{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 8. Blinking bacteria: The repressilator enables self-sustaining oscillations\n", "\n", "(c) 2019 Justin Bois and Michael Elowitz. With the exception of pasted graphics, where the source is noted, this work is licensed under a [Creative Commons Attribution License CC-BY 4.0](https://creativecommons.org/licenses/by/4.0/). All code contained herein is licensed under an [MIT license](https://opensource.org/licenses/MIT).\n", "\n", "This document was prepared at [Caltech](http://www.caltech.edu) with financial support from the [Donna and Benjamin M. Rosen Bioengineering Center](http://rosen.caltech.edu).\n", "\n", "\n", "\n", "
\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"
\\n\"+\n",
" \"\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"Note that to see and interact with this plot, you need to be running this Jupyter notebook; the plot is lost in the static HTML rendering.
" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-05-03T03:15:04.762548Z", "start_time": "2019-05-03T03:15:04.680465Z" }, "tags": [ "remove_input" ] }, "outputs": [ { "data": { "application/vnd.bokehjs_exec.v0+json": "", "text/html": [ "\n", "" ] }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "server_id": "5f962d65aa8640b8ad53b2a8251a70f1" } }, "output_type": "display_data" } ], "source": [ "def repressilator_rhs(x, t, beta, n):\n", " \"\"\"\n", " Returns 3-array of (dx_1/dt, dx_2/dt, dx_3/dt)\n", " \"\"\"\n", " x_1, x_2, x_3 = x\n", " return np.array([beta / (1 + x_3**n) - x_1,\n", " beta / (1 + x_1**n) - x_2,\n", " beta / (1 + x_2**n) - x_3])\n", "\n", "# Initial condiations\n", "x0 = np.array([1, 1, 1.2])\n", "\n", "# Number of points to use in plots\n", "n_points = 1000\n", "\n", "# Parameters for each slider\n", "slider_params = (biocircuits.AttributeContainer(title='β', \n", " start=1, end=100, \n", " value=10, step=0.1),\n", " biocircuits.AttributeContainer(title='n', \n", " start=1, end=5, \n", " value=3, step=0.1))\n", "\n", "def callback(source, x_range, y_range, sliders, toggles):\n", " # Set up time values, keeping minimum at zero\n", " t = np.linspace(0, x_range.end, n_points)\n", " \n", " # Pull out slider values\n", " slider_args = tuple(slider.value for slider in sliders)\n", "\n", " # Solve it!\n", " x = scipy.integrate.odeint(repressilator_rhs, x0, t, args=slider_args)\n", "\n", " # Update data source\n", " source.data['t'] = t\n", " source.data['x1'] = x[:,0]\n", " source.data['x2'] = x[:,1]\n", " source.data['x3'] = x[:,2]\n", "\n", "\n", "def base_plot(callback, sliders, toggles, extra_args):\n", " # Set up plot and data source\n", " p = bokeh.plotting.figure(width=600, height=300, \n", " x_axis_label='t')\n", "\n", " source = bokeh.models.ColumnDataSource()\n", "\n", " colors = bokeh.palettes.d3['Category10'][3]\n", " p.line('t', 'x1', source=source, line_width=3, color=colors[0], legend='1')\n", " p.line('t', 'x2', source=source, line_width=3, color=colors[1], legend='2')\n", " p.line('t', 'x3', source=source, line_width=3, color=colors[2], legend='3')\n", " p.legend.location = 'top_left'\n", "\n", " \n", " # Update data according to callback\n", " callback(source, bokeh.models.Range1d(0, 30), None, \n", " sliders, toggles, *extra_args)\n", "\n", " return p, source\n", "\n", "# Build the interactive plotting app\n", "app = biocircuits.interactive_xy_plot(base_plot, callback, slider_params)\n", "\n", "# Show the app\n", "bokeh.io.show(app, notebook_url=notebook_url)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trajectory in phase space\n", "\n", "It is also instructive to plot the trajectory of the system as a projection in the $x_2$-$x_1$ plane (or in either of the other two planes this three-dimensional system can be projected onto).\n", "\n", "When the fixed point is stable, the trajectory in the $x_2$-$x_1$ plane spirals into the fixed point. When it is unstable, the trajectory spirals away from it, eventually cycling around the fixed point to join an orbit-like trajectory called a [**limit cycle**](https://en.wikipedia.org/wiki/Limit_cycle).\n", "\n", "Note that to see and interact with this plot, you need to be running this Jupyter notebook; the plot is lost in the static HTML rendering.
" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2019-05-03T03:15:04.803480Z", "start_time": "2019-05-03T03:15:04.788570Z" }, "tags": [ "remove_input" ] }, "outputs": [ { "data": { "application/vnd.bokehjs_exec.v0+json": "", "text/html": [ "\n", "" ] }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "server_id": "686a76c417524db483233392a29bd5ef" } }, "output_type": "display_data" } ], "source": [ "t = np.linspace(0, 100, n_points)\n", "\n", "def traj_callback(source, x_range, y_range, sliders, toggles):\n", " # Pull out slider values\n", " slider_args = tuple(slider.value for slider in sliders)\n", "\n", " # Solve it!\n", " x = scipy.integrate.odeint(repressilator_rhs, x0, t, args=slider_args)\n", "\n", " # Update data source for trajectory\n", " source.data['x1'] = x[:,0]\n", " source.data['x2'] = x[:,1]\n", "\n", " # Update data source for fixed point\n", " beta, n = slider_args\n", " x_fp = fixed_point(beta, n)\n", " source.data['x1_fp'] = [x_fp] + [np.nan] * (len(x)-1)\n", " source.data['x2_fp'] = [x_fp] + [np.nan] * (len(x)-1)\n", "\n", " \n", "def traj_base_plot(callback, sliders, toggles, extra_args):\n", " # Set up plot and data source\n", " p = bokeh.plotting.figure(width=350, height=300, \n", " x_axis_label='x₁', y_axis_label='x₂')\n", "\n", " source = bokeh.models.ColumnDataSource()\n", "\n", " # Show trajectory and fixed point\n", " p.line('x1', 'x2', source=source, line_width=2)\n", " p.circle('x1_fp', 'x2_fp', source=source, color='orange', size=12)\n", " \n", " # Update data according to callback\n", " callback(source, bokeh.models.Range1d(0, 30), None, \n", " sliders, toggles, *extra_args)\n", "\n", " return p, source\n", "\n", "# Build the interactive plotting app\n", "app = biocircuits.interactive_xy_plot(traj_base_plot, traj_callback, \n", " slider_params, (), ())\n", "\n", "# Show the app\n", "bokeh.io.show(app, notebook_url=notebook_url)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The limit cycle in 3D\n", "\n", "Finally, here is a simple three-dimensional plot of the limit cycle in the space of the three protein concentrations." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-05-03T03:15:05.299210Z", "start_time": "2019-05-03T03:15:04.805287Z" }, "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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