{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Model Calibration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To test whether the model captures significant variance in cell division rates, we plot the range of division probabilties the model predicts for cells in our data. \n", "\n", "The calibration plot is constructed by: \n", "1. predicting the division rate for all cells\n", "2. sorting the cells by the predicted probability\n", "3. dividing the cells into consecutive buckets of a few thousand cells\n", "4. plotting the average predicted probability in a bucket against the true probability computed as the fraction of cells actually dividing (i.e ki67 > threshold)\n", "\n", "If there is no connection between neighborhood and division rate, we expect the model to predict the mean rate regardless of neighborhood. \n", "If on the other hand there is a connection, the model will predict high probabilities for some cells vs others. \n", "\n", "One limitation of this plot, is that a very expressive model will display a large range of probabilities even when there is no relation between neighborhood and division. We provide a function for comparing calibration over true and permuted divisions to compare fits. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n", "\u001b[94m1/5 Constructing tissues \u001b[92m[V]\n", "\u001b[94m2/5 Counting cell-neighbors \u001b[92m[V]\n", "\u001b[94m3/5 Filtering cell-types \u001b[92m[V]\n", "\u001b[94m4/5 Transforming features \u001b[92m[V]\n", "\u001b[94m5/5 Fitting a model \u001b[92m[V]\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "\n", "from tdm.plot.model.calibration import plot_calibration, plot_calibration_against_permuted_divisions\n", "\n", "from tdm.raw.breast_mibi import read_single_cell_df\n", "from tdm.analysis import Analysis\n", "from tdm.cell_types import TUMOR, T_CELL, B_CELL, ENDOTHELIAL, FIBROBLAST, MACROPHAGE\n", "\n", "all_types = [TUMOR, T_CELL, B_CELL, ENDOTHELIAL, MACROPHAGE, FIBROBLAST]\n", "\n", "ana = Analysis(\n", " single_cell_df=read_single_cell_df(),\n", " cell_types_to_model=all_types,\n", " polynomial_dataset_kwargs={\n", " 'degree': 2,\n", " },\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_calibration(ana, n_cells_per_bin=4000, max_p=None)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "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" }, { "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" }, { "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": [ "plot_calibration_against_permuted_divisions(ana, n_cells_per_bin=4000)" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 2 }