{ "cells": [ { "cell_type": "markdown", "id": "3547e78d", "metadata": {}, "source": [ "# Quick Demo: Reference-based simulation for CODEX spatial proteomics data" ] }, { "cell_type": "code", "execution_count": null, "id": "a7413f0f", "metadata": {}, "outputs": [], "source": [ "import simspace as ss\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "725ed3ce", "metadata": {}, "outputs": [], "source": [ "# Step 1: Load the reference dataset. We here provide a sample dataset from Xenium human breast tumor dataset.\n", "ref_meta = pd.read_csv('../data/CODEX_metadata.csv', index_col=0)\n", "ref_omics = pd.read_csv('../data/CODEX_count.csv', index_col=0)" ] }, { "cell_type": "code", "execution_count": 3, "id": "44423533", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0.2Unnamed: 0.1Unnamed: 0CellIDcentroid_xcentroid_yAreaperimeteraxis_ratiotile_h...IFNGKi67CD44PD1TIM3necrosis_2clustersnecrosis_3clustersperi_intra_tumoralX_centroidY_centroid
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" ], "text/plain": [ " Unnamed: 0.2 Unnamed: 0.1 Unnamed: 0 CellID centroid_x \\\n", "Unnamed: 0.3 \n", "876849 876849 876849 3790987 1 39.842857 \n", "876850 876850 876850 3790988 2 81.000000 \n", "876851 876851 876851 3790989 3 94.694118 \n", "\n", " centroid_y Area perimeter axis_ratio tile_h ... IFNG Ki67 \\\n", "Unnamed: 0.3 ... \n", "876849 2.228571 70.0 32.863961 2.111366 37888 ... N N \n", "876850 1.500000 28.0 18.000000 1.788854 37888 ... N N \n", "876851 3.058824 85.0 34.485281 1.467060 37888 ... N N \n", "\n", " CD44 PD1 TIM3 necrosis_2clusters necrosis_3clusters \\\n", "Unnamed: 0.3 \n", "876849 N N N 0 0 \n", "876850 N N N 0 0 \n", "876851 N N N 0 0 \n", "\n", " peri_intra_tumoral X_centroid Y_centroid \n", "Unnamed: 0.3 \n", "876849 peri 37927.842857 26882.228571 \n", "876850 peri 37969.000000 26881.500000 \n", "876851 peri 37982.694118 26883.058824 \n", "\n", "[3 rows x 26 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ref_meta.head(3)" ] }, { "cell_type": "code", "execution_count": 4, "id": "2860031f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CellID
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" ], "text/plain": [ " DAPI MPO Ecadherin PDL1 CD163 PD1 \\\n", "CellID \n", "1 21.585714 0.028571 0.1 0.928571 0.014286 1.214286 \n", "2 20.071428 0.000000 0.0 0.178571 0.428571 0.392857 \n", "3 17.858824 0.000000 0.0 0.047059 0.000000 0.235294 \n", "\n", " CD47 GAL3 PARP1 LAG3 ... MLH1 Ki67 \\\n", "CellID ... \n", "1 1.128571 32.971428 5.657143 1.900000 ... 24.314285 0.900000 \n", "2 0.607143 14.000000 0.071429 1.428571 ... 5.678571 0.857143 \n", "3 0.058824 7.482353 0.564706 1.364706 ... 6.764706 0.329412 \n", "\n", " CD20 ARID1A IFNG CD31 PMS CD44 \\\n", "CellID \n", "1 5.000000 7.657143 0.900000 0.400000 1.814286 2.828571 \n", "2 1.928571 0.678571 0.678571 0.142857 0.142857 2.821429 \n", "3 1.835294 1.141176 0.458824 0.082353 0.200000 0.741176 \n", "\n", " PanCytokeratin CD3e \n", "CellID \n", "1 1.685714 20.142857 \n", "2 1.928571 1.500000 \n", "3 1.635294 0.717647 \n", "\n", "[3 rows x 31 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ref_omics.head(3)" ] }, { "cell_type": "code", "execution_count": null, "id": "d6e233d1", "metadata": {}, "outputs": [], "source": [ "# Step 2: Fit SimSpace spatial parameters from the reference.\n", "# This step uses the reference metadata and omics data to fit the spatial parameters for the simulation.\n", "# One can do this by using the `ss.fit()` method and some preprocessing, which is shown in details in spaital_fitting.ipynb.\n", "# Here we provide a pre-fitted parameters for the CODEX human endometrial cancer dataset.\n", "# The full dataset will be available upon request.\n", "params = ss.util.load_params('../data/CODEX_fitted_params.json')" ] }, { "cell_type": "code", "execution_count": null, "id": "d5a47145", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Step 3: Simulate the spatial omics data using the fitted parameters.\n", "# This step uses the fitted parameters to simulate the spatial omics data, just as the reference-free simulation.\n", "sim = ss.util.sim_from_params(\n", " parameters=params,\n", " shape=(50, 50),\n", " custom_neighbor=ss.spatial.generate_offsets(3, method='manhattan'),\n", " seed=0,\n", ")\n", "# This results is the simulated spatial omics data shown in Fig. 6, with x and y axis switched.\n", "sim.plot(figsize=(5, 5), dpi=100, size=14)" ] }, { "cell_type": "code", "execution_count": null, "id": "a19ef35f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temporary directory created.\n", "scDesgin fit complete.\n" ] } ], "source": [ "# Step 4 (Optional): Simulate omics data based on the spatial simulation.\n", "# The omics profile can also be fitted from the reference dataset if the reference is available.\n", "# Here we use the `fit_scdesign` method to fit the spatial simulation with the reference dataset, \n", "# which requires the R package 'scDesign3' to be installed. One can find more details in README about the installation.\n", "sim.fit_scdesign(\n", " '../data/CODEX_count.csv',\n", " '../data/CODEX_metadata.csv',\n", " 'phenotype', # Column in metadata that contains the cell type information\n", " 'X_centroid', # Column in metadata that contains the x coordinate of the cell centroid\n", " 'Y_centroid', # Column in metadata that contains the y coordinate of the cell centroid\n", " seed=0,\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "740006b1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example of plotting a specific gene, e.g., 'PD1'.\n", "sim.plot('PD1', figsize=(5,5), dpi=100, title='PD1 Expression')" ] }, { "cell_type": "code", "execution_count": 13, "id": "cb0c44c4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim.plot('fitted_celltype', figsize=(6,6), dpi=100)" ] }, { "cell_type": "code", "execution_count": null, "id": "0b322865", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "test", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }