{ "cells": [ { "cell_type": "markdown", "id": "340b550f-303d-4170-9324-99f74ee2a980", "metadata": {}, "source": [ "# Tutorial 3: Integrating Attributions\n", "\n", "This first part of this tutorial shows how to generate new attribution scores using integrated gradients and SCimilarity. \n", "\n", "The second section details how to integrate new attributions with pre-computed attributions\n", "\n", "Before running this tutorial, you need to:\n", "\n", "1. Download the model files folder from [here](https://zenodo.org/records/17903196)\n", "2. Download the cell type-level attributions you are interested in from [here](https://zenodo.org/communities/signature/). For this tutorial, you can download the relevant attributions from [here](https://zenodo.org/records/17905668). The file can be extracted by running \"tar -xzf celltype_attributions.tar.gz\". This will produce the \"celltype_attributions\" folder needed for the tutorial below." ] }, { "cell_type": "code", "execution_count": 1, "id": "d01c3367-2a22-4cc5-b950-ee6fd95de744", "metadata": {}, "outputs": [], "source": [ "import os\n", "from os.path import join\n", "import pandas as pd\n", "import scanpy as sc\n", "from scipy import sparse\n", "\n", "from SIGnature import Meta\n", "from tqdm import tqdm\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "id": "d75bd0ec-0c5c-49a2-9071-a48d41f0deac", "metadata": {}, "source": [ "# Part 1: Generate Attributions for New Data" ] }, { "cell_type": "markdown", "id": "df81f956-d8a9-4ca3-9786-c44f8f89c896", "metadata": {}, "source": [ "### Load SCimilarity Model and Attributions TileDB" ] }, { "cell_type": "code", "execution_count": 2, "id": "eeb0a255-bc64-4dc9-a7b3-1d01f94a4a00", "metadata": {}, "outputs": [], "source": [ "from SIGnature.models.scimilarity import SCimilarityWrapper\n", "\n", "base_model_fold = \"home/model_files/\" # change to path where model_files was downloaded\n", "model_path = join(base_model_fold, \"scimilarity\")\n", "scim = SCimilarityWrapper(model_path=model_path, use_gpu=True) # change to use_gpu=False if no GPU available" ] }, { "cell_type": "code", "execution_count": 3, "id": "6748b969", "metadata": {}, "outputs": [], "source": [ "# Load custom data\n", "base_folder = \"home\" # change to base folder of your data\n", "data_file = join(base_folder, \"tutorial_dataset.h5ad\") # change to path of your data file\n", "adata = sc.read_h5ad(data_file)" ] }, { "cell_type": "markdown", "id": "89287600-b5ce-4163-ba76-dd97dc26c2c0", "metadata": {}, "source": [ "### Calculate Attributions using SCimilarity and Integrated Gradients\n", "\n", "Attributions collected against SCimilarity model need to be aligned to SCimilarity gene order and then log-normalized." ] }, { "cell_type": "code", "execution_count": 4, "id": "d1aefef9-1823-435c-a71c-f692536733c3", "metadata": {}, "outputs": [], "source": [ "tadata = scim.preprocess_adata(adata.copy())" ] }, { "cell_type": "code", "execution_count": 5, "id": "59c5dc64-b0c8-41ad-aafa-232d19775901", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 6/6 [00:01<00:00, 5.09it/s]\n" ] } ], "source": [ "# replace \"ig\" (integrated gradients) with \"dl\" (deeplift) or \"ixg\" (input x gradients) for other methods. \n", "# save attributions with npz_path parameter\n", "npz_file = \"custom_attributions.npz\"\n", "att = scim.calculate_attributions(\n", " tadata.X, batch_size=100, method=\"ig\", npz_path=join(base_folder, npz_file)\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "id": "18126330-b1c6-486d-9fd8-de000c9a061a", "metadata": {}, "outputs": [], "source": [ "## save attributions if not saved above using npz_path parameter\n", "# npz_file = \"custom_attributions.npz\"\n", "# sparse.save_npz(matrix=att, file=join(base_folder, npz_file))" ] }, { "cell_type": "markdown", "id": "f79704ee-95b7-4491-a498-f43ff6b7ba2e", "metadata": {}, "source": [ "# Part 2: Integrate new data with pre-computed attributions" ] }, { "cell_type": "markdown", "id": "7d29af9b-0b69-4dab-9be6-4e459568837f", "metadata": {}, "source": [ "### Create a tiledb for integrating with known matrices" ] }, { "cell_type": "code", "execution_count": 7, "id": "21921efb", "metadata": {}, "outputs": [], "source": [ "from SIGnature import SIGnature" ] }, { "cell_type": "code", "execution_count": 8, "id": "de2086b5-b971-40ba-9f5f-e3ec09907bd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimizing /gpfs/scratchfs01/site/u/goldm3/signature_revision/custom_attributions\n", "Fragments before consolidation: 1\n", "Fragments after consolidation: 1\n" ] } ], "source": [ "## Overwrite will take tiledb with the same name [custom_tiledb] and overwrite it with your new one\n", "sig = SIGnature(gene_order=scim.gene_order)\n", "sig.create_tiledb(\n", " npz_path=join(base_folder, npz_file),\n", " overwrite=True,\n", " attribution_tiledb_uri=join(base_folder, \"custom_attributions\"),\n", ")" ] }, { "cell_type": "markdown", "id": "cb6e801e-511f-4ce1-8511-542078002777", "metadata": {}, "source": [ "### Search existing tiledbs and new tiledb" ] }, { "cell_type": "code", "execution_count": 9, "id": "51685e01-a069-4a0f-800f-b2d43459a7ae", "metadata": {}, "outputs": [], "source": [ "## Path to cell type attributions downloaded from Zenodo (https://zenodo.org/records/17905668)\n", "ct_base = join(base_folder, \"celltype_attributions/\")\n", "all_ct = os.listdir(ct_base)" ] }, { "cell_type": "code", "execution_count": 10, "id": "f2fddbb6-4dee-4e05-98c7-b2b87ddfa6e0", "metadata": {}, "outputs": [], "source": [ "# Analyze all monocyte/macrophage cell populations in database\n", "ctoi = [\n", " \"alveolar macrophage\",\n", " \"classical monocyte\",\n", " \"intermediate monocyte\",\n", " \"macrophage\",\n", " \"non-classical monocyte\",\n", "]" ] }, { "cell_type": "markdown", "id": "c2d8625d-665f-4259-9100-bed6fdb429d7", "metadata": {}, "source": [ "#### Check genes" ] }, { "cell_type": "code", "execution_count": 11, "id": "f86990c0-febf-49de-9d82-d3b6e11b87e0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The following genes are not included: CTC-246B18.10, RP1-55C23.7, C19orf35, RP11-295G20.2, RP11-196G18.3, CTD-2105E13.14, CTB-35F21.5, RP11-123K3.9, AC097495.2, RP11-800A3.7, CTC-490G23.2, HYI-AS1, FAM65B\n" ] } ], "source": [ "ms1_genes = ['S100A8', 'S100A12', 'RETN', 'CLU', 'MCEMP1', 'IL1R2', 'CYP1B1', 'SELL', \n", " 'ALOX5AP', 'SLC39A8', 'PLAC8', 'ACSL1', 'CD163', 'VCAN', 'HP', 'CTSD', \n", " 'LGALS1', 'THBS1', 'CES1', 'S100P', 'ANXA6', 'VNN2', 'NAMPT', 'HAMP', \n", " 'DYSF', 'SDF2L1', 'NFE2', 'SLC2A3', 'BASP1', 'ADGRG3', 'SOD2', 'CTSA', \n", " 'PADI4', 'CALR', 'SOCS3', 'NKG7', 'FLOT1', 'IL1RN', 'ZDHHC19', 'LILRA5', \n", " 'ASGR2', 'FAM65B', 'MNDA', 'STEAP4', 'NCF4', 'LBR', 'RP11-295G20.2', \n", " 'UBR4', 'PADI2', 'NCF1', 'LINC00482', 'RUNX1', 'RRP12', 'HSPA1A', \n", " 'FLOT2', 'ANPEP', 'CXCR1', 'ECE1', 'ADAM19', 'RP11-196G18.3', 'IL4R', \n", " 'DNAJB11', 'FES', 'MBOAT7', 'SNHG25', 'RP1-55C23.7', 'CPEB4', 'PRR34-AS1', \n", " 'HSPA1B', 'LINC01001', 'C1QC', 'SBNO2', 'GTSE1', 'FOLR3', 'STAB1', 'PLK1', \n", " 'HYI-AS1', 'LINC01281', 'TNNT1', 'AC097495.2', 'CTB-35F21.5', 'C19orf35', \n", " 'AC109826.1', 'RP11-800A3.7', 'LILRA6', 'PDLIM7', 'NPLOC4', 'C15orf48', \n", " 'APOBR', 'CSF2RB', 'CTD-2105E13.14', 'C1QB', 'RP11-123K3.9', 'IQGAP3', \n", " 'GAPLINC', 'CTC-490G23.2', 'JAK3', 'CTC-246B18.10', 'MYO5B']\n", "gene_list = sig.check_genes(ms1_genes)" ] }, { "cell_type": "markdown", "id": "f9bc1d52-f19c-45b1-9487-8a2e91714569", "metadata": {}, "source": [ "#### Calculate mean attribution scores for each Cell Type\n", "\n", "Iterate through tiledb of each cell type, calculate score, concatenate the metadata" ] }, { "cell_type": "code", "execution_count": 12, "id": "df079d83-ad4a-4562-b333-84ce41b7c826", "metadata": {}, "outputs": [], "source": [ "score_name = \"MS1\"" ] }, { "cell_type": "code", "execution_count": 13, "id": "18b720d2-7bd6-40c1-8fb9-3d3673b5dea8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5/5 [00:22<00:00, 4.51s/it]\n" ] } ], "source": [ "meta_list = []\n", "for ct in tqdm(ctoi):\n", " ## Get specific tiledb path for location of interest\n", " ct_path = join(ct_base, ct)\n", " ## Load attributions tiledb path for given cell type\n", " att_tdb_path = join(ct_path, \"attributions\")\n", " ## Calculate\n", " results = sig.query_attributions(\n", " gene_list,\n", " return_aggregate=True,\n", " aggregate_type=\"mean\",\n", " attribution_tiledb_uri=att_tdb_path,\n", " )\n", "\n", " ## Example including weights\n", " # import numpy as np\n", " # weight_list = np.random.choice([0.5, 1, 2], len(gene_list)).tolist()\n", " # results = sig.query_attributions(gene_list, return_aggregate=True,\n", " # aggregate_type='mean', weights = weight_list,\n", " # attribution_tiledb_uri=att_tdb_path)\n", "\n", " ## Example getting individual genes\n", " # results = sig.query_attributions(gene_list, return_aggregate=False,\n", " # attribution_tiledb_uri=att_tdb_path)\n", "\n", " ## Load corresponding cell metadata\n", " ct_path = join(ct_base, ct)\n", " meta = pd.read_csv(join(ct_path, \"cell_metadata.csv.gz\"), index_col=0)\n", "\n", " ## Put score\n", " meta[score_name] = results\n", " meta_list.append(meta.copy())" ] }, { "cell_type": "markdown", "id": "2fdb2886-9420-40ce-953f-e202776adf98", "metadata": {}, "source": [ "#### Create Meta object with cell metadata and mean attribution scores" ] }, { "cell_type": "code", "execution_count": 14, "id": "e3a6455a-797d-4a9f-a4c3-c9e72c748050", "metadata": {}, "outputs": [], "source": [ "big_meta = pd.concat(meta_list)\n", "momac_meta = Meta(big_meta)\n", "# subset to in vivo cells\n", "momac_meta.subset_invivo()\n", "# subset to cells with high prediction scores\n", "momac_meta.subset_hq()" ] }, { "cell_type": "code", "execution_count": 15, "id": "b63cbd2b-eb76-4c05-89f4-8a97420212b3", "metadata": {}, "outputs": [], "source": [ "## Calculate mean attributions for new dataset\n", "results = sig.query_attributions(\n", " gene_list,\n", " return_aggregate=True,\n", " aggregate_type=\"mean\",\n", " attribution_tiledb_uri=join(base_folder, \"custom_attributions\"),\n", ")\n", "\n", "## Load corresponding cell metadata\n", "nmeta = adata.obs\n", "\n", "## Put score\n", "nmeta[score_name] = results" ] }, { "cell_type": "markdown", "id": "a60b9628-8115-487c-93a8-f092a7e68621", "metadata": {}, "source": [ "#### Integrate datasets and clean disease names" ] }, { "cell_type": "code", "execution_count": 16, "id": "1c4737ab-58e7-4b0b-ba85-4860f4eb64fa", "metadata": {}, "outputs": [], "source": [ "momac_meta.append(nmeta)" ] }, { "cell_type": "code", "execution_count": 17, "id": "386d6c34-86ff-447f-bc53-94f16336efa9", "metadata": {}, "outputs": [], "source": [ "figure_disname_dict = {\n", " \"atopic eczema\": \"Atopic Dermatitis\",\n", " \"COVID-19;healthy\": \"COVID-19 & Healthy (Mixed)\",\n", " \"Epstein-Barr virus infection;hemophagocytic syndrome\": \"EBV-Associated HLH\",\n", " \"Immune dysregulation-polyendocrinopathy-enteropathy-X-linked syndrome\": \"IPEX\",\n", " \"mucocutaneous lymph node syndrome\": \"Kawasaki Disease\",\n", " \"systemic scleroderma;interstitial lung disease\": \"SSC-ILD\",\n", " \"thrombocytopenia\": \"Severe Fever Thrombocytopenia Syndrome\",\n", "}\n", "\n", "momac_meta.df[\"disease\"] = momac_meta.df[\"disease\"].replace(figure_disname_dict)" ] }, { "cell_type": "markdown", "id": "d6ba2596-5ef8-4ab5-965a-e398934f6caa", "metadata": {}, "source": [ "#### Calculate hit percentage per sample" ] }, { "cell_type": "code", "execution_count": 19, "id": "b8bb2ad8-0b3e-4df4-909d-34fa75a26409", "metadata": {}, "outputs": [], "source": [ "# Define hits\n", "hit_col = \"MS1\"\n", "## 90th percentile\n", "momac_meta.add_hits(\n", " column_name=hit_col,\n", " mode=\"percentile\",\n", " cut_val=90,\n", " hit_type=\"above\",\n", " string_append=\"__hit90p\",\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "id": "81956929-1955-4031-8b5b-db020e9df153", "metadata": {}, "outputs": [], "source": [ "# calculate hits per sample. Only consider samples with at least 10 cells and diseases with at least 3 samples\n", "samphit_df_90 = momac_meta.samphit_df(\n", " cell_min=10, samp_min=3, hit_col=\"MS1__hit90p\", num_dis=100\n", ")" ] }, { "cell_type": "markdown", "id": "83c4196a-6435-4932-b576-120676510104", "metadata": {}, "source": [ "#### Plot top diseases by mean hit percentage\n", "\n", "Condition 2 (initialized with MS1-like cells) shows high levels, but Condition 1 (which was initialized random counts) is very low." ] }, { "cell_type": "code", "execution_count": 21, "id": "1c62e949-a280-463a-b8c6-ffeac30b5fae", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(figsize=(4, 13))\n", "sns.boxplot(data=samphit_df_90, y=\"disease\", x=\"MS1__hit90p\", showfliers=False)\n", "ax.set_yticklabels(ax.get_yticklabels(), ha=\"right\", fontsize=8)\n", "\n", "for label in ax.get_yticklabels():\n", " if label.get_text() in [\"Condition 1\", \"Condition 2\"]:\n", " label.set_color(\"red\")\n", "ax.set_title(\"MS1 Hit Percentage Across Diseases\")\n", "ax.set_xlabel(\"Sample-Level MS1 Hit Percentage (%)\")\n", "ax.set_ylabel(\"\")\n", "\n", "x_ticks = ax.get_xticks() * 100\n", "ax.set_xticklabels([f\"{int(y)}\" for y in x_ticks]);" ] } ], "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": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 5 }