{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Stochastic differential equation: Ion channel noise in Hodgkin-Huxley neurons" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Download this notebook here: :download:`Stochastic Differential Equation: Ion channel noise in Hodgkin-Huxley neurons `" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following, we estimate parameters of the stochastic differential equation model of ion channel noise in Hodgkin-Huxley neurons presented in:\n", "\n", "> Goldwyn, Joshua H., Nikita S. Imennov, Michael Famulare, and Eric Shea-Brown. “Stochastic Differential Equation Models for Ion Channel Noise in Hodgkin-Huxley Neurons.” Physical Review E 83, no. 4 (2011): 041908. doi:10.1103/PhysRevE.83.041908.\n", "\n", "The code was implemented in Fortran 95 and made available in ModelDB: [ModelDB](https://senselab.med.yale.edu/ModelDB/showmodel.cshtml?model=128502).\n", "\n", "(The code is not included in pyABC and neither developed nor maintained by the pyABC developers.)" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "## Download and compilation of the Fortran model" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "We start by downloading the code from ModelDB. For this, the ``requests`` package is needed." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# install if not done yet\n", "!pip install pyabc --quiet" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pyabc\n", "\n", "pyabc.settings.set_figure_params('pyabc') # for beautified plots" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import requests\n", "\n", "URL = (\n", " \"https://senselab.med.yale.edu/modeldb/\"\n", " \"eavBinDown.cshtml?o=128502&a=23&mime=application/zip\"\n", ")\n", "req = requests.request(\"GET\", URL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The zip file to which ``URL`` points is stored in memory.\n", "The code is then extracted into a temporary directory and compiled\n", "using ``make HH_run`` provided as part of the download from ModelDB.\n", "The Fortran compiler ``gfortran`` is required for compilation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The executable location is /tmp/tmpg_1jxvip/ModelDBFolder/HH_run\n" ] } ], "source": [ "import os\n", "import subprocess\n", "import tempfile\n", "from io import BytesIO\n", "from zipfile import ZipFile\n", "\n", "tempdir = tempfile.mkdtemp()\n", "archive = ZipFile(BytesIO(req.content))\n", "archive.extractall(tempdir)\n", "ret = subprocess.run(\n", " [\"make\", \"HH_run\"], cwd=os.path.join(tempdir, \"ModelDBFolder\")\n", ")\n", "EXEC = os.path.join(tempdir, \"ModelDBFolder\", \"HH_run\")\n", "print(f\"The executable location is {EXEC}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The variable ``EXEC`` points to the executable.\n", "\n", "A simulate function is defined which uses the ``subprocess.run`` function to execute the external binary.\n", "The external binary writes to stdout. The output is captured and stored in a pandas dataframe.\n", "This dataframe is returned by the ``simulate`` function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "\n", "def simulate(\n", " model=2,\n", " membrane_dim=10,\n", " time_steps=1e4,\n", " time_step_size=0.01,\n", " isi=100,\n", " dc=20,\n", " noise=0,\n", " sine_amplitude=0,\n", " sine_frequency=0,\n", " voltage_clamp=0,\n", " data_to_print=1,\n", " rng_seed=None,\n", "):\n", " \"\"\"\n", " Simulate the SDE Ion Channel Model defined\n", " in an external Fortran simulator.\n", "\n", " Returns: pandas.DataFrame\n", " Index: t, Time\n", " Columns: V, Na, K\n", " V: Voltage\n", " Na, K: Proportion of open channels\n", " \"\"\"\n", " if rng_seed is None:\n", " rng_seed = np.random.randint(2**32 - 2) + 1\n", " membrane_area = membrane_dim**2\n", " re = subprocess.run(\n", " [\n", " EXEC,\n", " str(model),\n", " # the binary cannot very long floats\n", " f\"{membrane_area:.5f}\",\n", " str(time_steps),\n", " str(time_step_size),\n", " str(isi),\n", " f\"{dc:.5f}\",\n", " str(noise),\n", " str(sine_amplitude),\n", " str(sine_frequency),\n", " str(voltage_clamp),\n", " str(data_to_print),\n", " str(rng_seed),\n", " ],\n", " stdout=subprocess.PIPE,\n", " )\n", " df = pd.read_table(\n", " BytesIO(re.stdout),\n", " delim_whitespace=True,\n", " header=None,\n", " index_col=0,\n", " names=[\"t\", \"V\", \"Na\", \"K\"],\n", " )\n", " return df" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "## Generating the observed data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We run a simulations and plot the fraction of open \"K\" channels and open \"Na\" channels:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n", "\n", "gt = {\"dc\": 20, \"membrane_dim\": 10}\n", "fig, axes = plt.subplots(nrows=2, sharex=True)\n", "fig.set_size_inches((12, 8))\n", "for _ in range(10):\n", " observation = simulate(**gt)\n", " observation.plot(y=\"K\", color=\"C1\", ax=axes[0])\n", " observation.plot(y=\"Na\", color=\"C0\", ax=axes[1])\n", "for ax in axes:\n", " ax.legend().set_visible(False)\n", "axes[0].set_title(\"K\")\n", "axes[0].set_ylabel(\"K\")\n", "axes[1].set_title(\"Na\")\n", "axes[1].set_ylabel(\"Na\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe how the channels open and close and also that the individual trajectores differ from realization to realization, even though we simulate for the exact same parameter set. We take the last simulation as observed data." ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "## Defining distance and prior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll now demonstrate how to use pyABC to estimate parameters of the model.\n", "Here, we'll focus on the ``dc`` and the ``membrane_dim`` parameters.\n", "The ``dc`` parameter describes the input current, the ``membrane_dim`` is the square root of the membrane area.\n", "We choose uniform priors:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from pyabc import ABCSMC, RV, Distribution\n", "\n", "dcmin, dcmax = 2, 30\n", "memmin, memmax = 1, 12\n", "prior = Distribution(\n", " dc=RV(\"uniform\", dcmin, dcmax - dcmin),\n", " membrane_dim=RV(\"uniform\", memmin, memmax - memmin),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The distance function is defined as $L_2$ norm between the fractions of open \"K\" channels." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def distance(x, y):\n", " diff = x[\"data\"][\"K\"] - y[\"data\"][\"K\"]\n", " dist = np.sqrt(np.sum(diff**2))\n", " return dist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also define a small ``simulate_pyabc`` wrapper function, which wraps the ``simulate`` function.\n", "This is needed to comply with the interface expected by ``pyABC``." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def simulate_pyabc(parameter):\n", " res = simulate(**parameter)\n", " return {\"data\": res}" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "## Performing parameter inference with pyABC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to start pyABC.\n", "As usually, we first initialize the ABCSMC object,\n", "then pass the observed data and the database location in which to store\n", "the logged parameters and summary statistics,\n", "and finally run the inference until the maximum number of allowed populations\n", "``max_nr_populations`` or the final acceptance threshold ``minimum_epsilon`` is reached." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:Sampler:Parallelizing the sampling on 4 cores.\n", "INFO:History:Start \n", "INFO:ABC:Calibration sample before t=0.\n", "INFO:Epsilon:initial epsilon is 12.027328847344789\n", "INFO:ABC:t: 0, eps: 12.027328847344789.\n", "INFO:ABC:Acceptance rate: 100 / 231 = 4.3290e-01, ESS=1.0000e+02.\n", "INFO:ABC:t: 1, eps: 10.888335491302861.\n", "INFO:ABC:Acceptance rate: 100 / 312 = 3.2051e-01, ESS=8.4622e+01.\n", "INFO:ABC:t: 2, eps: 9.452200516810388.\n", "INFO:ABC:Acceptance rate: 100 / 339 = 2.9499e-01, ESS=9.2592e+01.\n", "INFO:ABC:t: 3, eps: 7.3233850786061705.\n", "INFO:ABC:Acceptance rate: 100 / 347 = 2.8818e-01, ESS=1.9828e+01.\n", "INFO:ABC:t: 4, eps: 6.0421228761347425.\n", "INFO:ABC:Acceptance rate: 100 / 866 = 1.1547e-01, ESS=9.5620e+01.\n", "INFO:ABC:t: 5, eps: 5.5667319007160545.\n", "INFO:ABC:Acceptance rate: 100 / 472 = 2.1186e-01, ESS=9.1021e+01.\n", "INFO:pyabc.util:Stopping: minimum epsilon.\n", "INFO:History:Done \n" ] } ], "source": [ "abc = ABCSMC(simulate_pyabc, prior, distance, population_size=100)\n", "abc_id = abc.new(\n", " \"sqlite:///\" + os.path.join(tempdir, \"test.db\"), {\"data\": observation}\n", ")\n", "history = abc.run(max_nr_populations=10, minimum_epsilon=6)" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "## Visualization of the estimated parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the posterior distribution after a few generations together with the parameters\n", "generating the observed data (the dotted line and the orange dot)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[, ],\n", " [,\n", " ]], dtype=object)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyabc.visualization import plot_kde_matrix\n", "\n", "dfw = history.get_distribution(m=0)\n", "plot_kde_matrix(\n", " *dfw,\n", " limits={\"dc\": (dcmin, dcmax), \"membrane_dim\": (memmin, memmax)},\n", " refval=gt,\n", " refval_color='k',\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``dc`` parameter is very well detected.\n", "(Don't get confused by the y-axis. It applies to the scatterplot, not to the marginal distribution.)\n", "The distribution of ``membrane_dim`` is broader.\n", "(Note that even the exact posterior is not necessarily peaked at the ground truth parameters)." ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "## Evaluation of the fit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We compare four types of data:\n", "\n", "1. samples from the prior distribution,\n", "2. samples from the posterior distribution,\n", "3. the data generated by the accepted parameters, and\n", "4. the observation." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyabc.transition import MultivariateNormalTransition\n", "\n", "fig, axes = plt.subplots(nrows=3, sharex=True)\n", "fig.set_size_inches(8, 12)\n", "n = 5 # Number of samples to plot from each category\n", "# Plot samples from the prior\n", "alpha = 0.5\n", "for _ in range(n):\n", " prior_sample = simulate(**prior.rvs())\n", " prior_sample.plot(y=\"K\", ax=axes[0], color=\"C1\", alpha=alpha)\n", "\n", "\n", "# Fit a posterior KDE and plot samples form it\n", "posterior = MultivariateNormalTransition()\n", "posterior.fit(*history.get_distribution(m=0))\n", "\n", "for _ in range(n):\n", " posterior_sample = simulate(**posterior.rvs())\n", " posterior_sample.plot(y=\"K\", ax=axes[1], color=\"C0\", alpha=alpha)\n", "\n", "\n", "# Plot the stored summary statistics\n", "sum_stats = history.get_weighted_sum_stats_for_model(m=0, t=history.max_t)\n", "for stored in sum_stats[1][:n]:\n", " stored[\"data\"].plot(y=\"K\", ax=axes[2], color=\"C2\", alpha=alpha)\n", "\n", "\n", "# Plot the observation\n", "for ax in axes:\n", " observation.plot(y=\"K\", ax=ax, color=\"k\", linewidth=1.5)\n", " ax.legend().set_visible(False)\n", " ax.set_ylabel(\"K\")\n", "\n", "# Add a legend with pseudo artists to first plot\n", "axes[0].legend(\n", " [\n", " plt.plot([0], color=\"C1\")[0],\n", " plt.plot([0], color=\"C0\")[0],\n", " plt.plot([0], color=\"C2\")[0],\n", " plt.plot([0], color=\"k\")[0],\n", " ],\n", " [\"Prior\", \"Posterior\", \"Stored, accepted\", \"Observation\"],\n", " bbox_to_anchor=(0.5, 1),\n", " loc=\"lower center\",\n", " ncol=4,\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe that the samples from the prior exhibit the largest variation and do not resemble the observation well.\n", "The samples from the posterior are much closer to the observed data.\n", "Even a little bit closer are the samples generated by the accepted parameters.\n", "This has at least two reasons: First, the posterior KDE-fit smoothes the particle populations. Second, the sample generated by a parameter that was accepted is biased towards being more similar to the observed data as compared to a random sample from that parameter." ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }