{ "cells": [ { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import scipy.integrate\n", "import numpy\n", "import matplotlib.pyplot\n", "import os\n", "import json\n", "import scipy.interpolate\n", "#for partial specialization\n", "import cModel\n", "import importlib\n", "importlib.reload(cModel)\n", "import time\n", "import ivp\n", "importlib.reload(ivp)\n", "import runSolver\n", "importlib.reload(runSolver)\n", "\n", "#run solver\n", "#setupFile=os.path.join(fh,'software','src','PBPK','setup','setup.json')\n", "#modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n", "#parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n", "#runSolver.main([setupFile,modelFile,parameterFile],os.path.join(os.path.expanduser('~'),'temp'))\n" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*************inspect************\n", "***********done************\n", "(17, 17)\n", "15\n", "[ 0. 0. 0. 0. 0. 0.\n", " 0. 0.12434798 -0.00099998 0. 0. 0.\n", " 0. 0. 0. 0. 0. ]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sys=cModel.model()\n", "fh=os.path.expanduser('~')\n", "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n", "setupFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n", "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n", "sys.parse(setupFile,parameterFile)\n", "#print(sys.u(10)[sys.lut['venous']])\n", "print(\"*************inspect************\")\n", "\n", "#sys.inspect() \n", "\n", "print(\"***********done************\")\n", "print(sys.M(1).shape)\n", "#print(sys.fSS(2))\n", "print(sys.m)\n", "\n", "nt=201\n", "qtmax=24*60*365*10\n", "qt=numpy.linspace(0,qtmax,nt)\n", "fw=sys.get('fetusWeight')\n", "#ft=[fw['derivatives']['fetusGrowthDuration'](x) for x in qt]\n", "ft=[fw['value'](x) for x in qt]\n", "hw=sys.get('hairVolume')\n", "ht=[10*hw['value'](x) for x in qt]\n", "matplotlib.pyplot.plot(qt/tscale,ft)\n", "matplotlib.pyplot.plot(qt/tscale,ht)\n", "#start_time=time.time()\n", "#for i in range(100000):\n", "# sys.M(1)\n", "#end_time=time.time()\n", "#print('Time: {:.3f} s'.format(end_time-start_time))\n", "print(sys.M(1000)[8,:])" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating for hairPCBlood/0:(10645, 17) [24664.976951005923]\n", "Calculating for hairVolumeFraction/1:(10645, 17) [8.925742052568391e-07]\n", "Done simultaneous LSODA SE\n", "Time: 11.279 s\n" ] } ], "source": [] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# #copy output of Thompson et al1\n", "tscale=24*60*365\n", "fig, axs = matplotlib.pyplot.subplots(5, 3,figsize=(15,25))\n", "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n", " 'splanchnic','stomach','testes','excrement']\n", "name=['plasma','gut','hair','kidney','liver','inorganicMercury','redBloodCells','slowlyPerfused']\n", "\n", "#diazepam\n", "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n", "#cotinine\n", "max=[9]*13\n", "max[12]=90\n", "max[2]=2\n", "\n", "\n", "max=[1000*x for x in max]\n", "for i in range(len(name)):\n", " row=i//3\n", " col=i%3\n", " fy=sol[:,sys.lut[name[i]]]\n", " fe=se[:,sys.lut[name[i]]]\n", " ax=axs[row,col]\n", " ax.plot(t/tscale,fy)\n", " ax.fill_between(t/tscale, fy-fe, fy + fe, color='red',alpha=0.1)\n", " ax.plot(t/tscale,fy-fe,color='red',linewidth=1,alpha=0.2)\n", " ax.plot(t/tscale,fy+fe,color='red',linewidth=1,alpha=0.2)\n", " axs[row,col].set_title(name[i])\n", " #axs[row,col].set_ylim([0,max[i]])\n", " axs[row,col].set_xlim([0,1.1*tmax/tscale])\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7\n" ] }, { "data": { "text/plain": [ "7440" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#gD=sys.get(\"hairGrowthDuration\")\n", "#print(gD['value']/60/24/365)\n", "print(sys.lut['slowlyPerfused'])\n", "ft=[sys.fSS(x)[0,8,7] for x in qt]\n", "#matplotlib.pyplot.imshow(sys.fSS(3e6)[0])\n", "matplotlib.pyplot.plot(qt/tscale,ft)\n", "30*248" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }