{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Another Delayed Nonlinear Negative Feedback Oscillator\n", "\n", "Implement the 7-state model of Becker-Weimann (Becker-Weimann, Sabine, Jana Wolf, Hanspeter Herzel, and Achim Kramer. 2004. “Modeling Feedback Loops of the Mammalian Circadian Oscillator.” Biophysical Journal 87 (5): 3023–34. https://doi.org/10.1529/biophysj.104.040824.).\n", "\n", "The parameters are\n", "- v1b : maximal rate of Per2/Cry transcription\n", "- k1b : activation threshold for Per2/Cry transcription\n", "- k1i : inhibition constant of Per2/Cry transcription\n", "- c: concentration of constituative activator\n", "- p: Hill coefficient of inhibition of Per2/Cry transcription\n", "- k1d: degradation rate of Per2/Cry mRNA\n", "- k2b: complex formation rate of Per2/Cry mRNA\n", "- q: Number of PER2/CRY complex forming subunits\n", "- k2d: degradation rate of cytoplasmic PER2/CRY\n", "- k2t: nuclear import rate of teh PER2/CRY complex\n", "- k3t: nuclear export rate of teh PER2/CRY complex\n", "- k3d: degradation rate of nuclear PER2/CRY\n", "- v4b: maximal rate of Bmal1 transcription\n", "- k4b : activation threshold for Bmal1 transcription\n", "- r: Hill coefficient of activation of Bmal1 transcription\n", "- k4d: degradation rate of Bmal1 mRNA\n", "- k5b: translation rate of BMAL1\n", "- k5d: degradation rate of cytoplasmic BMAL1\n", "- k5t: nuclear import rate of BMAL1\n", "- k6t: nuclear export rate of BMAL1\n", "- k6d: degradation rate of nuclear BMAL1\n", "- k6a: activation rate of nuclear BMAL1\n", "- k7a: deactivation rate of nuclear BMAL1\n", "- k7d: degradataion rate of nuclear BMAL1\n", "\n", "The model is\n", "\\begin{eqnarray*}\n", "\\frac{dy1}{dt} &=& f_1 - k_{1d}\\cdot y1\\\\\n", "\\frac{dy2}{dt} &=& k_{2b}\\cdot y1^q - k_{2d}\\cdot y2 - k_{2t}\\cdot y2 + k_{3t}\\cdot y3\\\\\n", "\\frac{dy3}{dt} &=& k_{2t}\\cdot y2 - k_{3t}\\cdot y3 - k_{3d}\\cdot y3 \\\\\n", "\\frac{dy4}{dt} &=& f_2 - k_{4d}\\cdot y4\\\\\n", "\\frac{dy5}{dt} &=& k_{5b}\\cdot y4 - k_{5d}\\cdot y5 - k_{5t}\\cdot y5 + k_{6t}\\cdot y6 \\\\\n", "\\frac{dy6}{dt} &=& k_{5t}\\cdot y5 - k_{6t}\\cdot y6 - k_{6d}\\cdot y6 + k_{7a}\\cdot y7 - k_{6a}\\cdot y6\\\\\n", "\\frac{dy7}{dt} &=& k_{6a}\\cdot y6 - k_{7a}\\cdot y7 - k_{7d}\\cdot y7\\\\\n", "\\end{eqnarray*}\n", "\n", "where\n", "\n", "\\begin{equation*}\n", "f_1 = \\frac{v_{1b}\\cdot(y7+c)}{k_{1b}\\cdot(1+(y3/k_{1i})^p)+(y7+c)}\n", "\\end{equation*}\n", " \n", "and\n", "\n", "\\begin{equation*}\n", "f_2 = \\frac{v_{4b}\\cdot y3^r}{k_{4b}^r+y3^r}\n", "\\end{equation*}" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "def bw_oscillator( t, statevars, params ):\n", " y1 = statevars[0];\n", " y2 = statevars[1];\n", " y3 = statevars[2];\n", " y4 = statevars[3];\n", " y5 = statevars[4];\n", " y6 = statevars[5];\n", " y7 = statevars[6];\n", "\n", " v1b = params[0] # maximal rate of Per2/Cry transcription\n", " k1b = params[1] # activation threshold for Per2/Cry transcription\n", " k1i = params[2] # inhibition constant of Per2/Cry transcription\n", " c = params[3] # concentration of constituative activator\n", " p = params[4] # Hill coefficient of inhibition of Per2/Cry transcription\n", " k1d = params[5] # degradation rate of Per2/Cry mRNA\n", " k2b = params[6] # complex formation rate of Per2/Cry mRNA\n", " q = params[7] # Number of PER2/CRY complex forming subunits\n", " k2d = params[8] # degradation rate of cytoplasmic PER2/CRY\n", " k2t = params[9] # nuclear import rate of teh PER2/CRY complex\n", " k3t = params[10] # nuclear export rate of teh PER2/CRY complex\n", " k3d = params[11] # degradation rate of nuclear PER2/CRY\n", " v4b = params[12] # maximal rate of Bmal1 transcription\n", " k4b = params[13] # activation threshold for Bmal1 transcription\n", " r = params[14] # Hill coefficient of activation of Bmal1 transcription\n", " k4d = params[15] # degradation rate of Bmal1 mRNA\n", " k5b = params[16] # translation rate of BMAL1\n", " k5d = params[17] # degradation rate of cytoplasmic BMAL1\n", " k5t = params[18] # nuclear import rate of BMAL1\n", " k6t = params[19] # nuclear export rate of BMAL1\n", " k6d = params[20] # degradation rate of nuclear BMAL1\n", " k6a = params[21] # activation rate of nuclear BMAL1\n", " k7a = params[22] # deactivation rate of nuclear BMAL1\n", " k7d = params[23] # degradataion rate of nuclear BMAL1\n", " \n", " dydt = np.zeros( (7,) )\n", " f1 = v1b * (y7 + c) / (k1b*(1+(y3/k1i)**p) + (y7+c))\n", " f2 = v4b* y3**r/(k4b**r+y3**r)\n", "\n", " dydt[0] = f1 - k1d*y1\n", " dydt[1] = k2b*y1**q - k2d*y2 - k2t*y2 + k3t*y3\n", " dydt[2] = k2t*y2 - k3t*y3 - k3d*y3\n", " dydt[3] = f2 - k4d* y4\n", " dydt[4] = k5b*y4 - k5d*y5 - k5t*y5 + k6t*y6\n", " dydt[5] = k5t*y5 - k6t*y6 - k6d*y6 + k7a*y7 - k6a*y6\n", " dydt[6] = k6a*y6 - k7a*y7 - k7d*y7\n", "\n", " return dydt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulate the model\n", "\n", "Simulate the model with the parameters given in Table of the paper. I have already coded them up, because there are so many!\n", "\n", "We will assume the model reaches its limit cycle within 200 hours of simulation. Simulate the model first for 200 hours. Then start a new simulation from the end time point of the first simulation. " ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "import scipy.integrate\n", "\n", "v1b = 9 # maximal rate of Per2/Cry transcription\n", "k1b = 1 # activation threshold for Per2/Cry transcription\n", "k1i = 0.56 # inhibition constant of Per2/Cry transcription\n", "c = 0.01 # concentration of constituative activator\n", "p = 8 # Hill coefficient of inhibition of Per2/Cry transcription\n", "k1d = 0.12 # degradation rate of Per2/Cry mRNA\n", "k2b = 0.3 # complex formation rate of Per2/Cry mRNA\n", "q = 2 # Number of PER2/CRY complex forming subunits\n", "k2d = 0.05 # degradation rate of cytoplasmic PER2/CRY\n", "k2t = 0.24 # nuclear import rate of teh PER2/CRY complex\n", "k3t = 0.02 # nuclear export rate of teh PER2/CRY complex\n", "k3d = 0.12 # degradation rate of nuclear PER2/CRY\n", "v4b = 3.6 # maximal rate of Bmal1 transcription\n", "k4b = 2.16 # activation threshold for Bmal1 transcription\n", "r = 3 # Hill coefficient of activation of Bmal1 transcription\n", "k4d = 0.75 # degradation rate of Bmal1 mRNA\n", "k5b = 0.24 # translation rate of BMAL1\n", "k5d = 0.06 # degradation rate of cytoplasmic BMAL1\n", "k5t = 0.45 # nuclear import rate of BMAL1\n", "k6t = 0.06 # nuclear export rate of BMAL1\n", "k6d = 0.12 # degradation rate of nuclear BMAL1\n", "k6a = 0.09 # activation rate of nuclear BMAL1\n", "k7a = 0.003 # deactivation rate of nuclear BMAL1\n", "k7d = 0.09 # degradataion rate of nuclear BMAL1\n", "\n", "params = (v1b,k1b,k1i,c,p,k1d,k2b,q,k2d,k2t,k3t,k3d,v4b,k4b,r,k4d,k5b,k5d,k5t,k6t,k6d,k6a,k7a,k7d)\n", "\n", "mf = lambda t,y : bw_oscillator(t,y, params)\n", "\n", "sol1 = scipy.integrate.solve_ivp( fun=mf, t_span=(0,200), y0=0.1*np.ones((7,)), \n", " t_eval=np.arange(0,200,.1) )\n", "sol2 = scipy.integrate.solve_ivp( fun=mf, t_span=(0,100), y0=sol1.y[:,-1], \n", " t_eval=np.arange(0,100,.1) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the simulation\n", "Plot both simulations in separate subplots. The first should show the transient (the path it takes to reach the oscillation's limit cycle). The second should show the oscillation on its limit cycle)." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.figure(figsize=(6,8))\n", "plt.subplot( 2, 1, 1)\n", "plt.plot( sol1.t, sol1.y.T )\n", "plt.xlabel( \"Time (h)\")\n", "plt.legend( ['Per mRNA','PER (cyto)','PER (n)','Bmal mRNA','BMAL1 (cyto)','BMAL1 (n)',\"BMAL1*\"])\n", "plt.subplot( 2, 1, 2 )\n", "plt.plot( sol2.t, sol2.y.T )\n", "plt.xlabel( \"Time (h)\")\n", "plt.legend( ['Per mRNA','PER (cyto)','PER (n)','Bmal mRNA','BMAL1 (cyto)','BMAL1 (n)',\"BMAL1*\"])\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get to know the regulation function for Per2/Cry\n", "How does Per2/Cry regulation (f1) change over time and how does it relate to per2/cry mRNA production? Compute f1 using the sol2. Then plot Per2/Cry mRNA over time (sol2.y[0,:]), and f 1 over time in separate subplots." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y3 = sol2.y[2,:]\n", "y7 = sol2.y[6,:]\n", "f1 = v1b * (y7 + c) / (k1b*(1+(y3/k1i)**p) + (y7+c))\n", "\n", "plt.figure()\n", "plt.subplot( 2, 1, 1 )\n", "plt.plot( sol2.t, sol2.y[0,:])\n", "plt.ylabel( 'Per2 mRNA')\n", "plt.subplot( 2, 1 ,2 )\n", "plt.plot( sol2.t, f1 );\n", "plt.ylabel( 'Per2 Activation');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How the activation function depend on to y7 and y3? Plot a heatmap of the activation function over the range of values (N=100) of y3 and y7 from the simulation. Then, plot the limit cycle on top.\n", "\n", "The activation for each value of y3 and y7 will be stored in a 100x100 matrix. To plot the heatmap, we will need to use plt.imshow, which is meant to show images. The y-axis is the rows and is numbered from the top to the bottom. The x-axis is the columns and is numbered from left to right. To plot the limit cycle, we will need the indices into the y3 and y7 ranges." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make arrays of 100 evenly spaced values covering the ranges of y7 and y4\n", "y7_range = np.linspace( y7.min(), y7.max(), 100 )\n", "y3_range = np.linspace( y3.min(), y3.max(), 100 ) \n", "\n", "# Make the matrix. 1 row for each value of y3, 1 column for each value of y7\n", "act = np.zeros( (y3_range.size,y7_range.size))\n", "for i in range(y3_range.size):\n", " for j in range(y7_range.size):\n", " act[i,j] = v1b * (y7_range[j] + c) / (k1b*(1+(y3_range[i]/k1i)**p) + (y7_range[j]+c))\n", " \n", "# plot the heatmap.\n", "# Since y7 changes across columns, y7 indices are shown along the x-axis\n", "# Since y3 changes across rows, y3 indices are shown along the y-axis\n", "plt.imshow( act )\n", "plt.colorbar();\n", "plt.xlabel( 'y7 Index')\n", "plt.ylabel( 'y3 Index');\n", "\n", "# At each time step, determine which value in our list of 100 y7 values\n", "# is closest to that value at that time step. Use that index to determine where\n", "# to plot the point. Do the same for y3.\n", "y7_indices = np.zeros( y7.shape )\n", "y3_indices = np.zeros( y3.shape )\n", "for i in range(y7.size):\n", " y7_indices[i] = np.argmin(np.abs(y7_range-y7[i]))\n", " y3_indices[i] = np.argmin(np.abs(y3_range-y3[i]))\n", "plt.plot( y7_indices, y3_indices );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find CT0\n", "\n", "Circadian Time (CT) is a standardardized system for indicating what \"time\" the clock is telling. Each day goes from CT0 to CT24 (well, sort, of CT0=CT24). CT0 refers to the internal time when we expect dawn. CT12 refers to the internal time when we expect dusk. It has been observed that Per2 mRNA peaks sometime between CT6 and CT10. For our model, we will find the peak of Per2 mRNA, and say CT0 is 7 hours before that peak. (Note that circadian hours and hours are not exactly equal because 1 circadian hour is 1/24th of a cycle. If the period of the cycle isn't exactly 24 h, then they are not equivalent. But given that our goal is simply to get that peak in the range of CT6 to CT10, this is good enough.)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Look for the peak of Per2/Cry mRNA in the last 24h of the simulation.\n", "y1 = sol2.y[0,:]\n", "dt = sol2.t[1]-sol2.t[0]\n", "steps = round(24/dt)\n", "idx = np.argmax( y1[-steps-1:-1]) + y1.size-steps-1\n", "CT0_idx = idx - round(7/dt)\n", "\n", "CT0_y = sol2.y[:,CT0_idx]\n", "# Now, run the simulation from CT0 for 100 hours.\n", "sol3 = scipy.integrate.solve_ivp( fun=mf, t_span=(0,100), y0=CT0_y, \n", " t_eval=np.arange(0,100,.1) )\n", "\n", "plt.subplot(2, 1, 1)\n", "plt.plot( sol3.t, sol3.y[0,:] )\n", "plt.xlabel( 'Time (h)' )\n", "plt.ylabel( 'Per mRNA')\n", "plt.subplot( 2, 1, 2 )\n", "plt.plot( sol3.t, sol3.y.T )\n", "plt.xlabel( \"Time (h)\")\n", "plt.legend( ['Per mRNA','PER (cyto)','PER (n)','Bmal mRNA','BMAL1 (cyto)','BMAL1 (n)',\"BMAL1*\"])\n", "\n", "plt.tight_layout()" ] } ], "metadata": { "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }