{ "cells": [ { "cell_type": "markdown", "id": "5966a6ce", "metadata": {}, "source": [ "# Tutorial 3: Non-continuous Domains Detection with GLAND\n", "This notebook demonstrates the workflow for using the GLAND model to identify non-continuous domains within hepatic lobular architectures." ] }, { "cell_type": "markdown", "id": "8fb76ae9", "metadata": {}, "source": [ "## Environment Configuration\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "5f3f88cf", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/first19T/liufk/anaconda3/envs/GLAND/lib/python3.8/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" ] }, { "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": 2, "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": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#We will use the DLPFC (151672) 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": [ "## Model Training and Spatial Clustering" ] }, { "cell_type": "code", "execution_count": 3, "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", "text/plain": [ "
" ] }, "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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Begin to train ST data...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 33%|█████████████████████████▋ | 198/600 [00:05<00:10, 37.11it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Updating adjacency matrix at epoch 200...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████| 600/600 [00:17<00:00, 35.01it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Optimization finished for ST data!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Warning: namespace ‘pbdZMQ’ is not available and has been replaced\n", "by .GlobalEnv when processing object ‘.pbd_env’\n", "R[write to console]: __ __ \n", " ____ ___ _____/ /_ _______/ /_\n", " / __ `__ \\/ ___/ / / / / ___/ __/\n", " / / / / / / /__/ / /_/ (__ ) /_ \n", "/_/ /_/ /_/\\___/_/\\__,_/____/\\__/ version 6.1.1\n", "Type 'citation(\"mclust\")' for citing this R package in publications.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "fitting ...\n", " |======================================================================| 100%\n" ] } ], "source": [ "# Initialize the GLAND model\n", "model = GLAND.GLAND(\n", " adata, \n", " device=device, \n", " epochs=600, \n", " dataset=dataset, \n", " n_clusters=n_clusters, lofk=13,dim_output=80,spLOF_threshold=3\n", ")\n", "# Train the model\n", "adata = model.train()\n", "# Clustering settings\n", "radius = 50 # Radius for spatial refinement\n", "# Refinement is recommended for the DLPFC dataset to reduce noise\n", "clustering(adata, n_clusters, radius=radius, method='mclust', refinement=False) " ] }, { "cell_type": "markdown", "id": "6cff24af", "metadata": {}, "source": [ "## Evaluation and Visualization" ] }, { "cell_type": "code", "execution_count": 25, "id": "cbd84fc4", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Since unsupervised clustering labels (e.g., cluster 1, 2, 3) do not inherently match biological labels (e.g., Portal, Mid), we use a permutation approach to find the best label mapping that maximizes the overlap for specific tissue structures.\n", "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "from itertools import permutations\n", "from sklearn import metrics\n", "from sklearn.metrics import normalized_mutual_info_score\n", "\n", "mask = adata.obs['ground_truth'].notna() & adata.obs['domain'].notna()\n", "adata = adata[mask].copy()\n", "\n", "def get_metrics(mapping, adata):\n", " \"\"\"Calculate IoU for all labels based on a mapping.\"\"\"\n", " gt = adata.obs['ground_truth'].map(mapping)\n", " dt = adata.obs['domain'].astype(int)\n", " \n", " res = {}\n", " for label, cluster_id in mapping.items():\n", " inter = np.sum((gt == cluster_id) & (dt == cluster_id))\n", " union = np.sum((gt == cluster_id) | (dt == cluster_id))\n", " res[label] = inter / union if union > 0 else 0\n", " return res\n", "\n", "target_labels = [\"Portal\", \"Mid\", \"Central\", \"Periportal\"]\n", "cluster_ids = range(1, len(target_labels) + 1)\n", "\n", "best_iou_scores = max(\n", " (get_metrics(dict(zip(target_labels, p)), adata) for p in permutations(cluster_ids)),\n", " key=lambda x: x.get(\"Portal\", 0)\n", ")\n", "\n", "ari, nmi = metrics.adjusted_rand_score(adata.obs['domain'], adata.obs['ground_truth']), \\\n", " normalized_mutual_info_score(adata.obs['domain'], adata.obs['ground_truth'])\n", "\n", "adata.uns.update({'IoU_Scores': best_iou_scores, 'ARI': ari, 'NMI': nmi})\n", "\n", "portal_iou = best_iou_scores.get(\"Portal\", 0)\n", "sc.pl.spatial(\n", " adata, color=[\"ground_truth\", \"domain\"], spot_size=35, frameon=False,img_key=None,\n", " title=[\"Ground Truth\", f\"GLAND\\nARI={ari:.4f} IoU={portal_iou:.4f}\"]\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "ef448d8e", "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 }