{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How an Analysis is implemented" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous tutorial we modeled fibroblast-macrophage dynamics as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jonathansomer/Documents/phd/projects/tumor-dynamical-modeling/src/tdm/raw/breast_mibi.py:400: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[DIVISION_COL] = is_dividing(\n", "/Users/jonathansomer/Documents/phd/projects/tumor-dynamical-modeling/src/tdm/raw/breast_mibi.py:405: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[X_COL] = microns(df[X_COL])\n", "/Users/jonathansomer/Documents/phd/projects/tumor-dynamical-modeling/src/tdm/raw/breast_mibi.py:406: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[Y_COL] = microns(df[Y_COL])\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\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" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tdm.raw.breast_mibi import read_single_cell_df\n", "from tdm.cell_types import FIBROBLAST, MACROPHAGE, TUMOR, ENDOTHELIAL\n", "from tdm.analysis import Analysis\n", "from tdm.plot.two_cells.phase_portrait import plot_phase_portrait\n", "\n", "single_cell_df = read_single_cell_df()\n", "\n", "ana = Analysis(\n", " single_cell_df=single_cell_df,\n", " cell_types_to_model=[FIBROBLAST, MACROPHAGE],\n", " allowed_neighbor_types=[FIBROBLAST, MACROPHAGE, TUMOR, ENDOTHELIAL],\n", " polynomial_dataset_kwargs={\"degree\":2,},\n", " neighborhood_mode='extrapolate',\n", ")\n", "\n", "plot_phase_portrait(ana)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial we'll understand what's happening under the hood by getting to know the three primary OSDR classes:\n", "\n", "1. `Tissue`\n", "2. `Dataset`\n", "3. `Model`\n", "\n", "The three classes are used as part of an ordered pipeline. We transform the single-cell dataframe into one `Tissue` per image, then into a `Dataset` and finally into a `Model`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. The Tissue\n", "\n", "A `Tissue` represents a single real-life slide. \n", "\n", "In a `Tissue`, cells with similar `x,y` positions will be neighbors. As opposed to cells from the single-cell dataframe, that might have a similar `x,y` value but can arrive from different patients or tissue sections. \n", "\n", "We can access and plot the first tissue in our analysis as follows:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tdm.plot.tissue import plot_tissue\n", "\n", "tissue = ana.tissues[0]\n", "plot_tissue(tissue)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Note: The `plot_tissue` function has a few useful utilities for debugging, such as plotting circular neighborhoods at specific locations. For more details, go to the Examples section in the docs.\n", "\n", "\n", "## Each `Tissue` exposes a few useful properties:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'MB-0282'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tissue.subject_id" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tissue.img_id" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xydivisioncell_typeimg_idsubject_id
00.0001210.000004FalseTu1MB-0282
10.0002220.000005FalseT1MB-0282
20.0003540.000006FalseTu1MB-0282
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" ], "text/plain": [ " x y division cell_type img_id subject_id\n", "0 0.000121 0.000004 False Tu 1 MB-0282\n", "1 0.000222 0.000005 False T 1 MB-0282\n", "2 0.000354 0.000006 False Tu 1 MB-0282" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cell_df = tissue.cell_df() # the rows of single_cell_df corresponding with this tissue\n", "cell_df.head(3)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Tu', 'T', 'En', 'F', 'M', 'B']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tissue.cell_types()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.000577658536585366, 0.000660847826086957)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tissue.tissue_dimensions() # maximal x,y values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check out the docs for more." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. The Dataset\n", "\n", "## A `Dataset` object organizes the features and labels for the various cell types\n", "\n", "The OSDR dynamical model relies on modeling the relation between division rate and composition of a cell's neighborhood.\n", "\n", "For example, in the fibroblast-macrophage model the dynamics for fibroblasts can be written as:\n", "\n", "$$\n", "\\frac{dF}{dt} = F\\cdot (p_F^+(F,M) - p_F^-(F,M))\n", "$$\n", "\n", "Where $p_F^+,p_F^-$ are statistical models that map the density of fibroblasts and macrophages to fibroblast division or death rates. \n", "\n", "To fit the model $p^+_F$ we construct: \n", "\n", "1. a table of features (\"X\") based on the densities of fibroblasts and macrophages\n", "2. a vector of binary labels (\"y\") for observations of cell-division.\n", "\n", "Note that because different cell types respond to different growth factors we need to fit a separate model for each cell type. \n", "\n", "A `Dataset` object organizes the features and labels for the various cell types. \n", "\n", "To access the features and labels for a specific cell type, use the `dataset.fetch(cell_type)` function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "neighbors_dataset = ana.nds\n", "features, labels = neighbors_dataset.fetch(cell_type='F')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TuTEnFMB
020.3731172.03731212.22387025.4477400.00.0
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" ], "text/plain": [ " Tu T En F M B\n", "0 20.373117 2.037312 12.223870 25.447740 0.0 0.0\n", "1 26.634353 1.664647 6.658588 12.652530 0.0 0.0\n", "2 15.285997 1.698444 8.492221 19.682886 0.0 0.0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# densities of the various cell types:\n", "features.head(3)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
division
0False
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" ], "text/plain": [ " division\n", "0 False\n", "1 False\n", "2 False" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# binary cell-division events:\n", "labels.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Dataset` class is the base class for several classes that implement the `.fetch(cell_type)` API. \n", "\n", "An `Analysis` typicaly makes use of multiple datasets one after another.\n", "\n", "The following steps are performed by the `Analysis` class in the fibroblast-macrophage analysis:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from tdm.dataset import ExtrapolateNeighborsDataset, ConcatDataset, RestrictedNeighborsDataset, PolynomialDataset\n", "\n", "tissues = ana.tissues\n", "\n", "# 1. count the number of neighbors for each cell in each tissue:\n", "ndss = [ ExtrapolateNeighborsDataset(t) for t in tissues]\n", "\n", "# 2. concatenate features and labels from different tissues:\n", "nds = ConcatDataset(ndss)\n", "\n", "# 3. filter cells:\n", "rnds = RestrictedNeighborsDataset(\n", " nds, \n", " allowed_neighbor_types=[FIBROBLAST, MACROPHAGE, TUMOR, ENDOTHELIAL], \n", " keep_types=[FIBROBLAST, MACROPHAGE] # derived from the cell_types_to_model argument for Analysis\n", ")\n", "\n", "# 4. tranform features:\n", "pds = PolynomialDataset(rnds, degree=2, log_transform=False, scale_features=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The features from the manual pipeline above are equal to those from the `Analysis` object:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1FMF^2F MM^2
01.05.4849261.49497530.0844148.1998292.234951
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" ], "text/plain": [ " 1 F M F^2 F M M^2\n", "0 1.0 5.484926 1.494975 30.084414 8.199829 2.234951\n", "1 1.0 7.306431 1.261286 53.383937 9.215501 1.590843\n", "2 1.0 14.000000 0.000000 196.000000 0.000000 0.000000" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features, labels = pds.fetch('F')\n", "features.head(3)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1FMF^2F MM^2
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" ], "text/plain": [ " 1 F M F^2 F M M^2\n", "0 1.0 5.484926 1.494975 30.084414 8.199829 2.234951\n", "1 1.0 7.306431 1.261286 53.383937 9.215501 1.590843\n", "2 1.0 14.000000 0.000000 196.000000 0.000000 0.000000" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features, labels = ana.pds.fetch(FIBROBLAST)\n", "features.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summarizing the steps for preparing the final `Dataset` used to fit a `Model`:\n", "\n", "1. We first use `NeighborsDataset` or `ExtrapolateNeighborsDataset` to count the number of neighbors of each cell in every tissue. The list of neighbors datasets for each cell type is accessible via `ana.ndss`. \n", " * Providing `Analysis` with the argument `neighborhood_mode='exclude'` will use `NeighborsDataset`, excluding cells whose neighborhoods exceed tissue limites. \n", " * Alternatively, providing `Analysis` with the argument `neighborhood_mode='extrapolate'` will use `ExtrapolateNeighborsDataset`, including all cells in the tissue, while scaling the cell counts according to the fraction of the neighborhood that's observed.\n", "2. We use `ConcatDataset` to concatenate the cell counts from the separate tissues (accessible via `ana.nds`)\n", "3. We use `RestrictedDataset` to filter out cells we don't wish to model or cells with unallowed neighbors (accessible via `ana.rnds`)\n", "4. We use `PolynomialDataset` to introduce interaction terms between the raw cell-counts. This is also the class that transforms or scales features. (accessible via `ana.pds`)\n", "\n", "Each dataset receives the previous as its primary input. Finally, a `Model` is fit to an instance of `PolynomialDataset`.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. The Model\n", "\n", "## The `Model` fits probabilistic models of division and death rates for each cell type\n", "\n", "The OSDR `Model` emulates the `.fit`, `.predict` api from packages such as sklearn. \n", "\n", "But instead of fitting just one model, `Model` fits models for division and death per cell type.\n", "\n", "Essentially, `Model` does the following:\n", "\n", "```python\n", "for cell_type in dataset.cell_types():\n", " features, labels = dataset.fetch(cell_type)\n", " model.fit(features, labels)\n", "```\n", "\n", "## To predict the probability of a division or death event we use the `.predict` function:\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.02096666, 0.01832152, 0.01025308])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = ana.model\n", "features, labels = ana.pds.fetch('F')\n", "\n", "model.predict(\n", " cell_type='F', \n", " obs='division', \n", " features=features.head(3)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## To predict changes in cell numbers we use the `delta_cells` function:\n", "\n", "`Model` also has a useful method for directly computing the expected difference in the number of cells of each type (e.g $dF/dt$), based on the current cell counts:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-51.13920971, -26.05025259])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Important! delta_cells expects raw cell counts and not features:\n", "model.delta_cells(cell_counts={FIBROBLAST: [100], MACROPHAGE: [50]}, return_order=['F', 'M'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-0.5113921 , -0.52100505])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we can also compute the difference between division and death rates:\n", "model.delta_cells(cell_counts={FIBROBLAST: [100], MACROPHAGE: [50]}, return_order=['F', 'M'], mode='rates')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## The death rate is estimated as a constant\n", "\n", "Recall, we need probabilistic models for both division and death. In practice, because reliable death markers are lacking, we fit a probabilistic model only for division and we approximate the death rate as a constant. \n", "\n", "We approximate the death rate with a constant approximately equal to the mean death rate. The mean death rate is expected to be close to the mean division rate in datasets that are derived from a large number of patients because at the population level we expect the numbers of cells to be relatively stable. That is, there shouldn't be a rapid exponential rise in T-cells accross an entire population (even if their number is exponentially rising in some individuals). \n", "\n", "Note: \n", "\n", "* If the data is derived from a single individual following an acute event, then the total cell population might be rapidly rising or shrinking. In this cases we can't approximate the death rate as the mean division rate and approximation of the death rate needs to be done through markers or through prior knowledge of death rates in similar instances. \n", "* If we are comparing subsets of patients, then it is better to compute a shared death rate from both subsets together, and use that rate in the models for both groups. If we take the mean division rate as the death rate in each group separately we inadvertently \"normalize-out\" the differences in division rates between the two groups. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.011392097090435505" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.death_prob(FIBROBLAST)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.0113921, 0.0113921, 0.0113921])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.predict(\n", " cell_type=FIBROBLAST, \n", " obs='death', \n", " features=features.head(3)\n", ")" ] } ], "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 }