{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy\n", "import matplotlib.pyplot\n", "import os\n", "import json\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", "import numpy.linalg\n", "\n", "def getModel(solution,modelName):\n", " Q=solution[modelName]\n", " model=cModel.model()\n", " setupFile=Q['setup']\n", " modelFile=Q['model']\n", " parameterFile=Q['parameters']\n", " print('modelFile: {} {}'.format(modelFile,os.path.isfile(modelFile)))\n", " print('parameterFile: {} {}'.format(parameterFile,os.path.isfile(parameterFile)))\n", " model.parse(modelFile,parameterFile)\n", " return model\n", "\n", "def getSum(data,modelName):\n", " \n", " model=getModel(data,modelName)\n", " Q=data[modelName]['solution']\n", " lut=Q['lut']\n", " total=Q['sol'][-1,lut['total']]\n", " #print(total)\n", " fQ={}\n", " for x in lut:\n", " if x=='total':\n", " continue\n", " j=lut[x]\n", " try:\n", " v=model.get(model.mod['volumes'][x])['value']\n", " fQ[x]=Q['sol'][-1,j]*v/total\n", " except KeyError:\n", " #print('{} {}'.format(x,x in model.mod['scaled']))\n", " fQ[x]=Q['sol'][-1,j]\n", " print(sum(list(fQ.values())))\n", " print(sorted(fQ.items(), key=lambda item:item[1]))\n", "\n", "def mergeSolutions(seq):\n", " out={}\n", " #each element in sequence should have this components\n", " for v in ['t','sol','se','qt','sOut']:\n", " out[v]=numpy.concatenate([x[v] for x in seq])\n", " #copy last for settings\n", " for v in ['lut','lutSE','setup','model','parameters','qt','sOut']:\n", " out[v]=seq[-1][v]\n", " return out " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "a={}\n", "fh=os.path.expanduser('~')\n", "a['jobDir']=os.path.join(fh,'temp','cDiazepam')\n", "a['modelFile']=os.path.join(fh,'software','src','PBPK','models','cDiazepam.json')\n", "a['parameterFile']=os.path.join(fh,'software','src','PBPK','models','cDiazepam_parameters.json')\n", "a['setupFile']=os.path.join(fh,'software','src','PBPK','setup','setupMinute.json')\n", "model=cModel.model()\n", "model.parse(a['modelFile'],a['parameterFile'])\n", "model.inspect()\n", "model.get('venousInput')\n", "#runSolver.main([a['setupFile'],a['modelFile'],a['parameterFile']],jobDir=a['jobDir'],startDir='NONE')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using /home/studen/temp/cDiazepam\n", "Using solution from None\n", "t0=0\n", "t0 0 tmax 1.0\n", "Done simultaneous LSODA SE\n", "Time: 0.035 s\n", "Completed step _step000\n", "Completed run\n", "Written /home/studen/temp/cDiazepam/setup.json\n", "Written /home/studen/temp/cDiazepam/model.json\n", "Written /home/studen/temp/cDiazepam/parameters.json\n", "Using /home/studen/temp/cDiazepam1\n", "Using solution from /home/studen/temp/cDiazepam\n", "t0 0 tmax 1.0\n", "Parsing [1/1]\n", "t0=1.0\n", "t0 1.0 tmax 720.0\n", "At t=24.79\n", "At t=44.63\n", "At t=59.79\n", "At t=80.16\n", "At t=102.09\n", "At t=124.93\n", "At t=148.58\n", "At t=172.64\n", "At t=196.89\n", "At t=221.07\n", "Done simultaneous LSODA SE\n", "Time: 0.728 s\n", "Completed step _step000\n", "At t=246.86\n", "At t=272.16\n", "At t=296.80\n", "At t=321.29\n", "At t=345.63\n", "At t=369.93\n", "At t=394.35\n", "At t=418.80\n", "At t=443.25\n", "At t=467.54\n", "Done simultaneous LSODA SE\n", "Time: 0.672 s\n", "Completed step _step001\n", "At t=492.29\n", "At t=516.77\n", "At t=541.26\n", "At t=565.75\n", "At t=590.06\n", "At t=614.50\n", "At t=638.98\n", "At t=663.51\n", "At t=687.89\n", "At t=712.22\n", "Done simultaneous LSODA SE\n", "Time: 0.706 s\n", "Completed step _step002\n", "Completed run\n", "Written /home/studen/temp/cDiazepam1/setup.json\n", "Written /home/studen/temp/cDiazepam1/model.json\n", "Written /home/studen/temp/cDiazepam1/parameters.json\n" ] } ], "source": [ "#run solver\n", "fh=os.path.expanduser('~')\n", "i=0\n", "data={}\n", "a={}\n", "#based on\n", "#MD Thompson, DA Beard, F Wu. Use of partition coefficient in flow-limited physiologically based pharmacokinetic modelling. \n", "#J Pharmacokinet Pharmacodyn 39 (4) 2012.\n", "a['jobDir']=os.path.join(fh,'temp','cDiazepam')\n", "a['modelFile']=os.path.join(fh,'software','src','PBPK','models','cDiazepam.json')\n", "#set input to 1 for one minute\n", "a['parameterFile']=os.path.join(fh,'software','src','PBPK','models','cDiazepam_parameters1.json')\n", "a['setupFile']=os.path.join(fh,'software','src','PBPK','setup','setupMinute.json')\n", "a['srcDir']='NONE'\n", "a['doCalculate']=True\n", "data['cDiazepam']=[a]\n", "\n", "c={}\n", "c['jobDir']=os.path.join(fh,'temp','cDiazepam1')\n", "c['modelFile']=os.path.join(fh,'software','src','PBPK','models','cDiazepam.json')\n", "#set input to 0\n", "c['parameterFile']=os.path.join(fh,'software','src','PBPK','models','cDiazepam_parameters2.json')\n", "c['setupFile']=os.path.join(fh,'software','src','PBPK','setup','setupHours.json')\n", "c['srcDir']=os.path.join(fh,'temp','cDiazepam')\n", "c['doCalculate']=True\n", "data['cDiazepam'].append(c)\n", "\n", "b={}\n", "#MD Thompson, DA Beard, F Wu. Use of partition coefficient in flow-limited physiologically based pharmacokinetic modelling. \n", "#J Pharmacokinet Pharmacodyn 39 (4) 2012.\n", "b['jobDir']=os.path.join(fh,'temp','cDiazepamF')\n", "b['modelFile']=os.path.join(fh,'software','src','PBPK','models','cDiazepam.json')\n", "b['parameterFile']=os.path.join(fh,'software','src','PBPK','models','cDiazepam_parameters.json')\n", "b['setupFile']=os.path.join(fh,'software','src','PBPK','setup','setupHours.json')\n", "b['srcDir']='NONE'\n", "b['doCalculate']=False\n", "data['cDiazepamF']=[b]\n", "\n", "#make sure we do it in proper order\n", "for x in data:\n", " seq=data[x]\n", " for job in seq:\n", " if not job['doCalculate']:\n", " continue\n", " \n", " if not os.path.isdir(job['jobDir']):\n", " os.mkdir(job['jobDir'])\n", " runSolver.main([job['setupFile'],job['modelFile'],job['parameterFile']],job['jobDir'],job['srcDir'])\n", " \n", "\n", "#t0,y0,S1,lut,lutSE=runSolver.getStartPoint(setup)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t0 0 tmax 1.0\n", "Parsing [1/1]\n", "t0 1.0 tmax 720.0\n", "Parsing [1/3]\n", "Parsing [2/3]\n", "Parsing [3/3]\n", "t0 0 tmax 720.0\n", "Parsing [1/3]\n", "Parsing [2/3]\n", "Parsing [3/3]\n" ] } ], "source": [ "#make solutions transparent\n", "solution={}\n", "for x in data:\n", " seq=[runSolver.loadSolutionFromDir(job['jobDir'],True) for job in data[x]]\n", " solution[x]=mergeSolutions(seq)\n" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "modelFile: /home/studen/temp/cDiazepamF/model.json True\n", "parameterFile: /home/studen/temp/cDiazepamF/parameters.json True\n", "tscale=60\n", "Time unit: min\n", "Compartments\n", "adipose/0:\n", "\ttargets\n", "\t\tadipose[0,0]: [-0.01103896103896104]\n", "\t\tarterial[0,13]: [0.255]\n", "brain/1:\n", "\ttargets\n", "\t\tbrain[1,1]: [-0.2954545454545454]\n", "\t\tarterial[1,13]: [0.65]\n", "heart/2:\n", "\ttargets\n", "\t\theart[2,2]: [-0.9767441860465117]\n", "\t\tarterial[2,13]: [4.2]\n", "kidney/3:\n", "\ttargets\n", "\t\tkidney[3,3]: [-1.5971153846153845]\n", "\t\tarterial[3,13]: [8.305]\n", "liver/4:\n", "\ttargets\n", "\t\tliver[4,4]: [-0.057272727272727274, -0.25674325674325676]\n", "\t\tsplanchnic[4,5]: [0.4281183932346723]\n", "\t\tstomach[4,6]: [0.03838383838383838]\n", "\t\tarterial[4,13]: [0.3227272727272727]\n", "splanchnic/5:\n", "\ttargets\n", "\t\tsplanchnic[5,5]: [-0.3139534883720931]\n", "\t\tarterial[5,13]: [1.35]\n", "stomach/6:\n", "\ttargets\n", "\t\tstomach[6,6]: [-0.3838383838383838]\n", "\t\tarterial[6,13]: [1.727272727272727]\n", "muscle/7:\n", "\ttargets\n", "\t\tmuscle[7,7]: [-0.05416666666666667]\n", "\t\tarterial[7,13]: [0.13]\n", "skin/8:\n", "\ttargets\n", "\t\tskin[8,8]: [-0.05065639269406392]\n", "\t\tarterial[8,13]: [0.16210045662100456]\n", "testes/9:\n", "\ttargets\n", "\t\ttestes[9,9]: [-0.16170212765957445]\n", "\t\tarterial[9,13]: [0.76]\n", "remainder/10:\n", "\ttargets\n", "\t\tremainder[10,10]: [-0.01883390870732643]\n", "\t\tarterial[10,13]: [0.31075949367088607]\n", "lung/11:\n", "\ttargets\n", "\t\tvenous[11,14]: [66.66666666666667]\n", "\t\tlung[11,11]: [-12.578616352201259]\n", "excrement/12:\n", "\ttargets\n", "\t\tliver[12,4]: [0.63]\n", "arterial/13:\n", "\ttargets\n", "\t\tarterial[13,13]: [-0.375, -0.11470588235294119, -0.6176470588235294, -2.442647058823529, -0.5220588235294118, -2.389705882352941, -1.0441176470588236, -0.27941176470588236, -0.7220588235294118, -2.9779411764705883, -0.27941176470588236]\n", "\t\tlung[13,11]: [2.219755826859046]\n", "venous/14:\n", "\tinput\n", "\t\tvenousInput\n", "\ttargets\n", "\t\tadipose[14,0]: [0.008116883116883116]\n", "\t\tbrain[14,1]: [0.02606951871657754]\n", "\t\theart[14,2]: [0.07181942544459645]\n", "\t\tkidney[14,3]: [0.23486990950226241]\n", "\t\tliver[14,4]: [0.2076599870717518]\n", "\t\tmuscle[14,7]: [0.49785539215686275]\n", "\t\tskin[14,8]: [0.16314338235294118]\n", "\t\ttestes[14,9]: [0.02972465581977472]\n", "\t\tremainder[14,10]: [0.021880570409982175]\n", "\t\tvenous[14,14]: [-5.882352941176471]\n", "source/15:\n", "\ttargets\n", "total/16:\n", "\ttargets\n", "Flows\n", "\tarterial:adipose[(arterial,venous):adipose]:adiposeFlow [{'value': 2.55, 'derivatives': {'adiposeFlow': 1}}]\n", "\tvenous:adipose[(arterial,venous):adipose]:adiposeFlow [{'value': 2.55, 'derivatives': {'adiposeFlow': 1}}]\n", "\tarterial:brain[(arterial,venous):brain]:brainFlow [{'value': 0.78, 'derivatives': {'brainFlow': 1}}]\n", "\tvenous:brain[(arterial,venous):brain]:brainFlow [{'value': 0.78, 'derivatives': {'brainFlow': 1}}]\n", "\tarterial:heart[(arterial,venous):heart]:heartFlow [{'value': 4.2, 'derivatives': {'heartFlow': 1}}]\n", "\tvenous:heart[(arterial,venous):heart]:heartFlow [{'value': 4.2, 'derivatives': {'heartFlow': 1}}]\n", "\tarterial:kidney[(arterial,venous):kidney]:kidneyFlow [{'value': 16.61, 'derivatives': {'kidneyFlow': 1}}]\n", "\tvenous:kidney[(arterial,venous):kidney]:kidneyFlow [{'value': 16.61, 'derivatives': {'kidneyFlow': 1}}]\n", "\tarterial:liver[arterial:liver]:liverInFlow [{'value': 3.55, 'derivatives': {'liverInFlow': 1}}]\n", "\tliver:venous[liver:venous]:liverOutFlow [{'value': 25.7, 'derivatives': {'stomachFlow': 1, 'splanchnicFlow': 1, 'liverInFlow': 1}}]\n", "\tarterial:lung[(arterial,venous):lung]:totalFlow [{'value': 80, 'derivatives': {'totalFlow': 1}}]\n", "\tvenous:lung[(arterial,venous):lung]:totalFlow [{'value': 80, 'derivatives': {'totalFlow': 1}}]\n", "\tarterial:muscle[(arterial,venous):muscle]:muscleFlow [{'value': 16.25, 'derivatives': {'muscleFlow': 1}}]\n", "\tvenous:muscle[(arterial,venous):muscle]:muscleFlow [{'value': 16.25, 'derivatives': {'muscleFlow': 1}}]\n", "\tarterial:skin[(arterial,venous):skin]:skinFlow [{'value': 7.1, 'derivatives': {'skinFlow': 1}}]\n", "\tvenous:skin[(arterial,venous):skin]:skinFlow [{'value': 7.1, 'derivatives': {'skinFlow': 1}}]\n", "\tarterial:splanchnic[(arterial,liver):splanchnic]:splanchnicFlow [{'value': 20.25, 'derivatives': {'splanchnicFlow': 1}}]\n", "\tliver:splanchnic[(arterial,liver):splanchnic]:splanchnicFlow [{'value': 20.25, 'derivatives': {'splanchnicFlow': 1}}]\n", "\tarterial:stomach[(arterial,liver):stomach]:stomachFlow [{'value': 1.9, 'derivatives': {'stomachFlow': 1}}]\n", "\tliver:stomach[(arterial,liver):stomach]:stomachFlow [{'value': 1.9, 'derivatives': {'stomachFlow': 1}}]\n", "\tarterial:testes[(arterial,venous):testes]:testesFlow [{'value': 1.9, 'derivatives': {'testesFlow': 1}}]\n", "\tvenous:testes[(arterial,venous):testes]:testesFlow [{'value': 1.9, 'derivatives': {'testesFlow': 1}}]\n", "\tarterial:remainder[(arterial,venous):remainder]:remainderFlow [{'value': 4.91, 'derivatives': {'remainderFlow': 1}}]\n", "\tvenous:remainder[(arterial,venous):remainder]:remainderFlow [{'value': 4.91, 'derivatives': {'remainderFlow': 1}}]\n", "Volumes\n", "\tadipose:adiposeVolume [{'value': 10, 'derivatives': {'adiposeVolume': 1}}]\n", "\tbrain:brainVolume [{'value': 1.2, 'derivatives': {'brainVolume': 1}}]\n", "\theart:heartVolume [{'value': 1, 'derivatives': {'heartVolume': 1}}]\n", "\tkidney:kidneyVolume [{'value': 2, 'derivatives': {'kidneyVolume': 1}}]\n", "\tliver:liverVolume [{'value': 11, 'derivatives': {'liverVolume': 1}}]\n", "\tlung:lungVolume [{'value': 1.2, 'derivatives': {'lungVolume': 1}}]\n", "\tmuscle:muscleVolume [{'value': 125, 'derivatives': {'muscleVolume': 1}}]\n", "\tskin:skinVolume [{'value': 43.8, 'derivatives': {'skinVolume': 1}}]\n", "\tsplanchnic:splanchnicVolume [{'value': 15, 'derivatives': {'splanchnicVolume': 1}}]\n", "\tstomach:stomachVolume [{'value': 1.1, 'derivatives': {'stomachVolume': 1}}]\n", "\ttestes:testesVolume [{'value': 2.5, 'derivatives': {'testesVolume': 1}}]\n", "\tremainder:remainderVolume [{'value': 15.8, 'derivatives': {'remainderVolume': 1}}]\n", "\tvenous:venousVolume [{'value': 13.6, 'derivatives': {'venousVolume': 1}}]\n", "\tarterial:arterialVolume [{'value': 6.8, 'derivatives': {'arterialVolume': 1}}]\n", "Partition coefficients\n", "\tadipose:adiposePC [{'value': 23.1, 'derivatives': {'adiposePC': 1}}]\n", "\tbrain:brainPC [{'value': 2.2, 'derivatives': {'brainPC': 1}}]\n", "\theart:heartPC [{'value': 4.3, 'derivatives': {'heartPC': 1}}]\n", "\tkidney:kidneyPC [{'value': 5.2, 'derivatives': {'kidneyPC': 1}}]\n", "\tliver:liverPC [{'value': 9.1, 'derivatives': {'liverPC': 1}}]\n", "\tlung:lungPC [{'value': 5.3, 'derivatives': {'lungPC': 1}}]\n", "\tmuscle:musclePC [{'value': 2.4, 'derivatives': {'musclePC': 1}}]\n", "\tremainder:remainderPC [{'value': 16.5, 'derivatives': {'remainderPC': 1}}]\n", "\tskin:skinPC [{'value': 3.2, 'derivatives': {'skinPC': 1}}]\n", "\tsplanchnic:splanchnicPC [{'value': 4.3, 'derivatives': {'splanchnicPC': 1}}]\n", "\tstomach:stomachPC [{'value': 4.5, 'derivatives': {'stomachPC': 1}}]\n", "\ttestes:testesPC [{'value': 4.7, 'derivatives': {'testesPC': 1}}]\n", "***********done************\n", "(17, 17)\n", "6\n", "{'value': functools.partial(, A=250000.0, tau=1), 'function': True, 'derivatives': {'inputA': . at 0x7f967e82c8b0>, 'inputTau': . at 0x7f967e9f9870>}}\n", "Time: 0.029 s\n", "Rank: 14/(17, 17)\n", "[[ -0.01 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.26 0. 0. 0. ]\n", " [ 0. -0.3 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.65 0. 0. 0. ]\n", " [ 0. 0. -0.98 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 4.2 0. 0. 0. ]\n", " [ 0. 0. 0. -1.6 0. 0. 0. 0. 0. 0. 0. 0. 0. 8.3 0. 0. 0. ]\n", " [ 0. 0. 0. 0. -0.31 0.43 0.04 0. 0. 0. 0. 0. 0. 0.32 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. -0.31 0. 0. 0. 0. 0. 0. 0. 1.35 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. -0.38 0. 0. 0. 0. 0. 0. 1.73 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. -0.05 0. 0. 0. 0. 0. 0.13 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. -0.05 0. 0. 0. 0. 0.16 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. -0.16 0. 0. 0. 0.76 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. -0.02 0. 0. 0.31 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. -12.58 0. 0. 66.67 0. 0. ]\n", " [ 0. 0. 0. 0. 0.63 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 2.22 0. -11.76 0. 0. 0. ]\n", " [ 0.01 0.03 0.07 0.23 0.21 0. 0. 0.5 0.16 0.03 0.02 0. 0. 0. -5.88 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. ]]\n", "[[-0.01+3.14e-03j -0.01-3.14e-03j]\n", " [-0.03+8.06e-03j -0.03-8.06e-03j]\n", " [-0.23+5.26e-02j -0.23-5.26e-02j]\n", " [-0.49+1.04e-01j -0.49-1.04e-01j]\n", " [-0.01+3.82e-03j -0.01-3.82e-03j]\n", " [-0.07+1.67e-02j -0.07-1.67e-02j]\n", " [-0.09+2.15e-02j -0.09-2.15e-02j]\n", " [-0.01+1.60e-03j -0.01-1.60e-03j]\n", " [-0.01+2.00e-03j -0.01-2.00e-03j]\n", " [-0.04+9.39e-03j -0.04-9.39e-03j]\n", " [-0.01+3.82e-03j -0.01-3.82e-03j]\n", " [ 0.71+0.00e+00j 0.71-0.00e+00j]\n", " [ 0. -1.08e-04j 0. +1.08e-04j]\n", " [ 0.38-1.80e-01j 0.38+1.80e-01j]\n", " [ 0.05+1.75e-02j 0.05-1.75e-02j]\n", " [ 0. +0.00e+00j 0. -0.00e+00j]\n", " [ 0. +0.00e+00j 0. -0.00e+00j]]\n", "[ 2.50e+05+4.44e-12j -1.20e+05-5.11e-11j 4.70e+04-3.07e+05j 4.70e+04+3.07e+05j 2.63e+04+2.27e-11j -3.88e+04-9.01e-12j 2.33e+04+4.02e-12j\n", " 1.03e+03-6.35e-12j 3.45e+01+5.13e-13j -7.98e+03-2.39e-12j -2.15e+04+9.46e-12j 2.11e+05+5.67e-12j -9.67e+03+5.28e-13j 1.39e+04+6.74e-12j\n", " -1.11e+02-3.68e-13j 0.00e+00+0.00e+00j 2.50e+05+0.00e+00j]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "modelName='cDiazepamF'\n", "model=getModel(solution,modelName)\n", "setup=solution[modelName]['setup']\n", "tscale=runSolver.getScale(solution[modelName]['setup'])\n", "print(f'tscale={tscale}')\n", "model.inspect() \n", "\n", "print(\"***********done************\")\n", "print(model.M(1).shape)\n", "#print(sys.fSS(2))\n", "print(model.m)\n", "\n", "nt=setup['nt']\n", "qtmax=1 #minute\n", "qt=numpy.linspace(0,qtmax,nt)\n", "#ft=[fw['derivatives']['fetusGrowthDuration'](x) for x in qt]\n", "par='venousInput'\n", "#plot parameters\n", "try:\n", " hw=model.get(par)\n", " print(hw)\n", " ht=[10*hw['value'](x) for x in qt]\n", " matplotlib.pyplot.plot(qt/tscale,ht)\n", "except (KeyError,TypeError):\n", " print(f'Troubles getting {par}')\n", " pass\n", "start_time=time.time()\n", "for i in range(100000):\n", " model.M(1e7)\n", "end_time=time.time()\n", "print('Time: {:.3f} s'.format(end_time-start_time))\n", "fM=model.M(0)\n", "print('Rank: {}/{}'.format(numpy.linalg.matrix_rank(fM),fM.shape))\n", "numpy.set_printoptions(suppress=True,precision=2,linewidth=150)\n", "print(f'{fM}')\n", "v,Q=numpy.linalg.eig(fM)\n", "#matplotlib.pyplot.imshow(Q.real)\n", "numpy.set_printoptions(suppress=False)\n", "print(Q[:,2:4])\n", "Q1=numpy.linalg.inv(Q)\n", "D=numpy.diag(v)\n", "#nearly 0\n", "#print(Q @ D @ Q1 - fM)\n", "fu=model.u(0)\n", "print(Q1 @ fu)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "modelFile: /home/studen/temp/cDiazepamF/model.json True\n", "parameterFile: /home/studen/temp/cDiazepamF/parameters.json True\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i=0\n", "modelName='cDiazepamF'\n", "model=getModel(solution,modelName)\n", "tscale=runSolver.getScale(solution[modelName]['setup'])\n", "setup=solution[modelName]['setup']\n", "name=['venous','adipose','brain',\n", " 'heart','kidney','liver',\n", " 'lung','muscle','skin',\n", " #'brainBlood','inorganicMercury','total'\n", " 'stomach','splanchnic','excrement'\n", " ]\n", "tmax=solution[modelName]['t'][-1]\n", "max=[-1]*len(name)\n", "#max[2]=2000\n", "models={}\n", "models['cDiazepam']={'color':'orange','shadeColor':'red'}\n", "models['cDiazepamF']={'color':'black','shadeColor':'green'}\n", "\n", "fig, axs = matplotlib.pyplot.subplots(4, 3,figsize=(15,20))\n", "for i in range(len(name)):\n", " row=i//3\n", " col=i%3\n", " ax=axs[row,col]\n", " for m in models:\n", " fM=models[m]\n", " Q=solution[m]\n", " v=name[i]\n", " try:\n", " j=Q['lut'][v]\n", " except KeyError:\n", " try:\n", " v1=alias[v]\n", " except KeyError:\n", " print('No data for {}'.format(v))\n", " continue \n", " try:\n", " j=Q['lut'][v1]\n", " except KeyError:\n", " print('No data for {}/{}'.format(v,v1))\n", " continue \n", " \n", " fy=Q['sol'][:,j]\n", " fe=Q['se'][:,j]\n", " t=Q['t']\n", " ax.plot(t/tscale,fy,color=fM['color'])\n", " ax.fill_between(t/tscale, fy-fe, fy + fe, color=fM['shadeColor'],alpha=0.1)\n", " ax.plot(t/tscale,fy-fe,color=fM['shadeColor'],linewidth=1,alpha=0.2)\n", " ax.plot(t/tscale,fy+fe,color=fM['shadeColor'],linewidth=1,alpha=0.2)\n", " \n", " \n", " if max[i]>0:\n", " axs[row,col].set_ylim([0,max[i]])\n", " axs[row,col].set_xlim([0,1.1*tmax/tscale])\n", " axs[row,col].set_xlabel(setup['tUnit'])\n", " axs[row,col].set_title(name[i])\n", " \n", "\n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Q=data['humanHG_RBC']['solution']\n", "lut=Q['lut']\n", "fy1=Q['sol'][:,lut['redBloodCells']]\n", "fy=Q['sol'][:,lut['plasma']]\n", "qy=fy1[1:]/fy[1:]\n", "t=Q['t']\n", "matplotlib.pyplot.plot(t[1:],qy)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "pmodel=cModel.model()\n", "\n", "model.parse(modelFile,parameterFile)\n", "print('w(oI) {}'.format(model.getWeight('oralIngestion')))\n", "t,sol,se,sOut,qt,lut,lutSE,setup1=runSolver.loadSolutionFromDir(humanHG)\n", "compartment='kidney'\n", "#compartment='liverI'\n", "d=model.getDerivatives(sOut,lut[compartment])\n", "w=model.getWeights(lutSE)\n", "w=numpy.ones((len(lutSE)))\n", "print('Sum ({}, der, sigma_p)'.format(compartment))\n", "s={x:d[lutSE[x]]*w[lutSE[x]] for x in lutSE}\n", "s=dict(sorted(s.items(), key=lambda item:item[1],reverse=True))\n", "for p in list(s)[:10]:\n", " j=lutSE[p]\n", " print('\\t{:.2g} [{:.2g} {:.2g}] {} '.format(d[j]*w[j],d[j],w[j],p))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "modelFile: /home/studen/temp/humanHGplusI_RBC/model.json True\n", "parameterFile: /home/studen/temp/humanHGplusI_RBC/parameters.json True\n" ] }, { "data": { "text/plain": [ "{'value': 4.33728,\n", " 'derivatives': {'plasmaTotalVolumeFraction': 67.77,\n", " 'redBloodCellsVolumeFraction': 67.77,\n", " 'bodyWeight': 0.064}}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model=getModel(data,'humanHGplusI_RBC')\n", "tscale=runSolver.getScale(data['humanHGplusI_RBC']['solution']['setup'])\n", "#calculate total mass of xeno-substance\n", "model.get(\"bloodToPlasmaPCscale\")\n", "model.get(\"bloodVolume\")\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "modelFile: /home/studen/temp/humanHGplusI_RBC/model.json True\n", "parameterFile: /home/studen/temp/humanHGplusI_RBC/parameters.json True\n", "0\n", "1\n", "2\n", "3\n", "5\n", "6\n", "7\n", "9\n", "10\n", "11\n", "12\n", "13\n", "15\n", "16\n", "17\n", "19\n", "0.999999998652029\n", "[('brainI', 5.591268564730524e-08), ('urine', 6.920503851883565e-07), ('hairI', 2.829112820729282e-06), ('hair', 2.5908112965118847e-05), ('bloodI', 6.48014370354082e-05), ('kidneyI', 0.00034539782696188444), ('brainBlood', 0.0008838108138251085), ('fecesI', 0.0009365878956040508), ('liverI', 0.0016857155746677485), ('plasma', 0.002537491433132075), ('venous', 0.0025444401202051573), ('brain', 0.004082574560654416), ('kidney', 0.010365728769627663), ('gut', 0.013662463918991298), ('fat', 0.0257916393847429), ('feces', 0.02667203433643526), ('redBloodCells', 0.03545009717387017), ('richlyPerfused', 0.0636064259191453), ('liver', 0.09840624607901789), ('intestine', 0.30824288460368277), ('slowlyPerfused', 0.40469217361557336)]\n" ] }, { "data": { "text/plain": [ "{'value': 4.33728,\n", " 'derivatives': {'plasmaTotalVolumeFraction': 67.77,\n", " 'redBloodCellsVolumeFraction': 67.77,\n", " 'bodyWeight': 0.064}}" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "getSum(data,'humanHGplusI_RBC')\n", "tscale=runSolver.getScale(Q['setup'])\n", "#calculate total mass of xeno-substance\n", "model.get(\"bloodToPlasmaPCscale\")\n", "model.get(\"bloodVolume\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }