{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Chromosomes segregation modeling" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "TODO\n", "\n", "[G. Gay, T.Courthéoux, C. Reyes, S. Tournier, Y. Gachet. *A stochastic model of kinetochore–microtubule attachment accurately describes fission yeast chromosome segregation J. Cell Biol 2012](http://jcb.rupress.org/content/196/6/757.abstract)\n", "\n", "[Mary, H., Fouchard, J., Gay, G., Reyes, C., Gauthier, T., Gruget, C., Pecreaux, J., Tournier, S. and Gachet, Y. (2015). Fission yeast kinesin-8 controls chromosome congression independently of oscillations. J. Cell Sci](http://jcs.biologists.org/content/128/20/3720)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import pandas as pd\n", "import numpy as np\n", "\n", "from kt_simul.core import Metaphase\n", "from kt_simul.core import load_metaphase\n", "from kt_simul.core import parameters\n", "\n", "from kt_simul.visu import SpindleViewer\n", "from kt_simul.visu import SpindleWidget" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "params = parameters.get_default_params()\n", "params.loc['dt', 'value'] = 0.1\n", "params.loc['span', 'value'] = 10\n", "params.loc['t_A', 'value'] = 10\n", "\n", "params.loc['d_alpha', 'value'] = 0.05 # 0.05\n", "params.loc['k_a', 'value'] = 0.06 # 0.06\n", "params.loc['orientation', 'value'] = 1 # 1\n", "\n", "params.loc['N', 'value'] = 2 # 3\n", "params.loc['Mk', 'value'] = 1 # 3\n", "params.loc['L0', 'value'] = 0.3 # 0.3\n", "\n", "params.loc['ldep', 'value'] = 0 # 0.2\n", "\n", "measures = parameters.get_default_measures()\n", "\n", "meta = Metaphase(verbose=False,\n", " params=params,\n", " measures=measures,\n", " initial_plug='null',\n", " keep_same_random_seed=False,\n", " force_parameters=[])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [] } ], "source": [ "meta.simul(progress=True)\n", "meta.project(progress=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Save simulation for later re-use." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "meta.save(\"/home/hadim/test.h5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize spindle elements trajectories" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fH9f4+LgmJiY0NTWVCfPW23Xncrky4V06wEvPaZee3y4YDBLc5RAzsyDdvC9d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\nwUGGQ/7Tzr80tYIbc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m3dulW9vb2SpMLCQt10002qrq4mGAAWUMiG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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = meta.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize points trajectories in 3D with vispy." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib qt\n", "\n", "# Pure vispy\n", "v = SpindleViewer(metaphase=meta)\n", "v.play()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "v.quit()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Vispy + Qt\n", "w = SpindleWidget(metaphase=meta)\n", "w.show()" ] } ], "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": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }