{ "cells": [ { "cell_type": "markdown", "id": "eae20041", "metadata": {}, "source": [ "# PBMC10K Multiome" ] }, { "cell_type": "code", "execution_count": 1, "id": "4226f8ae", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import polars as pl\n", "import snapatac2 as snap \n", "import pandas as pd\n", "import scanpy as sc\n", "from scipy.sparse import csr_matrix\n", "from scipy import sparse\n", "import scipy.io\n", "import os\n", "import anndata as ad # Anndata version must > 0.8\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_theme(style='white')\n", "\n", "import scATAnno\n", "from scATAnno.SnapATAC2_spectral import *\n", "from scATAnno.SnapATAC2_tools import *\n", "from scATAnno.SnapATAC2_utils import *\n", "from scATAnno import scATAnno_preprocess\n", "from scATAnno import scATAnno_assignment\n", "from scATAnno import scATAnno_integration\n", "from scATAnno import scATAnno_plotting\n", "\n", "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "warnings.simplefilter(action='ignore', category=DeprecationWarning)\n", "\n", "default_28 = scATAnno_plotting.get_palettes(\"default28\")\n", "default_102 = scATAnno_plotting.get_palettes(\"default102\")" ] }, { "cell_type": "markdown", "id": "6778110e", "metadata": {}, "source": [ "In this tutorial, we apply PBMC reference atlas to PBMC 10K Multiome dataset. The input files are 1) reference atlas in h5ad format; 2) query data in mtx and tsv formats, whose features are aligned with PBMC reference peak. " ] }, { "cell_type": "markdown", "id": "09b5f40e", "metadata": {}, "source": [ "Download reference data" ] }, { "cell_type": "code", "execution_count": 2, "id": "d8201300", "metadata": {}, "outputs": [], "source": [ "# !wget -O PBMC_reference_atlas_final.h5ad \"https://www.dropbox.com/s/y9wc6h5mmydj7gf/PBMC_reference_atlas_final.h5ad?dl=1\"" ] }, { "cell_type": "markdown", "id": "6aa6fce2", "metadata": {}, "source": [ "Download query data, including 1) scATAC (matrix.mtx, features.tsv and barcodes.tsv), features are the reference peak of PBMC reference atlas 2) scRNA (filtered_feature_bc_matrix.h5)" ] }, { "cell_type": "code", "execution_count": 3, "id": "6a959036", "metadata": {}, "outputs": [], "source": [ "# !wget -O PBMC10k_multiome_vPBMCatlas.zip \"https://www.dropbox.com/s/3g63m832mbeec4s/PBMC10k_multiome_vPBMCatlas.zip?dl=1\"" ] }, { "cell_type": "markdown", "id": "b95e4758", "metadata": {}, "source": [ "Donwload palette file" ] }, { "cell_type": "code", "execution_count": 4, "id": "f7a2c094", "metadata": {}, "outputs": [], "source": [ "# !wget -O reference_palette.pickle \"https://www.dropbox.com/scl/fi/h9gryg9gwdegs8jaob8ga/reference_palette.pickle?rlkey=41zarytshwcowko0r7ndxkiih&st=bxgkyno9&dl=0\"" ] }, { "cell_type": "markdown", "id": "9fcc66d6", "metadata": {}, "source": [ "We load reference atlas data and query data. Reference atlas is stored as h5ad AnnData in the data directory; query data is imported from QuickATAC output." ] }, { "cell_type": "code", "execution_count": 5, "id": "48847069", "metadata": {}, "outputs": [], "source": [ "os.chdir(\"scATAnno-main\")\n", "\n", "output_name = \"PBMC_10K_Multiome\"\n", "out_dir = os.path.join(\"scATAnno-main/case_study\", output_name) \n", "os.makedirs(out_dir, exist_ok=True)\n", "\n", "reference_data_path = \"PBMC_reference_atlas_final.h5ad\"\n", "reference_data = scATAnno_preprocess.load_reference_data(reference_data_path)\n", "query_data = scATAnno_preprocess.import_query_data(path = 'PBMC10k_multiome_vPBMCatlas/scATAC/',\n", " mtx_file = 'matrix.mtx.gz',\n", " cells_file = 'barcodes.tsv.gz',\n", " features_file = 'features.tsv.gz', \n", " variable_prefix = \"pbmc10k_query\", \n", " celltype_col = \"celltypes\",\n", " add_metrics=False)" ] }, { "cell_type": "markdown", "id": "0ae9a348", "metadata": {}, "source": [ "Before performing integration, we check feature dimensions of the reference and query." ] }, { "cell_type": "code", "execution_count": 6, "id": "15122b80", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnnData object with n_obs × n_vars = 39441 × 196618\n", " obs: 'celltypes', 'tissue', 'dataset'\n", "View of AnnData object with n_obs × n_vars = 11909 × 196618\n", " obs: 'celltypes', 'tissue', 'dataset'\n" ] } ], "source": [ "print(reference_data)\n", "print(query_data)\n", "assert reference_data.var.shape[0] == query_data.var.shape[0]" ] }, { "cell_type": "markdown", "id": "ae788ef3", "metadata": {}, "source": [ "We integrate the reference atlas and query data using SnapATAC2 by 1) concatenating two datasets and selecting highly informative \"landmark\" reference cells to compute similarity matrix, normalize the matrix and eigen decompositionand and 2) performing Nystrom extension to project the remaining reference and query cells onto the same spectral embedding space" ] }, { "cell_type": "code", "execution_count": 7, "id": "83fbaf75", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/francis/Desktop/scATAnno-main/scATAnno/SnapATAC2_spectral.py:162: ImplicitModificationWarning: Trying to modify attribute `.var` of view, initializing view as actual.\n", " adata.var[\"selected\"] = selected_features\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Compute similarity matrix\n", "Normalization\n", "Perform decomposition\n", "Perform Nystrom extension\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [13:23<00:00, 267.99s/it]\n" ] } ], "source": [ "# Integrate reference and query data\n", "integrated_adata = scATAnno_assignment.scATAnno_integrate(reference_data, query_data, variable_prefix = \"pbmc10k_query\", sample_size = 25000)" ] }, { "cell_type": "markdown", "id": "f30f673e", "metadata": {}, "source": [ "The following method provides an alternative way to obtain \"integrated_adata\" (the box above). This method uses all reference samples. The time to calculate \"integrated_adata\" drops significantly (as only the \"Perform Nystrom extension\" step is performed) while the accuracy only have a minimal decrease." ] }, { "cell_type": "code", "execution_count": 8, "id": "ba8abf3f", "metadata": {}, "outputs": [], "source": [ "# First we need to specify the paths for features and models:\n", "# feature_file = \"reference_embedding_features.csv\"\n", "# model_file =\"reference_embedding_model.model\"\n", "\n", "# You can build the model from prep_data/scATAnno-reference-building-example, or download these files from: \n", "# !wget -O reference_embedding_model.model \"https://www.dropbox.com/scl/fi/fgh2vw5jk7g4q68n9k9m7/reference_embedding_model.model?rlkey=6q6n5p5hntqaje7oeqtwezdn4&st=pewaytgz&dl=0\"\n", "# !wget -O reference_embedding_features.csv \"https://www.dropbox.com/scl/fi/xa6cdy95oqktpy95bw6h8/reference_embedding_features.csv?rlkey=u1of7llfxvdz736bj3txzn0lx&st=e8la05zx&dl=0\"\n", "\n", "#with both feature_file and model_file for our reference, we can project the data from query_data to the reference data in the spectral space:\n", "#integrated_adata = scATAnno_assignment.scATAnno_query_projection(reference_data, query_data, feature_file, model_file)\n" ] }, { "cell_type": "markdown", "id": "1d2fe17a", "metadata": {}, "source": [ "Next, apply harmony to spectral embeddings of integrated data to regress out batch effects indicated in batch_col." ] }, { "cell_type": "code", "execution_count": 9, "id": "886cf87b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-10 01:01:07,599 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2025-01-10 01:01:07 - INFO - Computing initial centroids with sklearn.KMeans...\n", "2025-01-10 01:01:14,439 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2025-01-10 01:01:14 - INFO - sklearn.KMeans initialization complete.\n", "2025-01-10 01:01:14,566 - harmonypy - INFO - Iteration 1 of 20\n", "2025-01-10 01:01:14 - INFO - Iteration 1 of 20\n", "2025-01-10 01:01:25,173 - harmonypy - INFO - Iteration 2 of 20\n", "2025-01-10 01:01:25 - INFO - Iteration 2 of 20\n", "2025-01-10 01:01:35,250 - harmonypy - INFO - Iteration 3 of 20\n", "2025-01-10 01:01:35 - INFO - Iteration 3 of 20\n", "2025-01-10 01:01:45,520 - harmonypy - INFO - Iteration 4 of 20\n", "2025-01-10 01:01:45 - INFO - Iteration 4 of 20\n", "2025-01-10 01:01:55,620 - harmonypy - INFO - Iteration 5 of 20\n", "2025-01-10 01:01:55 - INFO - Iteration 5 of 20\n", "2025-01-10 01:02:07,263 - harmonypy - INFO - Converged after 5 iterations\n", "2025-01-10 01:02:07 - INFO - Converged after 5 iterations\n" ] } ], "source": [ "# Apply harmony to remove batch effects\n", "integrated_adata_harmony = scATAnno_assignment.scATAnno_harmony(integrated_adata, batch_col = \"dataset\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "0348d988", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 51350 × 196618\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " obsm: 'X_spectral', 'X_spectral_harmony'" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "integrated_adata_harmony" ] }, { "cell_type": "markdown", "id": "577745c5", "metadata": {}, "source": [ "we then plot UMAP of the integrated data using harmonized spectral embeddings. Optionally, we can save the AnnData object in an output directory." ] }, { "cell_type": "code", "execution_count": 11, "id": "ff52f04a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", " warn(\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "... storing 'celltypes' as categorical\n", "... storing 'tissue' as categorical\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 51350 × 196618\n", " obs: 'celltypes', 'tissue', 'dataset'\n", " obsm: 'X_spectral', 'X_spectral_harmony', 'X_umap'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Plot UMAP using spectral embeddings\n", "integrated_adata = scATAnno_assignment.scATAnno_umap(integrated_adata_harmony, out_dir, use_rep = \"X_spectral_harmony\", save = True)\n", "integrated_adata" ] }, { "cell_type": "code", "execution_count": 12, "id": "50d74cb8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'celltypes' as categorical\n", "... storing 'tissue' as categorical\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scATAnno_plotting.defaultPlotting_umap()\n", "sc.pl.umap(integrated_adata, color=\"dataset\", palette = ['#228833', '#cccccc'], show=True, title = \"Integration\")" ] }, { "cell_type": "markdown", "id": "cfc794ce", "metadata": {}, "source": [ "We investigated cell types in the PBMC reference atlas and re-annotated gamma delta T cell cluster as MAIT cell cluster by showing chromatin accessibility of gene signatures in this cluster. " ] }, { "cell_type": "markdown", "id": "4a82746b", "metadata": {}, "source": [ "After integration, we want to assign cell types to the query data by taking three steps. First, query cells are assigned labels using K-Nearest neighbors along with KNN-based uncertainty score. Second, query cell labels are corrected using weighted-distance-based uncertainty score. Third, query cells are clustered and annotated at the cluster level." ] }, { "cell_type": "code", "execution_count": 13, "id": "3e962968", "metadata": {}, "outputs": [], "source": [ "uncertainty_threshold = 0.2\n", "distance_threshold = 90\n", "reference_label_col = \"celltypes\"\n", "use_rep = \"X_spectral_harmony\"\n", "atlas = \"PBMC\"\n", "\n", "integrated_adata = sc.read_h5ad(os.path.join(out_dir, \"1.Merged_query_reference.h5ad\"))\n", "integrated_adata = scATAnno_preprocess.add_variable(os.path.join(out_dir, \"X_spectral_harmony.csv\"), integrated_adata)\n", "reference = integrated_adata[integrated_adata.obs['dataset'] == \"Atlas\", :].copy()\n", "query = integrated_adata[integrated_adata.obs['dataset'] != \"Atlas\",:].copy()\n", "# Perform KNN assignment\n", "query_KNN = scATAnno_assignment.scATAnno_KNN_assign(reference, query, reference_label_col=reference_label_col, low_dim_col=use_rep)" ] }, { "cell_type": "code", "execution_count": 14, "id": "f8e26d80", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pickle\n", "with open(('reference_palette.pickle'), 'rb') as handle:\n", " celltype_palette = pickle.load(handle)\n", "\n", "scATAnno_plotting.defaultPlotting_umap()\n", "sc.pl.umap(reference, color=\"celltypes\", palette = celltype_palette, title = \"PBMC Reference Atlas\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "2f616865", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Embedding shape: (1477, 30)\n", "Centroid shape: (30,)\n" ] } ], "source": [ "# Perform weighted-distance based assignment\n", "query_distance = scATAnno_assignment.scATAnno_distance_assign(reference, query_KNN, reference_label_col=reference_label_col, distance_threshold=distance_threshold, atlas=atlas, uncertainty_threshold=uncertainty_threshold, use_rep = use_rep)" ] }, { "cell_type": "code", "execution_count": 16, "id": "efe1eac9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 11909 × 196618\n", " obs: 'celltypes', 'tissue', 'dataset', 'uncertainty_score_step1', 'pred_y', 'uncertainty_score_step2', 'Uncertainty_Score', '1.knn-based_celltype', '2.corrected_celltype', 'leiden', 'cluster_annotation'\n", " uns: 'neighbors', 'umap', 'leiden'\n", " obsm: 'X_umap', 'X_spectral_harmony', 'kernel_distance', 'distance', 'indices', 'neighbors_labels'\n", " obsp: 'distances', 'connectivities'" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Perform cluster-level assignment\n", "query_annotated = scATAnno_assignment.scATAnno_cluster_assign(query_distance, cluster_col = None, use_rep=use_rep)\n", "query_annotated" ] }, { "cell_type": "code", "execution_count": 17, "id": "e0e645df", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'pred_y' as categorical\n", "... storing '1.knn-based_celltype' as categorical\n", "... storing '2.corrected_celltype' as categorical\n", "... storing 'cluster_annotation' as categorical\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(query_annotated, color = \"cluster_annotation\",palette=celltype_palette, title = \"scATAnno Annotation\")" ] }, { "cell_type": "markdown", "id": "0fa62e52", "metadata": {}, "source": [ "We benchmark scATAnno results with seurat annotation. Seurat annotation is stored in \"Seurat_RNA_annotation.csv\"" ] }, { "cell_type": "code", "execution_count": 18, "id": "eb6b0a29", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 10412 × 196618\n", " obs: 'celltypes', 'tissue', 'dataset', 'uncertainty_score_step1', 'pred_y', 'uncertainty_score_step2', 'Uncertainty_Score', '1.knn-based_celltype', '2.corrected_celltype', 'leiden', 'cluster_annotation', 'seurat_rna_annotations', 'seurat_new_annotation'\n", " uns: 'neighbors', 'umap', 'leiden', 'cluster_annotation_colors'\n", " obsm: 'X_umap', 'X_spectral_harmony', 'kernel_distance', 'distance', 'indices', 'neighbors_labels'\n", " obsp: 'distances', 'connectivities'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seurat_df = pd.read_csv(os.path.join(\"PBMC10k_multiome_vPBMCatlas/\",\"Seurat_RNA_annotation.csv\"), index_col=0)\n", "query_annotated = query_annotated[query_annotated.obs.index.isin(seurat_df.index)]\n", "query_annotated.obs = pd.merge(query_annotated.obs, seurat_df, left_index=True, right_index=True)\n", "query_annotated" ] }, { "cell_type": "code", "execution_count": 19, "id": "498fc9ce", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'seurat_rna_annotations' as categorical\n", "... storing 'seurat_new_annotation' as categorical\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(query_annotated, color = \"seurat_new_annotation\", title = \"Seurat Annotation\", palette = default_28)" ] }, { "cell_type": "markdown", "id": "0bb611a8", "metadata": {}, "source": [ "Lastly, we compare the annotation results between scATAnno and Seurat." ] }, { "cell_type": "code", "execution_count": 20, "id": "cfb94af7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'outcomes2' as categorical\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "outcomes2 = []\n", "for i in query_annotated.obs[\"cluster_annotation\"].index:\n", " if query_annotated.obs.loc[i,\"cluster_annotation\"] == query_annotated.obs.loc[i,\"seurat_new_annotation\"]:\n", " outcomes2.append(\"Consistent\")\n", " elif query_annotated.obs.loc[i,\"cluster_annotation\"] == \"unknown\":\n", " outcomes2.append(\"Unknown\")\n", " else: outcomes2.append(\"Inconsistent\")\n", "query_annotated.obs[\"outcomes2\"] = outcomes2\n", "sc.pl.umap(query_annotated, color = \"outcomes2\", palette= ['#1f77b4','#ff7f0e','#279e68'], title = \"Comparison\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "2b0365b6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Consistent Inconsistent n_cells\n", "ct \n", "pDC (89) 89 0 89\n", "MAIT (123) 111 12 123\n", "Treg (146) 114 32 146\n", "cDC (213) 185 28 213\n", "Naive B (351) 3 348 351\n", "NK (389) 383 6 389\n", "Memory B (492) 7 485 492\n", "Effector memory CD8 T (732) 581 151 732\n", "Memory CD4 T (1185) 1118 67 1185\n", "Naive CD4 T (1315) 1203 112 1315\n", "Naive CD8 T (1386) 1320 66 1386\n", "Monocyte (2788) 2746 42 2788\n" ] } ], "source": [ "outcomes = []\n", "for i in query_annotated.obs[\"cluster_annotation\"].index:\n", " if query_annotated.obs.loc[i,\"cluster_annotation\"] == query_annotated.obs.loc[i,\"seurat_new_annotation\"]:\n", " outcomes.append(\"Consistent\")\n", " else: outcomes.append(\"Inconsistent\")\n", "query_annotated.obs[\"outcomes\"] = outcomes\n", "\n", "adata_query = query_annotated.copy()\n", "variable_col = \"cluster_annotation\"\n", "outcome_col = \"outcomes\"\n", "listdict = []\n", "for ct in adata_query.obs[variable_col].unique():\n", " # print(len(adata_query.obs[adata_query.obs['tissue'] == ct]))\n", " tmp_dict = {}\n", " for pt in np.unique(adata_query.obs[outcome_col]):\n", " tmp_dict[pt] = (\n", " np.sum(\n", " adata_query.obs[adata_query.obs[variable_col] == ct][outcome_col] == pt\n", " )\n", " # / len(adata_query.obs[adata_query.obs[variable_col] == ct])\n", " )\n", " l = len(adata_query.obs[adata_query.obs[variable_col] == ct])\n", " tmp_dict['ct'] = f'{ct} ({l})'\n", " tmp_dict['n_cells'] = len(adata_query.obs[adata_query.obs[variable_col] == ct])\n", " listdict.append(tmp_dict)\n", "\n", "\n", "df = pd.DataFrame(listdict).set_index('ct').sort_values(by='ct')\n", "df = df.iloc[0:df.shape[0]-1].sort_values(\"n_cells\", ascending=True)\n", "print(df)" ] }, { "cell_type": "code", "execution_count": 22, "id": "ee21a3ff", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/dq/79h3g1bj0rjb4wvj5r5c3w1h0000gn/T/ipykernel_60690/2726220942.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax.set_xticklabels(ax.get_xticklabels(), fontsize=15)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(2, 6))\n", "df[df.columns[0:len(df.columns)-1]].plot(kind='barh', stacked=True, ax=ax, width=1.0)\n", "ax.set_xticklabels(ax.get_xticklabels(), fontsize=15)\n", "ax.set_xlabel('Cell Numbers')\n", "ax.set_ylabel('')\n", "ax.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., frameon=False)\n", "ax.grid(False)\n", "sns.despine()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "1a17f596", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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celltypestissuedatasetuncertainty_score_step1pred_yuncertainty_score_step2Uncertainty_Score1.knn-based_celltype2.corrected_celltypeleidencluster_annotationseurat_rna_annotationsseurat_new_annotationoutcomes2outcomes
TCAAGAACAGTAATAG-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query3.666667e-01Treg1.01.000000e+00unknownunknown32TregCD4 NaiveNaive CD4 TInconsistentInconsistent
AACCCGCAGGTAGCTT-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query3.666667e-01Central memory CD8 T0.03.666667e-01unknownunknown10Effector memory CD8 TgdTGamma delta TInconsistentInconsistent
CGCATATAGGTTACGT-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query1.110223e-16Memory CD4 T0.01.110223e-16Memory CD4 TMemory CD4 T3Memory CD4 TCD4 TCMMemory CD4 TConsistentConsistent
TATTCGTTCCGCCTCA-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query1.110223e-16Monocyte0.01.110223e-16MonocyteMonocyte0MonocyteCD14 MonoMonocyteConsistentConsistent
CGGTTTGAGTTTGGTA-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query0.000000e+00Effector memory CD8 T0.00.000000e+00Effector memory CD8 TEffector memory CD8 T8Effector memory CD8 TgdTGamma delta TInconsistentInconsistent
................................................
GGTCAAGCACCTACTT-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query0.000000e+00Monocyte0.00.000000e+00MonocyteMonocyte0MonocyteCD14 MonoMonocyteConsistentConsistent
CTTGCTCAGACAAACG-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query1.110223e-16Monocyte1.01.000000e+00Monocyteunknown15unknownCD16 MonoMonocyteUnknownInconsistent
GAAAGCCAGCAGGTGG-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query-2.220446e-16Monocyte0.00.000000e+00MonocyteMonocyte25MonocyteCD14 MonoMonocyteConsistentConsistent
ACGGGAAGTGTTAGCA-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query0.000000e+00Naive CD8 T0.00.000000e+00Naive CD8 TNaive CD8 T6Naive CD8 TCD8 NaiveNaive CD8 TConsistentConsistent
CTATGATCACCATATG-1_pbmc10k_querypbmc10k_querypbmc10k_querypbmc10k_query-2.220446e-16Monocyte0.00.000000e+00MonocyteMonocyte11MonocyteCD14 MonoMonocyteConsistentConsistent
\n", "

10412 rows × 15 columns

\n", "
" ], "text/plain": [ " celltypes tissue dataset \\\n", "TCAAGAACAGTAATAG-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "CGCATATAGGTTACGT-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "... ... ... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "CTTGCTCAGACAAACG-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "CTATGATCACCATATG-1_pbmc10k_query pbmc10k_query pbmc10k_query pbmc10k_query \n", "\n", " uncertainty_score_step1 \\\n", "TCAAGAACAGTAATAG-1_pbmc10k_query 3.666667e-01 \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query 3.666667e-01 \n", "CGCATATAGGTTACGT-1_pbmc10k_query 1.110223e-16 \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query 1.110223e-16 \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query 0.000000e+00 \n", "... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query 0.000000e+00 \n", "CTTGCTCAGACAAACG-1_pbmc10k_query 1.110223e-16 \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query -2.220446e-16 \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query 0.000000e+00 \n", "CTATGATCACCATATG-1_pbmc10k_query -2.220446e-16 \n", "\n", " pred_y \\\n", "TCAAGAACAGTAATAG-1_pbmc10k_query Treg \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query Central memory CD8 T \n", "CGCATATAGGTTACGT-1_pbmc10k_query Memory CD4 T \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query Monocyte \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query Effector memory CD8 T \n", "... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query Monocyte \n", "CTTGCTCAGACAAACG-1_pbmc10k_query Monocyte \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query Monocyte \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query Naive CD8 T \n", "CTATGATCACCATATG-1_pbmc10k_query Monocyte \n", "\n", " uncertainty_score_step2 Uncertainty_Score \\\n", "TCAAGAACAGTAATAG-1_pbmc10k_query 1.0 1.000000e+00 \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query 0.0 3.666667e-01 \n", "CGCATATAGGTTACGT-1_pbmc10k_query 0.0 1.110223e-16 \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query 0.0 1.110223e-16 \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query 0.0 0.000000e+00 \n", "... ... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query 0.0 0.000000e+00 \n", "CTTGCTCAGACAAACG-1_pbmc10k_query 1.0 1.000000e+00 \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query 0.0 0.000000e+00 \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query 0.0 0.000000e+00 \n", "CTATGATCACCATATG-1_pbmc10k_query 0.0 0.000000e+00 \n", "\n", " 1.knn-based_celltype \\\n", "TCAAGAACAGTAATAG-1_pbmc10k_query unknown \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query unknown \n", "CGCATATAGGTTACGT-1_pbmc10k_query Memory CD4 T \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query Monocyte \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query Effector memory CD8 T \n", "... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query Monocyte \n", "CTTGCTCAGACAAACG-1_pbmc10k_query Monocyte \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query Monocyte \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query Naive CD8 T \n", "CTATGATCACCATATG-1_pbmc10k_query Monocyte \n", "\n", " 2.corrected_celltype leiden \\\n", "TCAAGAACAGTAATAG-1_pbmc10k_query unknown 32 \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query unknown 10 \n", "CGCATATAGGTTACGT-1_pbmc10k_query Memory CD4 T 3 \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query Monocyte 0 \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query Effector memory CD8 T 8 \n", "... ... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query Monocyte 0 \n", "CTTGCTCAGACAAACG-1_pbmc10k_query unknown 15 \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query Monocyte 25 \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query Naive CD8 T 6 \n", "CTATGATCACCATATG-1_pbmc10k_query Monocyte 11 \n", "\n", " cluster_annotation \\\n", "TCAAGAACAGTAATAG-1_pbmc10k_query Treg \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query Effector memory CD8 T \n", "CGCATATAGGTTACGT-1_pbmc10k_query Memory CD4 T \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query Monocyte \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query Effector memory CD8 T \n", "... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query Monocyte \n", "CTTGCTCAGACAAACG-1_pbmc10k_query unknown \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query Monocyte \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query Naive CD8 T \n", "CTATGATCACCATATG-1_pbmc10k_query Monocyte \n", "\n", " seurat_rna_annotations seurat_new_annotation \\\n", "TCAAGAACAGTAATAG-1_pbmc10k_query CD4 Naive Naive CD4 T \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query gdT Gamma delta T \n", "CGCATATAGGTTACGT-1_pbmc10k_query CD4 TCM Memory CD4 T \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query CD14 Mono Monocyte \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query gdT Gamma delta T \n", "... ... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query CD14 Mono Monocyte \n", "CTTGCTCAGACAAACG-1_pbmc10k_query CD16 Mono Monocyte \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query CD14 Mono Monocyte \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query CD8 Naive Naive CD8 T \n", "CTATGATCACCATATG-1_pbmc10k_query CD14 Mono Monocyte \n", "\n", " outcomes2 outcomes \n", "TCAAGAACAGTAATAG-1_pbmc10k_query Inconsistent Inconsistent \n", "AACCCGCAGGTAGCTT-1_pbmc10k_query Inconsistent Inconsistent \n", "CGCATATAGGTTACGT-1_pbmc10k_query Consistent Consistent \n", "TATTCGTTCCGCCTCA-1_pbmc10k_query Consistent Consistent \n", "CGGTTTGAGTTTGGTA-1_pbmc10k_query Inconsistent Inconsistent \n", "... ... ... \n", "GGTCAAGCACCTACTT-1_pbmc10k_query Consistent Consistent \n", "CTTGCTCAGACAAACG-1_pbmc10k_query Unknown Inconsistent \n", "GAAAGCCAGCAGGTGG-1_pbmc10k_query Consistent Consistent \n", "ACGGGAAGTGTTAGCA-1_pbmc10k_query Consistent Consistent \n", "CTATGATCACCATATG-1_pbmc10k_query Consistent Consistent \n", "\n", "[10412 rows x 15 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "query_annotated.obs" ] }, { "cell_type": "code", "execution_count": 24, "id": "5c50f8fb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'outcomes' as categorical\n" ] } ], "source": [ "query_annotated.write(os.path.join(out_dir, \"query_annotated.h5ad\"))" ] }, { "cell_type": "markdown", "id": "22b2e8a7", "metadata": {}, "source": [ "To examine B cell subtypes, we leverage scRNA-profile to show signature genes" ] }, { "cell_type": "code", "execution_count": 25, "id": "7659923a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/anndata/_core/anndata.py:1820: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/anndata/_core/anndata.py:1820: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } ], "source": [ "# Read in scRNA profile\n", "RNA_anndata = sc.read_10x_h5(\"PBMC10k_multiome_vPBMCatlas/scRNA/pbmc_granulocyte_sorted_10k_filtered_feature_bc_matrix.h5\")\n", "RNA_anndata.obs.index = [ i+ \"_pbmc10k_query\" for i in RNA_anndata.obs.index]\n", "RNA_anndata = RNA_anndata[RNA_anndata.obs.index.isin(query_annotated.obs.index)]" ] }, { "cell_type": "code", "execution_count": 26, "id": "72842b77", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "View of AnnData object with n_obs × n_vars = 10412 × 36601\n", " var: 'gene_ids', 'feature_types', 'genome', 'interval'" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RNA_anndata" ] }, { "cell_type": "code", "execution_count": 27, "id": "f5a6eacf", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/anndata/_core/anndata.py:1820: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n", "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/anndata/_core/anndata.py:1820: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } ], "source": [ "RNA_anndata.obs = pd.merge(RNA_anndata.obs, query_annotated.obs[[\"cluster_annotation\", \"seurat_new_annotation\"]], left_index=True, right_index=True)\n", "UMAP_df = pd.DataFrame(query_annotated.obsm[\"X_umap\"])\n", "UMAP_df.index = query_annotated.obs.index\n", "UMAP_df.columns = [\"UMAP_1\", \"UMAP_2\"]\n", "UMAP_df = UMAP_df.loc[RNA_anndata.obs.index]\n", "RNA_anndata.obsm[\"X_umap\"] = np.array(UMAP_df)\n", "new_categories = np.unique(query_annotated.obs[\"cluster_annotation\"])\n", "RNA_anndata.obs[\"cluster_annotation\"] = RNA_anndata.obs[\"cluster_annotation\"].cat.set_categories(new_categories)" ] }, { "cell_type": "code", "execution_count": 28, "id": "31c423ea", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cluster_annotationseurat_new_annotation
AAACAGCCAAGGAATC-1_pbmc10k_queryunknownNaive CD4 T
AAACAGCCAATCCCTT-1_pbmc10k_queryMemory CD4 TMemory CD4 T
AAACAGCCAATGCGCT-1_pbmc10k_queryNaive CD4 TNaive CD4 T
AAACAGCCACCAACCG-1_pbmc10k_queryNaive CD8 TNaive CD8 T
AAACAGCCAGGATAAC-1_pbmc10k_queryNaive CD4 TNaive CD4 T
.........
TTTGTTGGTGACATGC-1_pbmc10k_queryNaive CD8 TNaive CD8 T
TTTGTTGGTGTTAAAC-1_pbmc10k_queryNaive CD8 TNaive CD8 T
TTTGTTGGTTAGGATT-1_pbmc10k_queryNKNK
TTTGTTGGTTGGTTAG-1_pbmc10k_queryMemory CD4 TMemory CD4 T
TTTGTTGGTTTGCAGA-1_pbmc10k_queryEffector memory CD8 TEffector memory CD8 T
\n", "

10412 rows × 2 columns

\n", "
" ], "text/plain": [ " cluster_annotation seurat_new_annotation\n", "AAACAGCCAAGGAATC-1_pbmc10k_query unknown Naive CD4 T\n", "AAACAGCCAATCCCTT-1_pbmc10k_query Memory CD4 T Memory CD4 T\n", "AAACAGCCAATGCGCT-1_pbmc10k_query Naive CD4 T Naive CD4 T\n", "AAACAGCCACCAACCG-1_pbmc10k_query Naive CD8 T Naive CD8 T\n", "AAACAGCCAGGATAAC-1_pbmc10k_query Naive CD4 T Naive CD4 T\n", "... ... ...\n", "TTTGTTGGTGACATGC-1_pbmc10k_query Naive CD8 T Naive CD8 T\n", "TTTGTTGGTGTTAAAC-1_pbmc10k_query Naive CD8 T Naive CD8 T\n", "TTTGTTGGTTAGGATT-1_pbmc10k_query NK NK\n", "TTTGTTGGTTGGTTAG-1_pbmc10k_query Memory CD4 T Memory CD4 T\n", "TTTGTTGGTTTGCAGA-1_pbmc10k_query Effector memory CD8 T Effector memory CD8 T\n", "\n", "[10412 rows x 2 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RNA_anndata.obs" ] }, { "cell_type": "code", "execution_count": 29, "id": "599f526d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/scATAnno/lib/python3.11/site-packages/anndata/_core/anndata.py:1820: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } ], "source": [ "sc.pp.filter_genes(RNA_anndata, min_cells=3)\n", "sc.pp.normalize_total(RNA_anndata, target_sum=1e4)\n", "sc.pp.log1p(RNA_anndata)\n", "sc.pp.highly_variable_genes(RNA_anndata, min_mean=0.0125, max_mean=3, min_disp=0.5)\n", "sc.pp.scale(RNA_anndata, max_value=10)\n", "RNA_anndata.var_names_make_unique()" ] }, { "cell_type": "code", "execution_count": 30, "id": "4745b90a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'feature_types' as categorical\n", "... storing 'genome' as categorical\n", "... storing 'interval' as categorical\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_col = 2\n", "N_row = 2\n", "\n", "markergenes = [\"CD27\",\"TNFRSF13B\", # memoryB\n", " \"IGHM\", \"TCL1A\", # naive B\n", " ]\n", "fig, axes=plt.subplots(nrows= N_row , ncols= N_col , figsize=(N_col*2,N_row*2), \n", " sharex=True,sharey=True, )\n", "for i in range(len(markergenes) ):\n", " i_row = int(i/N_col)\n", " i_col = i%N_col\n", " ax = axes[i_row, i_col]\n", " sc.pl.umap(RNA_anndata, color= markergenes[i], \n", " title = markergenes[i],\n", " # title = \"\", \n", " show=False, ax = ax, legend_loc=None,color_map='plasma', colorbar_loc = None, )\n", " ax.set_xlabel('')\n", " ax.set_ylabel('')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "19b35656-02a9-4fac-8862-74cba9c1babe", "metadata": {}, "source": [ "We have integrated a new module into scATAnno specifically designed to identify cell type-specific peaks. This module utilizes the marker_regions function from SnapATAC2, with an average runtime of just 5 seconds for 5,000 cells." ] }, { "cell_type": "code", "execution_count": 31, "id": "dca3b3f6-941d-45f8-acf6-8bb40976ffe9", "metadata": {}, "outputs": [], "source": [ "marker_peaks = snap.tl.marker_regions(query_annotated, groupby='cluster_annotation', pvalue=0.001)" ] }, { "cell_type": "markdown", "id": "3901f939-3a98-471e-9c3e-f640ef3d424b", "metadata": {}, "source": [ "Plot cell-type specific peaks identified" ] }, { "cell_type": "code", "execution_count": 32, "id": "19701cd4-3612-4cca-b3e9-a515d04f80e9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "snap.pl.regions(query_annotated, groupby='cluster_annotation', peaks=marker_peaks, interactive=False)" ] }, { "cell_type": "markdown", "id": "9a3d8cfb-6a7e-49d6-a8f8-9ecc0e09a5f1", "metadata": {}, "source": [ "The following outputs cell type specific peaks into separate documents. " ] }, { "cell_type": "code", "execution_count": 33, "id": "d841f81b-20d5-4661-8046-8eaa40724d1e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Key: Effector memory CD8 T, Data size: 244\n", "Key: MAIT, Data size: 241\n", "Key: Memory B, Data size: 412\n", "Key: Memory CD4 T, Data size: 260\n", "Key: Monocyte, Data size: 1401\n", "Key: NK, Data size: 366\n", "Key: Naive B, Data size: 237\n", "Key: Naive CD4 T, Data size: 261\n", "Key: Naive CD8 T, Data size: 316\n", "Key: Treg, Data size: 250\n", "Key: cDC, Data size: 608\n", "Key: pDC, Data size: 2050\n", "Key: unknown, Data size: 921\n" ] } ], "source": [ "for i in range(len(marker_peaks)):\n", " key = list(marker_peaks.keys())[i]\n", " data = marker_peaks[key]\n", " print(f\"Key: {key}, Data size: {len(data)}\") \n", " df = pd.DataFrame(data, columns=['peak'])\n", " df.to_csv(f'{key}_peak.csv', index=False)" ] } ], "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 }