{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/guillaume/anaconda/envs/python3/lib/python3.4/site-packages/graph_tool/draw/cairo_draw.py:1340: RuntimeWarning: Error importing Gtk module: No module named 'gi'; GTK+ drawing will not work.\n", " warnings.warn(msg, RuntimeWarning)\n", "2015-08-23 19:30:11,307 -leg_joint -INFO -successfully imported leg_joint\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "\n", "\n", "%run nb_init\n", "# This imports leg_joint as lj\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Parameter management" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although the core paramter of the tissue are stored in an xml file, the paramters for the leg joint formation simulation\n", "are stored as a json file and implemented in dictionaries.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "params = {## parameters to retrieve the apoptotic cells sequence\n", " 'seq_kwargs': {'num_cells': 1., ## The number of apoptotic cells\n", " 'width_apopto':2, ## The width of the apoptotic ring\n", " 'amp': 0.4, ## Aplitude of the dorsal/ventral bias\n", " 'seed': 10, ## Seed for the random number generator\n", " 'num_steps': 10, ## Number of subsequent steps for one cell to complete apoptosis},\n", " 'random': True}, ## If True, (biased) random distrbution of apoptotic cells\n", " ## paramters for the dynamic of each apoptotic step\n", " 'apopto_kwargs': {'vol_reduction':0.7, ## Cell volume reduction\n", " 'contractility': 1.2, ## Cell increase in contractility\n", " 'radial_tension': 0.1}, ## Increase n amplitude of the apico-basal force\n", " ## paramters for the increase in contractility after apoptosis\n", " 'post_kwargs': {'max_ci':2., ## Maximum value of the contractility of the neighbouring cells \n", " 'rate_ci':1., ## Rate at whihc contractility increase\n", " 'span_ci':2}, ## Span of the contractility increase (in terms of distance w/r to the apoptotic cell)\n", " }\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "all_kwargs = lj.get_list_kwargs(0, params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation\n", "\n", "#### Initialisation\n", "\n", "Grab an epithelium" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2015-08-23 19:30:33,973 -leg_joint.epithelium -INFO -Instanciating epithelium single\n", "2015-08-23 19:30:35,520 -leg_joint.epithelium -INFO -Initial cells\n", "2015-08-23 19:30:35,521 -leg_joint.epithelium -INFO -Initial junctions\n", "2015-08-23 19:30:42,319 -leg_joint.epithelium -INFO -Update geometry\n" ] } ], "source": [ "eptm = lj.Epithelium(lj.data.before_apoptosis_xml(),\n", " save_dir='saved_graphs',\n", " identifier='single',\n", " copy=True)\n", "eptm.isotropic_relax()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and get apoptic cells sequence (here only one cell will die)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 apoptotic cell(s)\n", "surrounded by 157 fold cell(s)\n" ] } ], "source": [ "seq_kwargs = all_kwargs['seq_kwargs']\n", "apopto_kwargs = all_kwargs['apopto_kwargs']\n", "post_kwargs = all_kwargs['post_kwargs']\n", "\n", "apopto_cells, fold_cells, apopto_sequence = lj.get_apoptotic_cells(eptm, **seq_kwargs)\n", "\n", "print('%i apoptotic cell(s)' % len(apopto_cells))\n", "print('surrounded by %i fold cell(s)' % len(fold_cells))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now grab our apoptotic cell, and have a look at it's surroundings" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'contractility': 1.2, 'radial_tension': 0.1, 'vol_reduction': 0.7}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "apopto_kwargs" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1+y/dp6Sk0N/fP3mMz+ffqNBms91l5UII8UMS9sOYzzPBsSOHuXD+PGvXrGLTgw9O3/XW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "a_cell = apopto_cells[0]\n", "eptm.set_local_mask(None)\n", "eptm.set_local_mask(a_cell, wider=True)\n", "neighbours = [neighbour for neighbour in eptm.cells.get_neighbor_cells(a_cell)]\n", "\n", "## Let's define a neat plotting function\n", "def show_apopto_surroundings(eptm, a_cell):\n", " eptm.set_local_mask(None)\n", " eptm.set_local_mask(a_cell, wider=True)\n", " is_apoptotic = eptm.ixs.copy()\n", " is_apoptotic.a[:] = 0.\n", " is_apoptotic[a_cell] = 1.\n", " ax_zs, ax_xy = lj.plot_2pannels(eptm,\n", " edge_kwargs={'c':'k', 'lw':0.5, 'alpha':0.5},\n", " cell_kwargs={'cell_colors':is_apoptotic,\n", " 'cmap':'Reds',\n", " 'alpha':0.5})\n", "\n", " eptm.set_local_mask(None)\n", " return ax_zs, ax_xy\n", "\n", "### And use it straight away\n", "ax_zs, ax_xy = show_apopto_surroundings(eptm, a_cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First step of the simulation" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KCguora3DsNm8if9gPxgGlatXUddQT7BNbiCEeDBLMOsILDabTSr7bjchISFW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\nbDamT5uOj7cXO9LSCAkJJjcv96vlPICPry/Jkyexcf067dDjJBr2lVJKK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fRN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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lj.apoptosis_step(eptm, a_cell, **apopto_kwargs)\n", "\n", "ax_zs, ax_xy = show_apopto_surroundings(eptm, a_cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's do the above repeatidly" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We did 11 steps\n" ] }, { "data": { "image/png": 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WL1nq80ttPoh094XwDEdaGnX19fd9Ia2UYtLEfC5duoQjNZXHVq3kV7/+tXT3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\nPnwYS/cwCkc9XY6eNDRw8cIFtm3/jkNHcrDoimXLV/L5V79gz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6uigvj4BNufVjOQnJhA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "steps = 1\n", "for sub_sequence in apopto_sequence:\n", " for a_cell in sub_sequence:\n", " lj.apoptosis_step(eptm, a_cell, **apopto_kwargs)\n", " steps += 1\n", "print('We did %i steps' % steps)\n", "#new_jv = remove_cell(eptm, prev_first)\n", "ax_zs, ax_xy = show_apopto_surroundings(eptm, a_cell)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'png': '/home/guillaume/Python/leg-joint/notebooks/saved_graphs/single/png',\n", " 'pdf': '/home/guillaume/Python/leg-joint/notebooks/saved_graphs/single/pdf',\n", " 'json': 'saved_graphs/single/params_single_2014-06-12T15_56_36.json',\n", " 'root': '/home/guillaume/Python/leg-joint/notebooks/saved_graphs/single',\n", " 'hdf': '/home/guillaume/Python/leg-joint/notebooks/saved_graphs/single/eptm_single_2014-06-12T15_56_36.h5',\n", " 'xml': '/home/guillaume/Python/leg-joint/notebooks/saved_graphs/single/xml',\n", " 'log': 'saved_graphs/single/single_2014-06-12T15_56_36.log',\n", " 'svg': '/home/guillaume/Python/leg-joint/notebooks/saved_graphs/single/svg'}" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eptm.paths" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "eptm.graph.save(os.path.join(eptm.paths['xml'], 'before_elimination.xml'))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2014-06-03 18:34:51,853 -leg_joint.epithelium -INFO -new vertex 5123\n" ] } ], "source": [ "lj.post_apoptosis(eptm, a_cell, fold_cells, **post_kwargs)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "eptm.graph.save(os.path.join(eptm.paths['xml'], 'after_elimination.xml'))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "lj.running_local_optimum(eptm, tol=1e-3)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "eptm.set_local_mask(None)\n", "for neighbour in neighbours:\n", " eptm.set_local_mask(neighbour, wider=True)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RXNyzpxmezPokSAmgqg7I/g8/ZMXYscR/8w3tx4zh4R9/ZNi8ebiFhABVw019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DAAAg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eptm.graph.set_edge_filter(eptm.is_local_edge)\n", "eptm.update_rhotheta()\n", "depth = eptm.dzeds.copy()\n", " \n", "for edge in eptm.graph.edges():\n", " depth[edge] = (eptm.rhos[edge.source()]\n", " + eptm.rhos[edge.target()]) / 2.\n", "depth.a -= depth.fa.min()\n", "eptm.graph.set_edge_filter(None)\n", "\n", "axes = lj.plot_2pannels(eptm, \n", " cell_kwargs={'c_text':False},\n", " edge_kwargs={'edge_color':depth, 'alpha':0.8})" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "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 }