{ "cells": [ { "cell_type": "markdown", "id": "a23fa48ef120df36", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "# Tutorial 4: Two-Mark Chromatin\n", "\n", "In `tutorial_3`, we walked through the simulation of a chromatin fiber with a single epigenetic mark and reader protein. In this notebook, we will add a second epigenetic mark and reader protein to the system. Descriptions in this notebook will highlight differences between simulations with one and two epigenetic marks. " ] }, { "cell_type": "markdown", "id": "fd5fa9e105e98c29", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Import Modules\n", "\n", "All modules are the same as seen in `tutorial_3`." ] }, { "cell_type": "code", "execution_count": 1, "id": "641a504feb82cea0", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:55:55.617184Z", "start_time": "2024-07-03T16:55:54.722571Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Built-in modules\n", "import os\n", "import sys\n", "from inspect import getmembers, isfunction\n", "\n", "# Third-party modules\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Custom modules\n", "from chromo.binders import get_by_name, make_binder_collection\n", "from chromo.polymers import Chromatin\n", "from chromo.fields import UniformDensityField\n", "import chromo.mc as mc\n", "import chromo.mc.mc_controller as ctrl\n", "from chromo.util.reproducibility import get_unique_subfolder_name\n", "import chromo.util.mu_schedules as ms" ] }, { "cell_type": "markdown", "id": "fbad0b2c089337a5", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify Binders\n", "\n", "We will simulate a chromatin fiber with two key, repressive histone marks: H3K9me3 and H3K27me3. These epigenetic marks are preferentially bound by HP1 and PRC1 readers, respectively. Both reader proteins can be instantiated by name, as shown below." ] }, { "cell_type": "code", "execution_count": 2, "id": "619431142502d4e2", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:55:56.392317Z", "start_time": "2024-07-03T16:55:56.389416Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Instantiate HP1 and PRC1 reader proteins\n", "hp1 = get_by_name('HP1')\n", "prc1 = get_by_name('PRC1')" ] }, { "cell_type": "markdown", "id": "3e17f20e4260da2c", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "You can modify the concentrations, self-interaction strengths, and cross-interaction strengths of these readers. To avoid double-counting the cross-interaction energy between the two reader proteins, only specify the cross-interaction energy for the first reader in the pair (as ordered in the binder collection)." ] }, { "cell_type": "code", "execution_count": 3, "id": "62345d6ce3c0b296", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:55:57.411686Z", "start_time": "2024-07-03T16:55:57.409680Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Set the HP1-PRC1 cross interaction to 1.0 kT\n", "hp1.cross_talk_interaction_energy[\"PRC1\"] = 1.0\n", "\n", "# Set the HP1 and PRC1 chemical potentials to -1.2 kT\n", "hp1.chemical_potential = -1.2\n", "prc1.chemical_potential = -1.2" ] }, { "cell_type": "code", "execution_count": 4, "id": "9850047565c2edcc", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:55:58.126956Z", "start_time": "2024-07-03T16:55:58.115766Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Create a binder collection with the HP1 and PRC1 reader proteins\n", "binder_collection = make_binder_collection([hp1, prc1])" ] }, { "cell_type": "markdown", "id": "7e021ed6844221c3", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify the Confinement" ] }, { "cell_type": "code", "execution_count": 5, "id": "ec2c8f2c3b01fccf", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:55:59.019513Z", "start_time": "2024-07-03T16:55:59.017802Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "confine_type = \"Spherical\"\n", "confine_radius = 200.0" ] }, { "cell_type": "markdown", "id": "2279649a0fbc394a", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Instantiate Epigenetic Mark Pattern\n", "\n", "To add a second epigenetic mark, we will add a second column to our numpy array of mark patterns. We will mark the first half of the chromatin fiber with H3K9me3 and the second half of the chromatin fiber with H3K27me3." ] }, { "cell_type": "code", "execution_count": 6, "id": "3b40105d74bcb35", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:56:00.058267Z", "start_time": "2024-07-03T16:56:00.055785Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of mark pattern: (1000, 2)\n" ] } ], "source": [ "num_beads = 1000\n", "mark_pattern = np.zeros((num_beads, 2), dtype=int)\n", "mark_names = np.array([\"H3K9me3\", \"H3K27me3\"])\n", "mark_pattern[:500, 0] = 2\n", "mark_pattern[500:, 1] = 2\n", "print(\"Shape of mark pattern:\", mark_pattern.shape)" ] }, { "cell_type": "markdown", "id": "b37f73db6aa673c2", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify Initial Reader Protein Binding States\n", "\n", "Again, we will assume that no reader proteins are bound to the chromatin fiber. This time, we will add a second column to our reader protein binding states array to represent PRC1." ] }, { "cell_type": "code", "execution_count": 7, "id": "6beb6377203c68f9", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:56:01.371058Z", "start_time": "2024-07-03T16:56:01.369085Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "binder_names = np.array([hp1.name, prc1.name])\n", "states = np.zeros((num_beads, 2), dtype=int)" ] }, { "cell_type": "markdown", "id": "e4330173aea11ee9", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Instantiate the Polymer" ] }, { "cell_type": "code", "execution_count": 8, "id": "4a6e0d5b843de7bf", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:56:02.452410Z", "start_time": "2024-07-03T16:56:02.378215Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Specify the name, number of beads, and bead spacing of the chromatin fiber\n", "name = \"Chr\"\n", "bead_spacing = np.ones(num_beads - 1) * 16.5\n", "\n", "# Instantiate the chromatin fiber\n", "poly = Chromatin.confined_gaussian_walk(\n", " name,\n", " num_beads,\n", " bead_spacing,\n", " confine_type=confine_type,\n", " confine_length=confine_radius,\n", " states=states,\n", " binder_names=binder_names,\n", " chemical_mods=mark_pattern,\n", " chemical_mod_names=mark_names\n", ")" ] }, { "cell_type": "markdown", "id": "f8c82c968d67924c", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify the Uniform Density Field" ] }, { "cell_type": "code", "execution_count": 9, "id": "ac5e68596957349e", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:56:03.511614Z", "start_time": "2024-07-03T16:56:03.499784Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ " # Specify the dimensions of the field\n", "n_accessible = int(np.round((63 * confine_radius) / 900))\n", "n_buffer = 2\n", "n_bins_x = n_accessible + n_buffer\n", "x_width = 2 * confine_radius * (1 + n_buffer/n_accessible)\n", "n_bins_y = n_bins_x\n", "y_width = x_width\n", "n_bins_z = n_bins_x\n", "z_width = x_width\n", "\n", "# Initialize the uniform density field\n", "udf = UniformDensityField(\n", " [poly],\n", " binder_collection,\n", " x_width,\n", " n_bins_x,\n", " y_width,\n", " n_bins_y,\n", " z_width,\n", " n_bins_z,\n", " confine_type=confine_type,\n", " confine_length=confine_radius,\n", " chi=1,\n", " assume_fully_accessible=1,\n", " fast_field=0\n", ")" ] }, { "cell_type": "markdown", "id": "a37e06c13ae3db51", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify the Simulation Parameters" ] }, { "cell_type": "code", "execution_count": 10, "id": "6df2e471057603ab", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:56:04.597904Z", "start_time": "2024-07-03T16:56:04.595928Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "amp_bead_bounds, amp_move_bounds = mc.get_amplitude_bounds(\n", " polymers = [poly]\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "id": "2923420b4f834555", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:56:05.238039Z", "start_time": "2024-07-03T16:56:05.235502Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "num_snapshots = 200\n", "mc_steps_per_snapshot = 1000" ] }, { "cell_type": "code", "execution_count": 12, "id": "6e1560a6ae71454e", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T16:56:05.861768Z", "start_time": "2024-07-03T16:56:05.859162Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Create a list of simulated annealing schedules, which are defined in another file\n", "schedules = [func[0] for func in getmembers(ms, isfunction)]\n", "\n", "# Select a schedule for slowly adding HP1 into the system\n", "select_schedule = \"linear_step_for_negative_cp\"\n", "mu_schedules = [\n", " ms.Schedule(getattr(ms, func_name)) for func_name in schedules\n", "]\n", "mu_schedules = [sch for sch in mu_schedules if sch.name == select_schedule]" ] }, { "cell_type": "markdown", "id": "351201c1daad9c3a", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Run the Simulation" ] }, { "cell_type": "code", "execution_count": null, "id": "8fc80c4761a3ed9e", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T20:39:07.376745Z", "start_time": "2024-07-03T16:56:07.177584Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Specify the output directory\n", "out_dir = \"output_demo\"\n", "\n", "# Run the simulation\n", "polymers = mc.polymer_in_field(\n", " [poly],\n", " binder_collection,\n", " udf,\n", " mc_steps_per_snapshot,\n", " num_snapshots,\n", " amp_bead_bounds,\n", " amp_move_bounds,\n", " output_dir=out_dir,\n", " mu_schedule=mu_schedules[0],\n", ")" ] }, { "cell_type": "markdown", "id": "61146df2d19b44c9", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Plot the Resulting Configuration" ] }, { "cell_type": "code", "execution_count": 14, "id": "3e749d28c715b595", "metadata": { "ExecuteTime": { "end_time": "2024-07-03T20:39:07.548308Z", "start_time": "2024-07-03T20:39:07.377991Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the final configuration of the polymer\n", "x = polymers[0].r[:, 0]\n", "y = polymers[0].r[:, 1]\n", "z = polymers[0].r[:, 2]\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "ax = fig.add_subplot(projection='3d')\n", "ax.plot3D(np.asarray(x), np.asarray(y), np.asarray(z))\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_zlabel('z')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }