{ "cells": [ { "cell_type": "markdown", "id": "5966a6ce", "metadata": {}, "source": [ "# Tutorial 2: Spatial Outlier Detection (spLOF)\n", "This notebook demonstrates the workflow for using the GLAND model to calculate Spatial Local Outlier Factor (spLOF) scores." ] }, { "cell_type": "markdown", "id": "8fb76ae9", "metadata": {}, "source": [ "## Environment Configuration\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "5f3f88cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda:3\n" ] } ], "source": [ "#First, we import the necessary libraries and configure the computation device. We also set the R_HOME environment variable to ensure mclust (required for clustering) functions correctly within the Python environment.\n", "import os\n", "import torch\n", "import pandas as pd\n", "import scanpy as sc\n", "from sklearn import metrics\n", "from sklearn.metrics import normalized_mutual_info_score\n", "from GLAND import GLAND\n", "from GLAND.utils import clustering\n", "\n", "# Set computation device (GPU is highly recommended for GLAND training)\n", "device = torch.device('cuda:3' if torch.cuda.is_available() else 'cpu')\n", "print(f\"Using device: {device}\")\n", "\n", "# Configure R environment for mclust algorithm\n", "# Path mapped to your conda environment\n", "os.environ['R_HOME'] =r'your R'" ] }, { "cell_type": "markdown", "id": "631f486c", "metadata": {}, "source": [ "## Data Loading and Preprocessing" ] }, { "cell_type": "code", "execution_count": 21, "id": "5014ec9f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Successfully loaded dataset JBO2_removed_20241224100803.h5ad\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/mnt/first19T/liufk/anaconda3/envs/GLAND/lib/python3.8/site-packages/anndata/_core/anndata.py:1840: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1363 × 31053\n", " obs: 'in_tissue', 'array_row', 'array_col', 'UMAP_1', 'UMAP_2', 'spot', 'sample', 'type', 'cluster', 'zonation', 'zonationGroup', 'annotation', 'ground_truth'\n", " var: 'gene_ids', 'feature_types', 'genome'\n", " uns: 'spatial'\n", " obsm: 'spatial'" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#We will use the Liver(JBO2) dataset as an example. This step involves loading the Visium data and ensuring the gene names are unique.\n", "# Configuration\n", "dataset = 'JBO2_removed_20241224100803.h5ad'\n", "n_clusters = 4 # Number of layers/clusters expected\n", "file_fold = r'/mnt/first19T/liufk/x/' # Path to your data directory\n", "\n", "# Load Visium data\n", "adata = sc.read_h5ad(\"/mnt/first19T/liufk/x/liver/\"+dataset)\n", "adata.var_names_make_unique()\n", "print(f\"Successfully loaded dataset {dataset}\")\n", "adata" ] }, { "cell_type": "markdown", "id": "4261fb0a", "metadata": {}, "source": [ "## spLOF Calculate" ] }, { "cell_type": "code", "execution_count": 22, "id": "21f88994", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of points before filtering: 1363\n", "\n", "Number of points per label before filtering:\n", "Label Central: 153 points\n", "Label Mid: 587 points\n", "Label Periportal: 596 points\n", "Label Portal: 27 points\n", "\n", "Average LOF value per label:\n", "Label Central: Average LOF = 1.0950\n", "Label Mid: Average LOF = 0.9775\n", "Label Periportal: Average LOF = 1.0479\n", "Label Portal: Average LOF = 2.6107\n", "\n", "Filtering top 3% by percentage, calculated threshold is: 1.6023\n", "\n", "Total number of points after filtering: 1322\n", "Number of points filtered out: 41\n", "\n", "Number of points per label after filtering:\n", "Label Central: 150 points\n", "Label Mid: 585 points\n", "Label Periportal: 583 points\n", "Label Portal: 4 points\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/mnt/first19T/liufk/GLAND/preprocess.py:115: RuntimeWarning: divide by zero encountered in power\n", " d_inv_sqrt = np.power(rowsum, -0.5).flatten()\n" ] } ], "source": [ "# Run spLOF Module\n", "# Initialize and execute the GLAND model\n", "model = GLAND.GLAND(\n", " adata, \n", " dataset=dataset, \n", " n_clusters=n_clusters, lofk=13, spLOF_threshold=3\n", ")\n", "adata=model.adata" ] }, { "cell_type": "code", "execution_count": 23, "id": "e31afc7f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1363 × 31053\n", " obs: 'in_tissue', 'array_row', 'array_col', 'UMAP_1', 'UMAP_2', 'spot', 'sample', 'type', 'cluster', 'zonation', 'zonationGroup', 'annotation', 'ground_truth', 'lof_score', 'lof_outlier'\n", " var: 'gene_ids', 'feature_types', 'genome', 'highly_variable', 'highly_variable_rank', 'means', 'variances', 'variances_norm', 'mean', 'std'\n", " uns: 'spatial', 'hvg', 'log1p'\n", " obsm: 'spatial', 'X_pca', 'distance_matrix', 'graph_neigh', 'adj', 'label_CSL', 'feat', 'feat_a'" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The spLOF scores and outlier labels are stored in adata.obs\n", "adata" ] }, { "cell_type": "markdown", "id": "456c6fef", "metadata": {}, "source": [ "## spLOF Analyze" ] }, { "cell_type": "code", "execution_count": 24, "id": "80d62761", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_604184/489373285.py:23: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.violinplot(\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract spLOF scores to visualize distribution across domains with statistical significance testing\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from statannotations.Annotator import Annotator\n", "\n", "ground_truth_labels = model.adata.obs['ground_truth']\n", "if 'lof_score' in model.adata.obs.columns:\n", " lof_values = model.adata.obs['lof_score']\n", "\n", "df_plot = pd.DataFrame({\n", " 'Domain': ground_truth_labels, \n", " 'LOF': lof_values\n", "})\n", "\n", "highlight_label = 'Portal'\n", "\n", "order = df_plot.groupby(\"Domain\")[\"LOF\"].median().sort_values(ascending=False).index\n", "\n", "sns.set_theme(style=\"ticks\", context=\"paper\")\n", "fig, ax = plt.subplots(figsize=(6, 4.5)) \n", "\n", "sns.violinplot(\n", " data=df_plot, x='Domain', y='LOF', order=order,\n", " palette=\"Set3\", inner=None, cut=0, saturation=1.0, bw_adjust=1.0,\n", " linewidth=1.0, edgecolor='black', ax=ax\n", ")\n", "\n", "sns.boxplot(\n", " data=df_plot, x='Domain', y='LOF', order=order,\n", " width=0.15, boxprops={'facecolor': 'white', 'edgecolor': 'black', 'linewidth': 1.0},\n", " medianprops={'color': 'black', 'linewidth': 1.0},\n", " whiskerprops={'color': 'black', 'linewidth': 1.0},\n", " capprops={'color': 'black', 'linewidth': 1.0},\n", " showcaps=False, flierprops={'marker': ''}, ax=ax\n", ")\n", "\n", "if highlight_label in order:\n", " box_pairs = [(highlight_label, other) for other in order if other != highlight_label]\n", " \n", " if len(box_pairs) > 0:\n", " annotator = Annotator(ax, box_pairs, data=df_plot, x='Domain', y='LOF', order=order)\n", " annotator.configure(\n", " test='Mann-Whitney', \n", " text_format='star', \n", " loc='inside', \n", " verbose=0,\n", " line_offset=0.05,\n", " line_offset_to_group=0.05\n", " )\n", " annotator.apply_and_annotate()\n", "\n", "ax.set_ylabel('spLOF Score', fontsize=14, color='black')\n", "ax.set_xlabel('Domains', fontsize=14, color='black')\n", "ax.tick_params(axis='both', which='major', labelsize=12, direction='out', colors='black')\n", "sns.despine() \n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "id": "5082e1d8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#This step visualizes the quality control results by highlighting spatial outliers detected via spLOF and identifying non-continuous spots within specific tissue structures\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "import scanpy as sc\n", "\n", "# Prepare data (Grouping)\n", "adata.obs['plot_group'] = adata.obs['ground_truth'].astype(str).where(lambda x: x == 'Portal', 'Other').astype('category')\n", "\n", "# Define palettes\n", "palettes = {\n", " \"lof_outlier\": {\"Filtered\": mcolors.to_rgba(\"#D77071\", 1.0), \"Retained\": mcolors.to_rgba(\"green\", 0.3)},\n", " \"plot_group\": {\"Portal\": mcolors.to_rgba(\"#D77071\", 1.0), \"Other\": mcolors.to_rgba(\"lightgray\", 1.0)}\n", "}\n", "\n", "# Plotting\n", "titles = [\"spLOF_Outlier\", \"Non-continuous Spots\"]\n", "with plt.rc_context({'font.size': 16, 'axes.titlesize': 16, 'legend.fontsize': 16}):\n", " fig, axs = plt.subplots(1, 2, figsize=(14, 6))\n", " for i, col in enumerate([\"lof_outlier\", \"plot_group\"]):\n", " sc.pl.spatial(adata, color=col, title=titles[i], spot_size=35, palette=palettes[col], \n", " frameon=False, show=False, ax=axs[i], img_key=None)\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "1f2e6ca0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "GLAND", "language": "python", "name": "gland" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }