{ "cells": [ { "cell_type": "markdown", "id": "6f7036d2bde5e5bc", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "# Tutorial 6: Two-Step Refinement Process\n", "\n", "Often times,we will want to use `Chromo` to evaluate full-chromosome simulations. This can be computationally expensive and prone to frustration. To mitigate this, we can use a two-step refinement process. In the first step, we can use a coarse-grained model to evaluate the full-chromosome simulation and get an approximate location of large chromatin segments. We then refine the resolution of the coarse-grained model and re-equilibrate the system. This tutorial will demonstrate how to use a two-step refinement process to evaluate full-chromosome simulations." ] }, { "cell_type": "markdown", "id": "1552a10b99841a54", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Import Modules\n", "\n", "The coarse-graining and refining processes are handled by the `chromo.util.rediscretize` module." ] }, { "cell_type": "code", "execution_count": 1, "id": "a47603b77522f3b9", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:00.206055Z", "start_time": "2024-07-04T00:23:59.388278Z" }, "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\n", "import chromo.util.rediscretize as rd # Handles the coarse-graining and refining processes" ] }, { "cell_type": "markdown", "id": "1b3a91c40d285ee1", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify Binders\n", "\n", "For this demonstration, we will include two epigenetic marks (H3K9me3 and H3K27me3) and their binders (HP1 and PRC1)." ] }, { "cell_type": "code", "execution_count": 2, "id": "1f8406fe52979b19", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:02.462815Z", "start_time": "2024-07-04T00:24:02.459454Z" }, "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": "code", "execution_count": 3, "id": "fbb0ab8df12aa917", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:03.230814Z", "start_time": "2024-07-04T00:24:03.228717Z" }, "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": "ff0722482321ac4d", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:03.962175Z", "start_time": "2024-07-04T00:24:03.954561Z" }, "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": "602e5f4690988f03", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify the Confinement" ] }, { "cell_type": "code", "execution_count": 5, "id": "2a42e61299018012", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:05.412861Z", "start_time": "2024-07-04T00:24:05.411175Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "confine_type = \"Spherical\"\n", "confine_radius = 200.0" ] }, { "cell_type": "markdown", "id": "15077170c52f1db1", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Instantiate Epigenetic Mark Pattern\n", "\n", "When we define the epigenetic mark pattern, we do so at the **full resolution** that we want to obtain following refinement. The epigenetic mark pattern will be rediscretized to generate the coarse-grained mark pattern. " ] }, { "cell_type": "code", "execution_count": 6, "id": "1b6c45e03cbd88e9", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:07.064481Z", "start_time": "2024-07-04T00:24:07.061736Z" }, "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": "96375fb61474a6d3", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify Initial Reader Protein Binding States\n", "\n", "Again, we specify the initial reader protein binding states at the **full resolution** that we want to obtain following refinement. The reader protein binding states will be rediscretized to generate the coarse-grained binding states." ] }, { "cell_type": "code", "execution_count": 7, "id": "657bc6e11986b854", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:09.304219Z", "start_time": "2024-07-04T00:24:09.301964Z" }, "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": "1948ac0862aedda3", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Instantiate the Polymer\n", "\n", "We will instantiate the polymer as a `Chromatin` object at full resolution." ] }, { "cell_type": "code", "execution_count": 8, "id": "83368133bc777b1", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:11.169457Z", "start_time": "2024-07-04T00:24:11.088215Z" }, "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", " max_binders=2\n", ")" ] }, { "cell_type": "markdown", "id": "789b7c57b23e7c65", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify the Uniform Density Field\n", "\n", "The uniform density field is originally specified based on the **full resolution** chromatin fiber." ] }, { "cell_type": "code", "execution_count": 9, "id": "9e017f9d27ca3349", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:12.793055Z", "start_time": "2024-07-04T00:24:12.777488Z" }, "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": "39d67773e6607e6a", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify the Coarse-Grained Model\n", "\n", "We then coarse-grain the polymer and the field by reducing the number of beads by a fixed factor. In this demonstration, we will reduce the number of beads by a factor of 10." ] }, { "cell_type": "code", "execution_count": 10, "id": "d5f7728e534d63c6", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:14.336828Z", "start_time": "2024-07-04T00:24:14.334966Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Specify the factor by which to coarse-grain the polymer and field\n", "cg_factor = 10" ] }, { "cell_type": "markdown", "id": "bf933671fc1a1b5d", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "There are two ways to generate the epigenetic mark pattern in the coarse-grained chromatin fiber:\n", "\n", "**(1)** One method involves selecting random epigenetic mark states from fixed-length, non-overlapping segments along the chromatin fiber; stated differently, for each coarse-grained bead, we specify the bead's mark identity by randomly selecting an epigenetic state from the full-resolution beads represented by it. To initialize epigenetic mark patterns in this way, specify `random_states=True` when coarse-graining the chromatin fiber.\n", "\n", "**(2)** The other way involves selecting the most common epigenetic mark state from fixed-length, non-overlapping segments along the chromatin fiber; stated differently, for each coarse-grained bead, we specify the bead's mark identity by selecting the most common epigenetic state from the full-resolution beads represented by it. To initialize epigenetic mark patterns in this way, specify `random_states=False` when coarse-graining the chromatin fiber, or do not specify `random_states` at all. \n", "\n", "When evaluated chromatin structure using an ensemble of coarse-grained representations, the first method does a better job capturing the average behavior of each chromatin segment represented by the coarse-grained beads. To avoid running replicate simulations, we will proceed with the second method." ] }, { "cell_type": "code", "execution_count": 11, "id": "e22f3e8c593a0a5c", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:16.148010Z", "start_time": "2024-07-04T00:24:16.133553Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "poly_cg = rd.get_cg_chromatin(\n", " polymer=poly,\n", " cg_factor=cg_factor,\n", " name_cg=\"Chr_CG\"\n", ")\n", "udf_cg = rd.get_cg_udf(\n", " udf_refined_dict=udf.dict_,\n", " binders_refined=binder_collection,\n", " cg_factor=cg_factor,\n", " polymers_cg=[poly_cg]\n", ")\n", "binders_cg = rd.get_cg_binders(\n", " binders_refined=binder_collection,\n", " cg_factor=cg_factor\n", ")" ] }, { "cell_type": "markdown", "id": "a1ec72ce4542b972", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify the Simulation Parameters\n", "\n", "For the purposes of this demonstration, I will significantly reduce the number of mc steps per snapshot. This will allow us to run the simulation faster. **The simulations will not be equilibrated!** For more rigorous simulations, increase the number of mc steps per snapshot to ensure that the system reaches equilibrium.\n", "\n", "We specify the simulation parameters based on the **coarse-grained** chromatin fiber at this step." ] }, { "cell_type": "code", "execution_count": 12, "id": "ac6092dd2bd3975f", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:17.664164Z", "start_time": "2024-07-04T00:24:17.661992Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "amp_bead_bounds, amp_move_bounds = mc.get_amplitude_bounds(\n", " polymers = [poly_cg]\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "92ef2e4260d024c1", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:18.200083Z", "start_time": "2024-07-04T00:24:18.197862Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Specify the number of snapshots and the number of MC steps to attempt per snapshot\n", "num_snapshots = 200\n", "mc_steps_per_snapshot = 10 # Reduce the number of MC steps per snapshot to speed up the simulation\n", "# TODO: If you want to run a more rigorous simulation, increase the number of MC steps per snapshot" ] }, { "cell_type": "code", "execution_count": 14, "id": "f40958baaf15afb", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:18.724967Z", "start_time": "2024-07-04T00:24:18.722670Z" }, "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": "81d1e7e8d2ba171", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Run the Coarse-Grained Simulation\n", "\n", "The output of the simulation will be a coarse-grained representation of the chromatin fiber." ] }, { "cell_type": "code", "execution_count": null, "id": "452aaff87413f9fc", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:24:57.363383Z", "start_time": "2024-07-04T00:24:20.264810Z" }, "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_cg],\n", " binders_cg,\n", " udf_cg,\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": "56005ef2dd18372b", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Plot the Coarse-Grained Chromatin Fiber" ] }, { "cell_type": "code", "execution_count": 16, "id": "7f80a7a451257eb4", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:25:00.115657Z", "start_time": "2024-07-04T00:24:59.949663Z" }, "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()" ] }, { "cell_type": "code", "execution_count": 17, "id": "a0240c98ec015a22", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:25:01.225799Z", "start_time": "2024-07-04T00:25:01.223235Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Beads in the Coarse-Grained Chromatin Fiber: 100\n" ] } ], "source": [ "print(f\"Number of Beads in the Coarse-Grained Chromatin Fiber: {polymers[0].num_beads}\")" ] }, { "cell_type": "markdown", "id": "bb697ecb924736c0", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Refine the Coarse-Grained Model\n", "\n", "With the coarse-grained simulation equilibrated, we have an approximation of where genomic segments lie in space, relative to one-another. We can now insert beads back into the model and re-equilibrate the configuration to get a higher-resolution representation of the chromatin fiber. While we know the epigenetic mark pattern for the refined model (since it was specified prior to coarse-graining), we do not know the reader protein binding states. We allow a certain number of MC steps to equilibrate the binding states prior to proposing geometric moves to the refined chromatin fiber." ] }, { "cell_type": "markdown", "id": "a2467d500d8d8fc3", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Important Consideration\n", "\n", "As of July 3, 2024, only uniform linker lengths are supported by the refinement step. This can be modified during future development." ] }, { "cell_type": "code", "execution_count": 18, "id": "14d405289650f4f4", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:25:03.355980Z", "start_time": "2024-07-04T00:25:03.244152Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Specify how many binding moves to attempt prior to proposing geometric moves\n", "# This should be increased (e.g., to 1000000) for a more rigorous simulation\n", "n_bind_eq = 100\n", "\n", "# Specify the spacing between beads in the refined chromatin fiber\n", "bead_spacing = 16.5 # Currently, only uniform linker lengths are supported\n", "\n", "# Refine the coarse-grained model\n", "poly_refine, udf_refine = rd.refine_chromatin(\n", " polymer_cg=polymers[0], # This comes from the output of the coarse-grained model\n", " num_beads_refined=num_beads,\n", " bead_spacing=bead_spacing,\n", " chemical_mods=mark_pattern,\n", " udf_cg=udf_cg,\n", " binding_equilibration=n_bind_eq,\n", " name_refine=\"Chr_refine\",\n", " output_dir=out_dir\n", ")" ] }, { "cell_type": "markdown", "id": "bf620871d904b423", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Specify the Simulation Parameters\n", "\n", "Now, re-specify simulation parameters based on the refined polymer. Notice, you do not want to apply simulated annealing to reader protein chemical potentials. If the approximate configuration generated by the coarse step is lost due to a large change in chemical potential, then the two-step refinement process is not useful." ] }, { "cell_type": "code", "execution_count": 20, "id": "b8438bd130a4d7ab", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:25:10.495368Z", "start_time": "2024-07-04T00:25:10.492984Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Specify move and bead amplitudes\n", "amp_bead_bounds, amp_move_bounds = mc.get_amplitude_bounds([poly_refine])" ] }, { "cell_type": "code", "execution_count": 21, "id": "397fe32308785868", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:25:11.448251Z", "start_time": "2024-07-04T00:25:11.446333Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Specify the number of snapshots and the number of MC steps to attempt per snapshot\n", "num_snapshots = 200\n", "mc_steps_per_snapshot = 10 # Reduce the number of MC steps per snapshot to speed up the simulation\n", "# TODO: If you want to run a more rigorous simulation, increase the number of MC steps per snapshot" ] }, { "cell_type": "markdown", "id": "9269c0312a1a4165", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Run the Refined Simulation\n", "\n", "The output of the simulation will be a refined representation of the chromatin fiber." ] }, { "cell_type": "code", "execution_count": null, "id": "275b74dfb4780f6c", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:26:12.516702Z", "start_time": "2024-07-04T00:25:17.861662Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# Run the refined simulation\n", "polymers_refined = mc.polymer_in_field(\n", " [poly_refine],\n", " binder_collection, # This was specified prior to coarse-graining\n", " udf_refine,\n", " mc_steps_per_snapshot,\n", " num_snapshots,\n", " amp_bead_bounds,\n", " amp_move_bounds,\n", " output_dir=out_dir,\n", ")" ] }, { "cell_type": "markdown", "id": "dbc07748f012243", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "|\n", "\n", "#### Plot the Refined Chromatin Fiber" ] }, { "cell_type": "code", "execution_count": 23, "id": "73b949091a250c35", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:26:15.962561Z", "start_time": "2024-07-04T00:26:15.886408Z" }, "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_refined[0].r[:, 0]\n", "y = polymers_refined[0].r[:, 1]\n", "z = polymers_refined[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()" ] }, { "cell_type": "code", "execution_count": 24, "id": "9781fa9455b14241", "metadata": { "ExecuteTime": { "end_time": "2024-07-04T00:26:17.680762Z", "start_time": "2024-07-04T00:26:17.678611Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Beads in the Refined Chromatin Fiber: 1000\n" ] } ], "source": [ "print(f\"Number of Beads in the Refined Chromatin Fiber: {polymers_refined[0].num_beads}\")" ] } ], "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 }