{ "metadata": { "name": "", "signature": "sha256:5a87786275ab47383d2f5648fc73aa5d9a0598bad3d501e05ed76cc98124b97e" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A demonstration of cell division with the `leg-joint` epithelium model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialisation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "%matplotlib inline\n", "\n", "%run nb_init.py" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "eptm = lj.Epithelium(lj.data.small_xml(),\n", " save_dir='saved_graphs',\n", " identifier='division',\n", " copy=True)\n", "eptm.isotropic_relax()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2015-01-26 11:14:59,162 -leg_joint.epithelium -INFO -Instanciating epithelium division\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2015-01-26 11:14:59,214 -leg_joint.epithelium -INFO -Initial cells\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2015-01-26 11:14:59,214 -leg_joint.epithelium -INFO -Initial junctions\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2015-01-26 11:14:59,554 -leg_joint.epithelium -INFO -Update geometry\n" ] } ], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a slice of the epithelium to pick a cell and look at the division" ] }, { "cell_type": "code", "collapsed": false, "input": [ "eptm.set_local_mask(None)\n", "lj.local_slice(eptm, theta_c=0, theta_amp=np.pi/9, zed_c=0, zed_amp=6.)\n", "fig, axes=plt.subplots(1, 2, figsize=(12, 8), sharey=True)\n", "\n", "\n", "lj.plot_2pannels(eptm,\n", " cell_kwargs={'c_text':True},\n", " edge_kwargs={'c':'g', 'lw':1, 'alpha':0.4},\n", " axes=axes)\n", "\n", "eptm.set_local_mask(None)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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N58DhbNtWe7Bd+e58VRVXmc4BEMOee+pybWuNU5cAsAMYLYFt1ORpUtSOqnes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\nImsjPr8HIqpjoEO+BJ8OFR9ynYI459/kV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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "cell n\u00b03 looks fine, let's call it `mother_cell`, and look at it more closely." ] }, { "cell_type": "code", "collapsed": false, "input": [ "mother_cell = eptm.graph.vertex(3)\n", "\n", "## Clear local mask and set it to be centered on \n", "## the mother cell\n", "eptm.set_local_mask(None)\n", "eptm.set_local_mask(mother_cell, wider=True)\n", "\n", "## Create a figure\n", "fig, axes=plt.subplots(1, 2, figsize=(10, 4))#, sharey=True)\n", "axes = lj.plot_2pannels(eptm, axes=axes)\n", "\n", "## Show the forces exerted on the vertices of our cell\n", "axes = lj.plot_2pannels_gradients(eptm, axes=axes, scale=10., approx=1)\n", "axes = lj.plot_2pannels_gradients(eptm, axes=axes, scale=10., approx=0)\n", "plt.tight_layout()\n", "plt.draw()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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1K4TPJJ4h8ngkTzV9SllDcWrweDOquNXkTOQh4lfvhl27yEm6QHSteNAgcHsg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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cell division\n", "\n", "### Cell growth\n", "\n", "\n", "To simulate cell growth, we simply augment its equilibrium volume $V_0$\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "area0 = eptm.cells.areas[mother_cell]\n", "growth_rate = 1.5\n", "eptm.cells.prefered_vol[mother_cell] *= growth_rate\n", "\n", "eptm.update_gradient()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes=plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "axes = lj.plot_2pannels(eptm, axes=axes)\n", "axes = lj.plot_2pannels_gradients(eptm, axes=axes, scale=20., approx=0)\n", "axes = lj.plot_2pannels_gradients(eptm, axes=axes, scale=20., approx=1)\n", "plt.tight_layout()\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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SaOys7JS25Ie7KzmcuXGGsD8f/QYphBDCuOzs7JjTcQ4AQWuDnupr/boURUNn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\noR7zJ1GkA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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "jv0, jv1 = eptm.cells.junctions[mother_cell][2]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "def grad_norm(jv):\n", " return (eptm.grad_ix[jv]**2 + eptm.grad_zed[jv]**2 + eptm.grad_wy[jv]**2)**0.5\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "grad_norm(jv0), grad_norm(jv1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 45, "text": [ "(5080.824747678576, 5080.824747678571)" ] } ], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "for jv0, jv1 in eptm.cells.junctions[mother_cell]:\n", " print(jv0, jv1, grad_norm(jv0), grad_norm(jv1))\n", " " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "63 64 4845.101480534979 5080.824747678576\n", "63 67 4845.101480534979 5080.824748899601\n", "64 70 5080.824747678576 5080.824747678571\n", "67 68 5080.824748899601 5080.824748779011\n", "68 69 5080.824748779011 4845.101479826948\n", "69 70 4845.101479826948 5080.824747678571\n" ] } ], "prompt_number": 46 }, { "cell_type": "code", "collapsed": false, "input": [ "pos0, pos1 = lj.find_energy_min(eptm, method='fmin_ncg')\n", "print('Current relative area: %.3f' \n", " % (eptm.cells.areas[mother_cell] / area0))\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Current relative area: 1.568\n" ] } ], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "pos0, pos1 = lj.find_energy_min(eptm, method='fmin_ncg')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Optimization terminated successfully.\n", " Current function value: 9.986988\n", " Iterations: 1\n", " Function evaluations: 2\n", " Gradient evaluations: 4\n", " Hessian evaluations: 0\n" ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "%pdb" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Automatic pdb calling has been turned ON\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "@before_after\n", "def show_division(eptm, mother_cell):\n", " septum = lj.cell_division(eptm, mother_cell, verbose=True)\n", " return septum\n", "eptm.graph.set_edge_filter(None)\n", "eptm.graph.set_vertex_filter(None)\n", "septum = show_division(eptm, mother_cell)\n", "if septum is not None:\n", " jv0, jv1, mother_cell, daughter_cell = septum\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2015-01-26 11:33:16,373 -leg_joint.epithelium -INFO -Cell 152 is born\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2015-01-26 11:33:17,106 -leg_joint.epithelium -INFO -Division completed\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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pTfaczKpTq6i4sCKrW602Sc2NFzay7MQyDn55MFX+MxVCmNidO3D/Ptjbw+3b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\nN5Y52+cwfet0Vu1xQtXs7bOZvX02L89/mRATQoGsBaiSrwq3lbiNDpU7U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"text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.optimize as opt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "opt.fmin_ncg?" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 51 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Energy minimisation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "eptm.isotropic_relax()\n", "\n", "pos0, pos1 = show_optimisation(eptm)\n", "eptm.isotropic_relax()\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Optimization terminated successfully.\n", " Current function value: 11.149816\n", " Iterations: 1\n", " Function evaluations: 2\n", " Gradient evaluations: 4\n", " Hessian evaluations: 0\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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TZ9c7u9xjp8N5cGf3mARMTAqKC6xITURERKTS0uLTSIpJAsDldGG32cudVgOE3b4jao6I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\nd+XiEN7VknAZGvivuVd8+of8Pfee1zr+tBGo4k8O+CjkLTTzc/XH+6LPm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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Type one transition\n", "\n", "Please refer the original definition in [Farhadifar et al. Curr Biol. 2007](http://dx.doi.org/10.1016/j.cub.2007.11.049),\n", "Suppplementary figure S1)\n", "\n", "In `ASCII art` (letters represent junctions and number represent cells):\n", "\n", " e 2 d \n", " \\ / e d e 2 d \n", " b \\/ \\ /\n", " 1 | 3 ----> ab ----> 1 a-b 3 \n", " a /\\ / \\ \n", " / \\ f c f 4 c \n", " f 4 c \n", "\n", "### Paramters\n", "\n", "The arguments can be either:\n", "\n", "* two cell vertices (**1** and **3**),\n", "* two junction vertices (**a** and **b**)\n", "* or a single edge (between **a** and **b**)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## On choisit deux cellules c\u00f4te \u00e0 c\u00f4te" ] }, { "cell_type": "code", "collapsed": false, "input": [ "eptm.set_local_mask(None)\n", "cell1, cell3 = eptm.graph.vertex(912), eptm.graph.vertex(4745)\n", "eptm.set_local_mask(cell1)\n", "eptm.set_local_mask(cell3)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Et on peut provoquer une transition de type 1" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pdb" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Automatic pdb calling has been turned OFF\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "@before_after\n", "def show_type1(eptm, cells):\n", " cell1, cell3 = cells\n", " modified_cells, modified_jverts = lj.type1_transition(eptm, (cell1, cell3))\n", " \n", "show_type1(eptm, (cell1, cell3))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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hjSQ0SbiijxkVHsVtnW7jtk63YZomu07s8s4++eWqX/L0J0/TLrYdN119E3ERcfx28G81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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "po0, pos1 = show_optimisation(eptm, tol=1e-5, approx_grad=0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Optimization terminated successfully.\n", " Current function value: 7.159777\n", " Iterations: 1\n", " Function evaluations: 2\n", " Gradient evaluations: 4\n", " Hessian evaluations: 0\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FIa6Qau8nEqRU25xDxezZiuXGGXkZAGw/up0yTxkhrhBH1DZqmASoUk8pB3IP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\nbdlwdQNtyrbB1tRW6ihvNfvMbEKeh3B2wFlMDEze67FFzYq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+37Yb24hJjWGo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\nSG0jhBAiS0ZvGI2Plw/1itejX51+VqeTLbnSB/ZhYCWwC2MCtc7AcIxCo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