_repos/cell_flow_perturbation/src/cellflow/preprocessing/_gene_emb.py:43\u001b[0m, in \u001b[0;36mfetch_canonical_transcript_info\u001b[0;34m(ensembl_gene_id)\u001b[0m\n\u001b[1;32m 41\u001b[0m response \u001b[38;5;241m=\u001b[39m requests\u001b[38;5;241m.\u001b[39mget(server \u001b[38;5;241m+\u001b[39m ext, headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m 42\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m response\u001b[38;5;241m.\u001b[39mok:\n\u001b[0;32m---> 43\u001b[0m response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m 45\u001b[0m gene_data \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39mjson()\n\u001b[1;32m 46\u001b[0m transcripts \u001b[38;5;241m=\u001b[39m gene_data\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTranscript\u001b[39m\u001b[38;5;124m\"\u001b[39m, [])\n", + "File \u001b[0;32m~/mambaforge/envs/cellflow/lib/python3.12/site-packages/requests/models.py:1024\u001b[0m, in \u001b[0;36mResponse.raise_for_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1019\u001b[0m http_error_msg \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 1020\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstatus_code\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m Server Error: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mreason\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m for url: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39murl\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1021\u001b[0m )\n\u001b[1;32m 1023\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m http_error_msg:\n\u001b[0;32m-> 1024\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m HTTPError(http_error_msg, response\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m)\n", + "\u001b[0;31mHTTPError\u001b[0m: 400 Client Error: Bad Request for url: https://rest.ensembl.org/lookup/id/nan?expand=1" + ] + } + ], + "source": [ + "get_esm_embedding(adata, gene_key=\"gene_ensembl\", gene_emb_key=\"esm_embeddings\", null_value = \"control\", esm_model_name=\"esm2_t36_3B_UR50D\")" + ] + }, + { + "cell_type": "markdown", + "id": "b6e74a1e-bf72-4556-bc2a-a8883d53441a", + "metadata": {}, + "source": [ + "We now perform standard " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c35aa4cd-1887-4cd1-b4dc-dc3edbf755bd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: adata.X seems to be already log-transformed.\n" + ] + } + ], + "source": [ + "sc.pp.normalize_total(adata)\n", + "sc.pp.log1p(adata)\n", + "adata.X = adata.X.astype(\"float32\")" + ] + }, + { + "cell_type": "markdown", + "id": "e9ac1771-20c5-4823-960c-4695ecf3b53e", + "metadata": {}, + "source": [ + "We then perform highly variable gene selection. As the set of highly variable genes depends a lot on {attr}`obs['tissue_context']`, we take the union of HVGs per {attr}`obs['tissue_context']`. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7a49b9ca-e89f-4f75-a9a6-70f8d385c272", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 30/30 [02:05<00:00, 4.17s/it]\n" + ] + } + ], + "source": [ + "n_top_genes_per_condition = 500 \n", + "highly_var_genes = {}\n", + "for t_context in tqdm(adata.obs['tissue_context'].unique()):\n", + " temp = adata[adata.obs['tissue_context'] == t_context, :]\n", + " sc.pp.highly_variable_genes(temp, inplace=True, n_top_genes=n_top_genes_per_condition)\n", + " temp = adata[:, temp.var[\"highly_variable\"]==True]\n", + " highly_var_genes[t_context] = set(temp.var.index)\n", + " del temp \n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "de7acbf0-92f8-4323-9ee3-03ae85ea37a6", + "metadata": {}, + "outputs": [], + "source": [ + "hvgs = {gene for v in highly_var_genes.values() for gene in v}\n", + "adata = adata[:, adata.var.index.isin(hvgs)]" + ] + }, + { + "cell_type": "markdown", + "id": "dab1cd15-f257-473c-97fb-3fe96274e851", + "metadata": {}, + "source": [ + "We visualize the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "40a1582d-d193-4543-9d5c-cb63a8862a88", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2025-04-14 15:14:42.158] [CUML] [debug] n_neighbors=15\n", + "[2025-04-14 15:14:42.181] [CUML] [debug] Calling knn graph run\n", + "[2025-04-14 15:14:42.181] [CUML] [debug] Done. Calling fuzzy simplicial set\n", + "[2025-04-14 15:14:43.174] [CUML] [debug] Done. Calling remove zeros\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rsc.pp.pca(adata)\n", + "rsc.pp.neighbors(adata, use_rep=\"X_pca\")\n", + "rsc.tl.umap(adata)\n", + "sc.pl.umap(adata, color=[\"cell_type\", \"pathway\"])" + ] + }, + { + "cell_type": "markdown", + "id": "30507d64-33fa-4d57-ab53-6f785cc6995f", + "metadata": {}, + "source": [ + "We also visualize the control cells, which gives a visual impression that perturbation effects are not too strong:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "14252f4a-9617-4dbb-8ba7-263a4847cf82", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "order = list(adata[~adata.obs[\"is_control\"].to_numpy()].obs_names) + list(adata[adata.obs[\"is_control\"].to_numpy()].obs_names)\n", + "adata.obs[\"is_control_str\"] = adata.obs[\"is_control\"].astype(str)\n", + "sc.pl.umap(adata[order], color=[\"is_control\"], palette={\"True\": \"#000000\", \"False\": \"#D6D6D6\"}, size=7)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cellflow", + "language": "python", + "name": "cellflow" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}