{ "cells": [ { "cell_type": "markdown", "id": "74b3a5c6-a3c0-41d8-9701-cd851c3cb5be", "metadata": {}, "source": [ "# Tutorial 3: Design spatial omics experiment for consecutive breast cancer sections\n", "\n", "Please download according demo data from following link and place it under the demo folder:\n", "\n", "google drive: https://drive.google.com/drive/folders/1z1nk0sF_e25LKMyHxJVMtROFjuWet2G_?usp=drive_link\n", "\n", "Please also download the checkpoint file for the pathology foundation model and place it under the checkpoints folder" ] }, { "cell_type": "markdown", "id": "5e10e022-8b8a-4746-81db-c846797f70bd", "metadata": {}, "source": [ "# Step 1: Preprocess the H&E image\n", "\n", "Make sure the physical size of each pixel is 0.5 micron" ] }, { "cell_type": "code", "execution_count": 1, "id": "916e8df0-20d8-4c28-8e3e-e30faeff1161", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/he-raw.jpg\n", "Rescaling image (scale: 0.571)...\n", "282 sec\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/he-scaled.jpg\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/he.jpg\n", "Preprocessed H&E image saved!\n", "Image loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/he-raw.jpg\n", "Rescaling image (scale: 0.571)...\n", "277 sec\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/he-scaled.jpg\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/he.jpg\n", "Preprocessed H&E image saved!\n", "Image loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/he-raw.jpg\n", "Rescaling image (scale: 0.571)...\n", "272 sec\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/he-scaled.jpg\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/he.jpg\n", "Preprocessed H&E image saved!\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import sys\n", "sys.path.append('..')\n", "from s2omics.p1_histology_preprocess import histology_preprocess\n", "\n", "prefix_list = ['../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/',\n", " '../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/',\n", " '../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/']\n", "for prefix in prefix_list:\n", " histology_preprocess(prefix, show_image=True)" ] }, { "cell_type": "markdown", "id": "ae10ba98-a4e1-4196-bf9e-dd06eebd1dcb", "metadata": {}, "source": [ "# Step 2: Quality control for all superpixels\n", "\n", "Superpixels are 8 microns * 8 microns square-shaped pseudo cells\n", "\n", "We use our new QC package HistoSweep for this procedure" ] }, { "cell_type": "code", "execution_count": 2, "id": "e78ca02a-3919-458c-8436-acd1235adfc1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/he.jpg\n", "0 0\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/S2Omics_output/pickle_files/shapes.pickle\n", "[compute_metrics_memory_optimized] Current memory: 0.0452 GB; Peak memory: 1.0486 GB\n", "[compute_low_density_mask] Current memory: 0.0012 GB; Peak memory: 0.0714 GB\n", "Total selected for density filtering: 116905\n", "✅ Entropy map saved as 'glcm_entropy_map_colored.png'\n", "✅ Energy map saved as 'glcm_energy_map_colored.png'\n", "✅ Homogeneity map saved as 'glcm_homogeneity_map_colored.png'\n", "\n", "=== GLCM Metric Means ===\n", " homogeneity energy entropy\n", "0 0.811977 0.364315 0.393492\n", "1 0.433210 0.087103 0.793905\n", "2 0.585925 0.166482 0.641603\n", "3 0.325897 0.040935 0.879235\n", "\n", "=== Cluster Scores ===\n", "Cluster 0: Score = 0.7828\n", "Cluster 1: Score = -0.2736\n", "Cluster 2: Score = 0.1108\n", "Cluster 3: Score = -0.5124\n", "\n", "=== Number of Observations per Cluster ===\n", "Cluster 0: 1073\n", "Cluster 1: 4918\n", "Cluster 2: 4614\n", "Cluster 3: 8222\n", "Total: 18827\n", "\n", "✅ Clustered texture map saved as 'cluster_labels_colored.png'\n", "[run_texture_analysis] Current memory: 0.0014 GB; Peak memory: 2.8918 GB\n", "[run_ratio_filtering] Current memory: 0.0011 GB; Peak memory: 0.0274 GB\n", "(1212416,)\n", "✅ Final masks saved in: HistoSweep_output\n", "[generate_final_mask] Current memory: 0.0000 GB; Peak memory: 0.2926 GB\n", "Running successfully!\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/S2Omics_output/pickle_files/qc_preserve_indicator.pickle\n", "Image loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/he.jpg\n", "0 0\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/S2Omics_output/pickle_files/shapes.pickle\n", "[compute_metrics_memory_optimized] Current memory: 0.0466 GB; Peak memory: 1.0760 GB\n", "[compute_low_density_mask] Current memory: 0.0012 GB; Peak memory: 0.0729 GB\n", "Total selected for density filtering: 153677\n", "✅ Entropy map saved as 'glcm_entropy_map_colored.png'\n", "✅ Energy map saved as 'glcm_energy_map_colored.png'\n", "✅ Homogeneity map saved as 'glcm_homogeneity_map_colored.png'\n", "\n", "=== GLCM Metric Means ===\n", " homogeneity energy entropy\n", "0 0.461211 0.098785 0.757332\n", "1 0.327859 0.042905 0.871905\n", "2 0.632621 0.188482 0.604731\n", "3 0.838028 0.349599 0.385862\n", "\n", "=== Cluster Scores ===\n", "Cluster 0: Score = -0.1973\n", "Cluster 1: Score = -0.5011\n", "Cluster 2: Score = 0.2164\n", "Cluster 3: Score = 0.8018\n", "\n", "=== Number of Observations per Cluster ===\n", "Cluster 0: 5982\n", "Cluster 1: 7926\n", "Cluster 2: 4069\n", "Cluster 3: 1547\n", "Total: 19524\n", "\n", "✅ Clustered texture map saved as 'cluster_labels_colored.png'\n", "[run_texture_analysis] Current memory: 0.0012 GB; Peak memory: 2.9821 GB\n", "[run_ratio_filtering] Current memory: 0.0012 GB; Peak memory: 0.0275 GB\n", "(1250304,)\n", "✅ Final masks saved in: HistoSweep_output\n", "[generate_final_mask] Current memory: 0.0000 GB; Peak memory: 0.3017 GB\n", "Running successfully!\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/S2Omics_output/pickle_files/qc_preserve_indicator.pickle\n", "Image loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/he.jpg\n", "0 0\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/S2Omics_output/pickle_files/shapes.pickle\n", "[compute_metrics_memory_optimized] Current memory: 0.0466 GB; Peak memory: 1.0760 GB\n", "[compute_low_density_mask] Current memory: 0.0012 GB; Peak memory: 0.0729 GB\n", "Total selected for density filtering: 153432\n", "✅ Entropy map saved as 'glcm_entropy_map_colored.png'\n", "✅ Energy map saved as 'glcm_energy_map_colored.png'\n", "✅ Homogeneity map saved as 'glcm_homogeneity_map_colored.png'\n", "\n", "=== GLCM Metric Means ===\n", " homogeneity energy entropy\n", "0 0.473863 0.104302 0.771179\n", "1 0.768603 0.391862 0.425878\n", "2 0.629004 0.196726 0.613754\n", "3 0.369296 0.048044 0.865714\n", "\n", "=== Cluster Scores ===\n", "Cluster 0: Score = -0.1930\n", "Cluster 1: Score = 0.7346\n", "Cluster 2: Score = 0.2120\n", "Cluster 3: Score = -0.4484\n", "\n", "=== Number of Observations per Cluster ===\n", "Cluster 0: 5641\n", "Cluster 1: 1923\n", "Cluster 2: 5789\n", "Cluster 3: 7664\n", "Total: 21017\n", "\n", "✅ Clustered texture map saved as 'cluster_labels_colored.png'\n", "[run_texture_analysis] Current memory: 0.0012 GB; Peak memory: 2.9821 GB\n", "[run_ratio_filtering] Current memory: 0.0012 GB; Peak memory: 0.0275 GB\n", "(1250304,)\n", "✅ Final masks saved in: HistoSweep_output\n", "[generate_final_mask] Current memory: 0.0000 GB; Peak memory: 0.3017 GB\n", "Running successfully!\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/S2Omics_output/pickle_files/qc_preserve_indicator.pickle\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from s2omics.p2_superpixel_quality_control import superpixel_quality_control\n", "\n", "save_folder_list = ['../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/S2Omics_output',\n", " '../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/S2Omics_output',\n", " '../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/S2Omics_output']\n", "for (prefix, save_folder) in zip(prefix_list, save_folder_list):\n", " superpixel_quality_control(prefix, save_folder, show_image=True)" ] }, { "cell_type": "markdown", "id": "571fb140-995d-447a-8e63-04d4d618b317", "metadata": {}, "source": [ "# Step 3: Histology feature extraction" ] }, { "cell_type": "code", "execution_count": 3, "id": "e3ae2909-8c88-49b2-b4a3-b05160155beb", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data1/msyuan/anaconda3/envs/S2Omics/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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Histology foundation model loaded! \n", " Foundation model name: uni\n", " Start extracting histology feature embeddings...\n", "Image loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/he.jpg\n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/S2Omics_output/pickle_files/num_patches.pickle\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 0/384 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from s2omics.multiple_sections.p4_get_histology_segmentation import get_joint_histology_segmentation\n", "\n", "get_joint_histology_segmentation(prefix_list, save_folder_list,\n", " foundation_model='uni',\n", " down_samp_step=10,\n", " clustering_method='kmeans',\n", " n_clusters=20)" ] }, { "cell_type": "markdown", "id": "8cb20fa0-2180-498c-aadc-464b0a67097d", "metadata": {}, "source": [ "# Step 5: Select best ROI for spatial omics experiment" ] }, { "cell_type": "code", "execution_count": 5, "id": "66a6cdba-4079-4a16-894e-9b073fe58a8f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pickle loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/S2Omics_output/pickle_files/shapes.pickle\n", "Pickle loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/S2Omics_output/pickle_files/cluster_image.pickle\n", "Pickle loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/S2Omics_output/pickle_files/shapes.pickle\n", "Pickle loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g2/S2Omics_output/pickle_files/cluster_image.pickle\n", "Pickle loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/S2Omics_output/pickle_files/shapes.pickle\n", "Pickle loaded from ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g3/S2Omics_output/pickle_files/cluster_image.pickle\n", "[(103, 119), (106, 119), (106, 119)]\n", "Sampling ROI candidates...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 3600/3600 [00:01<00:00, 3033.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Current best ROI: [[[45, 31], [63, 31], [63, 49], [45, 49]]]\n", " roi score: 0.7813556906243225\n", " scale score: 0.5218310997663257\n", " valid score: 0.9984555975339682\n", " balance score: 0.915561715045757\n", "Current number of ROIs is 1.\n", "Find the best 1 ROI(s) with: \n", " ROI score: 0.7813556906243225\n", " Scale score: 0.5218310997663257\n", " Coverage score: 0.9984555975339682\n", " Balance score: 0.915561715045757\n", " \n", "../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/S2Omics_output/roi_selection_detailed_output/circle_roi_size_1.5_1.5/prior_preference_1/best_roi.pickle\n", "Best ROI on histology segmentation image is stored at ../demo/Tutorial_3_Consecutive_ROI_selection_breast/breast_cancer_g1/S2Omics_output/main_output/best_roi_on_histology_segmentations.jpg\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from s2omics.multiple_sections.p5_roi_selection_rectangle import roi_selection_for_multiple_sections\n", "\n", "# fusion_weights: the weight of three scores, default=[0.33,0.33,0.33], the sum of three weights should be equal to 1 (if not they will be normalized)\n", "# positive_prior, negative_prior: prior information about interested and not-interested histology clusters, default = [],[]\n", "# prior_preference: the larger this parameter is, S2Omics will focus more on those interested histology clusters, default= 1\n", "roi_selection_for_multiple_sections(prefix_list, save_folder_list,\n", " down_samp_step=10,\n", " roi_size=[1.5,1.5],\n", " rotation_seg=6,\n", " num_roi=1, #0 refers to automatiacally determine the number of ROI\n", " fusion_weights=[0.33,0.33,0.33],\n", " emphasize_clusters=[], discard_clusters=[],\n", " prior_preference=1)" ] }, { "cell_type": "code", "execution_count": null, "id": "600fb6c2-c9b6-4bc8-bacb-b1ffa76c65d6", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "S2Omics", "language": "python", "name": "s2omics" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }