{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "initial_id", "metadata": { "ExecuteTime": { "end_time": "2024-10-31T11:08:38.428219Z", "start_time": "2024-10-31T11:08:25.142662Z" }, "collapsed": true }, "outputs": [], "source": [ "from mimic.utilities import *\n", "\n", "from mimic.model_infer.infer_gLV_bayes import *\n", "from mimic.model_infer import *\n", "from mimic.model_simulate import *\n", "from mimic.model_simulate.sim_gLV import *\n", "\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "import pytensor.tensor as at\n", "import pickle\n", "import cloudpickle\n" ] }, { "cell_type": "markdown", "id": "4997886ce2c3e15b", "metadata": { "collapsed": false }, "source": [ "# Rutter & Dekker *et al* 2024 analysis" ] }, { "cell_type": "markdown", "id": "9edca1b8", "metadata": {}, "source": [ "**This example replicates the analysis completed by Rutter & Dekker investigating the action of a bacteriocin released by one bacteria on another. The bacterial co-culture growth curves are used to infer the interaction of the species on each other.**\n", "\n", "The two species are *E. coli* Nissle, which is a commensal strain engineered to secrete the bacteriocin, with the aim of killing the second species *Enterococcus faecalis*, which can be harmful to human health. In the paper, different bacteriocin and secretion tag combinations are tested, but in this example we demonstrate using one condition - PM3-EntA.\n", "\n", "The priors selected for Bayesian inference are taken from the paper, which explores this and the model selection in more detail, as well as a thorough introduction to the data.\n", "\n", "The original Rutter & Dekker *et al* paper can be found here: https://www.nature.com/articles/s41467-024-50591-8" ] }, { "cell_type": "markdown", "id": "efffdae3d9543561", "metadata": { "collapsed": false }, "source": [ "### Data Preparation" ] }, { "cell_type": "code", "execution_count": 2, "id": "25f3eb4871d5a5d", "metadata": { "ExecuteTime": { "end_time": "2024-10-31T11:08:42.359814Z", "start_time": "2024-10-31T11:08:41.779212Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read in the data\n", "num_species = 2\n", "data = pd.read_csv(\"PM3-EntA-coculture.csv\")\n", "data = data[(0 < data['time']) & (data['time'] <= 400)] # Take only the first 400 minutes, excluding the first\n", "times = data.iloc[:, 0].values\n", "\n", "# Plot mean growth curves of each species\n", "species_means = pd.DataFrame({\n", " \"time\": data.iloc[:,0],\n", " \"X1_mean\": data.iloc[:,[1,3,5,6]].mean(axis=1),\n", " \"X2_mean\": data.iloc[:,[2,4,6,8]].mean(axis=1)\n", "})\n", "\n", "yobs = species_means.iloc[:,1:].to_numpy()\n", "\n", "\n", "# Plot growth curves\n", "plot_gLV(yobs, times)\n", "\n", "X, F = linearize_time_course_16S(yobs, times)\n" ] }, { "cell_type": "markdown", "id": "a3ccfe1d17c3046d", "metadata": { "collapsed": false }, "source": [ "### Perform Bayesian inference without shrinkage" ] }, { "cell_type": "code", "execution_count": 7, "id": "84f424895c9955b0", "metadata": { "ExecuteTime": { "end_time": "2024-10-31T11:09:08.534179Z", "start_time": "2024-10-31T11:08:44.398247Z" }, "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X shape: (19, 3)\n", "F shape: (19, 2)\n", "Number of species: 2\n", "AdvancedSetSubtensor.0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, mu_hat, M_ii_hat_p, M_ij_hat]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "314b738e113941b69fc5295ee095eab0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n" ], "text/plain": [] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 3 seconds.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1472x552 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1472x552 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1472x552 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/chaniaclare/Documents/GitHub/MIMIC/venv/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n", " (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " mean sd r_hat\n", "mu_hat[0, 0] 0.032 0.003 1.0\n", "mu_hat[0, 1] 0.015 0.002 1.0\n", "M_ii_hat[0] -0.130 0.080 1.0\n", "M_ii_hat[1] -0.116 0.030 1.0\n", "M_ij_hat[0, 0] -0.078 0.032 1.0\n", "M_ij_hat[1, 0] -0.061 0.087 1.0\n", "M_hat[0, 0] -0.078 0.032 1.0\n", "M_hat[0, 1] 0.000 0.000 NaN\n", "M_hat[1, 0] -0.061 0.087 1.0\n", "M_hat[1, 1] -0.116 0.030 1.0\n", "sigma[0] 0.006 0.001 1.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Perform Bayesian inference without shrinkage\n", "\n", "# Define priors\n", "prior_mu_mean = 0.03\n", "prior_mu_sigma = 0.5\n", "\n", "## NB prior_Mij_mean is 0, so not defined as an argument\n", "prior_Mii_mean = 0.1\n", "\n", "prior_Mii_sigma = 0.1\n", "\n", "prior_Mij_sigma = 0.1\n", "\n", "\n", "# Sampling conditions\n", "draws = 500\n", "tune = 500\n", "chains = 4\n", "cores = 4\n", "\n", "\n", "# Run inference using parameters as set above\n", "inference = infergLVbayes()\n", "\n", "inference.set_parameters(X=X, F=F, prior_mu_mean=prior_mu_mean, prior_mu_sigma=prior_mu_sigma,\n", " prior_Mii_sigma=prior_Mii_sigma, prior_Mii_mean=prior_Mii_mean,\n", " prior_Mij_sigma=prior_Mij_sigma,\n", " draws=draws, tune=tune, chains=chains,cores=cores)\n", "\n", "idata = inference.run_inference()\n", "\n", "\n", "# To plot posterior distributions\n", "inference.plot_posterior(idata)\n", "\n", "# Print summary\n", "summary = az.summary(idata, var_names=[\"mu_hat\", \"M_ii_hat\", \"M_ij_hat\", \"M_hat\", \"sigma\"])\n", "print(summary[[\"mean\", \"sd\", \"r_hat\"]])\n", "\n", "\n", "# Save posterior samples to file\n", "az.to_netcdf(idata, 'model_posterior.nc')\n", "\n", "# get median mu_hat and M_hat \n", "mu_h = np.median(idata.posterior[\"mu_hat\"].values, axis=(0,1) ).reshape(-1)\n", "M_h = np.median(idata.posterior[\"M_hat\"].values, axis=(0,1) )\n", "\n", "# compare fitted with simulated parameters\n", "\n", "predictor = sim_gLV(num_species=num_species, M=M_h.T, mu=mu_h)\n", "yobs_h, _, _, _, _ = predictor.simulate(times=times, init_species=yobs[0])\n", "plot_fit_gLV(yobs, yobs_h, times)\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "1e6ba28b65c73d9b", "metadata": { "collapsed": false }, "source": [ "## Perform Bayesian inference with shrinkage" ] }, { "cell_type": "code", "execution_count": 5, "id": "3b228c9d80897ea", "metadata": { "ExecuteTime": { "end_time": "2024-10-31T11:13:14.489347Z", "start_time": "2024-10-31T11:12:50.677658Z" }, "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, mu_hat, M_ii_hat_p, c2, tau, lam, M_ij_hat]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "67f4c3fe23dc43e88766e0b7254af218", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n" ], "text/plain": [] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 7 seconds.\n", "There were 205 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1472x552 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 1472x552 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 1472x552 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/chaniaclare/Documents/GitHub/MIMIC/venv/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n", " (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " mean sd r_hat\n", "mu_hat[0, 0] 0.033 0.003 1.02\n", "mu_hat[0, 1] 0.015 0.002 1.01\n", "M_ii_hat[0] -0.139 0.088 1.07\n", "M_ii_hat[1] -0.115 0.031 1.02\n", "M_ij_hat[0, 0] -0.060 0.049 1.04\n", "M_ij_hat[1, 0] -0.112 0.138 1.05\n", "M_hat[0, 0] -0.060 0.049 1.04\n", "M_hat[0, 1] 0.000 0.000 NaN\n", "M_hat[1, 0] -0.112 0.138 1.05\n", "M_hat[1, 1] -0.115 0.031 1.02\n", "sigma[0] 0.006 0.001 1.03\n" ] }, { "data": { "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define priors\n", "prior_mu_mean = 0.03\n", "prior_mu_sigma = 0.5\n", "\n", "prior_Mii_mean = 0.1\n", "prior_Mii_sigma = 0.1\n", "\n", "## NB prior_Mij_mean is 0, so not defined as an argument\n", "prior_Mij_sigma = 0.1\n", "\n", "# Define parameters for shrinkage on M_ij (non diagonal elements)\n", "n_obs = times.shape[0] - 1\n", "num_species = F.shape[1]\n", "nX = num_species\n", "noise_stddev = 0.1\n", "\n", "DA = nX*nX - nX\n", "\n", "DA0 = 1 # expected number of non zero entries in M_ij\n", "N = n_obs - 2\n", "\n", "\n", "# Sampling conditions\n", "draws = 500\n", "tune = 500\n", "chains = 4\n", "cores = 4\n", "\n", "# Run inference\n", "\n", "inference = infergLVbayes()\n", "\n", "inference.set_parameters(X=X, F=F, prior_mu_mean=prior_mu_mean, prior_mu_sigma=prior_mu_sigma,\n", " prior_Mii_sigma=prior_Mii_sigma, prior_Mii_mean=prior_Mii_mean,\n", " prior_Mij_sigma=prior_Mij_sigma,\n", " DA=DA, DA0=DA0, N=N, noise_stddev=noise_stddev,\n", " draws=draws, tune=tune, chains=chains,cores=cores)\n", "\n", "idata = inference.run_inference_shrinkage()\n", "\n", "# To plot posterior distributions\n", "inference.plot_posterior(idata)\n", "\n", "# Print summary\n", "summary = az.summary(idata, var_names=[\"mu_hat\", \"M_ii_hat\", \"M_ij_hat\", \"M_hat\", \"sigma\"])\n", "print(summary[[\"mean\", \"sd\", \"r_hat\"]])\n", "\n", "\n", "# Save posterior samples to file\n", "az.to_netcdf(idata, 'model_posterior.nc')\n", "\n", "# get median mu_hat and M_hat \n", "mu_h = np.median(idata.posterior[\"mu_hat\"].values, axis=(0,1) ).reshape(-1)\n", "M_h = np.median(idata.posterior[\"M_hat\"].values, axis=(0,1) )\n", "\n", "# compare fitted with simulated parameters\n", "\n", "predictor = sim_gLV(num_species=num_species, M=M_h.T, mu=mu_h)\n", "yobs_h, _, _, _, _ = predictor.simulate(times=times, init_species=yobs[0])\n", "plot_fit_gLV(yobs, yobs_h, times)" ] }, { "cell_type": "code", "execution_count": null, "id": "1f06baf05e40df1b", "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "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": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 5 }