{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cassiopeia Benchmarking Pipeline\n", "\n", "This notebook serves as an entry point for understanding how to interface with Cassiopeia for the purposes of simulating trees, data, benchmarking algorithms.\n", "\n", "You can install Cassiopeia by following the guide [here](https://cassiopeia-lineage.readthedocs.io/en/latest/installation.html).\n", "\n", "All of our documentation is hosted [here](https://cassiopeia-lineage.readthedocs.io/en/latest/)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import cProfile\n", "from collections import defaultdict\n", "import copy\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import time\n", "from tqdm.auto import tqdm\n", "\n", "import cassiopeia as cas\n", "from cassiopeia.solver import missing_data_methods" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from IPython.display import Image\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tree Simulation\n", "\n", "We can use a simple birth-death model with fitness to simulate trees.\n", "\n", "Specifically, this is a continuous-time birth-death process in which birth and death events are sampled from indepedent waiting distributions. Importnatly, we can incorporate fitness into this framework by modulating the `scale` of the birth waiting distribution. This is done by sampling a random number of fitness events per generation, each with a fitness effect drawn from a distribution. The documentation for this class can be found [here](https://cassiopeia-lineage.readthedocs.io/en/latest/api/reference/cassiopeia.sim.BirthDeathFitnessSimulator.html). " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "bd_sim = cas.sim.BirthDeathFitnessSimulator(\n", " birth_waiting_distribution = lambda scale: np.random.exponential(scale),\n", " initial_birth_scale = 0.5,\n", " death_waiting_distribution = lambda: np.random.exponential(1.5),\n", " mutation_distribution = lambda: 1 if np.random.uniform() < 0.5 else 0,\n", " fitness_distribution = lambda: np.random.normal(0, .5),\n", " fitness_base = 1.3,\n", " num_extant = 400,\n", " random_seed=17\n", ")\n", "ground_truth_tree = bd_sim.simulate_tree()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can upload and export trees to iTOL which we can visualize in line. You can toggle branch lengths with the `use_branch_lengths` parameter. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "cas.pl.upload_and_export_itol(ground_truth_tree,\n", " itol_config=\"~/.itolconfig_hidden\",\n", " tree_name = \"simulated_tree\",\n", " export_filepath=\"simulated_tree_example.png\",\n", " use_branch_lengths=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "Image(\"simulated_tree_example.png\", width=500, height=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overlay Lineage Tracing Data\n", "\n", "We can then use our Cas9-based lineage tracing data simulator to overlay data. Here, this is a very flexible Cas9-data generator in which we can specify the dependence structure between characters (i.e. the cassettes that link togehter cut sites), the mutation rate, silencing rates, and state distributions. This function derives from the DataSimulator class & implements the `overlay_data` function which operates on a `CassiopeiaTree`, such as the one you simulated above. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "np.random.seed(seed=None)\n", "lt_sim = cas.sim.Cas9LineageTracingDataSimulator(\n", " number_of_cassettes = 40,\n", " size_of_cassette = 1,\n", " mutation_rate = 0.1,\n", " state_generating_distribution = lambda: np.random.exponential(1e-5),\n", " number_of_states = 50,\n", " state_priors = None,\n", " heritable_silencing_rate = 9e-4,\n", " stochastic_silencing_rate = 0.1,\n", " heritable_missing_data_state = -1,\n", " stochastic_missing_data_state = -1,\n", ")\n", "lt_sim.overlay_data(ground_truth_tree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get a feel for the character matrix and the complexity of the data here by extracting the simulated data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We simulated 40 characters across 400 cells.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## inspect character matrix\n", "\n", "character_matrix = ground_truth_tree.character_matrix\n", "\n", "print(f\"We simulated {character_matrix.shape[1]} characters across {character_matrix.shape[0]} cells.\")\n", "\n", "# plot the number of unique states per character\n", "character_matrix.nunique(axis=0).plot(kind='bar')\n", "plt.xlabel(\"Character\")\n", "plt.ylabel(\"Number of unique states \")\n", "plt.show()\n", "\n", "missing_data_per_character = character_matrix.apply(lambda x: len(x[x == -1]) / len(x), axis=0)\n", "missing_data_per_character.plot(kind='bar')\n", "plt.xlabel(\"Character\")\n", "plt.ylabel(\"Percentage of missing states\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rebuild trees\n", "\n", "Cassiopeia has implemented several CassiopeiaSolvers for reconstructing trees. Each of these can take in several class-specific parameters and at a minimum implements the `solve` routine which operates on a CassiopeiaTree. \n", "\n", "The full list of solvers can be found [here](https://cassiopeia-lineage.readthedocs.io/en/latest/api/solver.html). For a full tutorial on tree reconstruction, refer to the [Tree Reconstruction notebook](https://github.com/YosefLab/Cassiopeia/blob/latest/notebooks/reconstruct.ipynb).\n", "\n", "Here we use the VanillaGreedySolver, which was described in the [Cassiopeia paper published in 2020](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-020-02000-8)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "reconstructed_tree = cas.data.CassiopeiaTree(character_matrix = ground_truth_tree.character_matrix, missing_state_indicator = -1)\n", "\n", "greedy_solver = cas.solver.VanillaGreedySolver()\n", "greedy_solver.solve(reconstructed_tree)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# plot tree\n", "\n", "cas.pl.upload_and_export_itol(reconstructed_tree, itol_config=\"~/.itolconfig_hidden\", tree_name = \"reconstructed_simulated_tree\", export_filepath=\"reconstructed_simulated_tree.png\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 26, "metadata": { "image/png": { "height": 500, "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(\"reconstructed_simulated_tree.png\", width=500, height=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Critique\n", "\n", "Our `critique` library is for testing the similarity between CassiopeiaTrees. The most pertinent use case is when comparing the reconstruction accuracy. We have two metrics implemented - a triplets correct measure, and the Robinson-Foulds metric." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalized RF: 0.6981132075471698\n" ] } ], "source": [ "reconstructed_tree.collapse_mutationless_edges(infer_ancestral_characters = True)\n", "\n", "rf, rf_max = cas.critique.compare.robinson_foulds(ground_truth_tree, reconstructed_tree)\n", "\n", "print(f\"Normalized RF: {rf / rf_max}\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "triplets = cas.critique.compare.triplets_correct(ground_truth_tree, reconstructed_tree, number_of_trials = 500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building benchmarking pipelines\n", "\n", "We can link all of these steps together to benchmark the performance of several algorithms.\n", "\n", "The briefest of benchmarking pipelines would consist of:\n", "\n", "- Simulating a ground truth phylogeny\n", "- Overlaying data onto this phylogeny\n", "- Inferring the phylogeny with potentially many algorithms\n", "- Assessing performance\n", "\n", "Here we show a very simple benchmarking pipeline:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d30da3f741fc404aa8061bfe2a1cb2bf", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=algorithm_to_performance_triplets_df, x = 'Algorithm', y = 'Triplets')\n", "plt.show()\n", "\n", "sns.boxplot(data=algorithm_to_performance_rf_df, x = 'Algorithm', y = 'RF')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 4 }