{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/urllib3/connection.py:391: SubjectAltNameWarning: Certificate for merlin.fmf.uni-lj.si has no `subjectAltName`, falling back to check for a `commonName` for now. This feature is being removed by major browsers and deprecated by RFC 2818. (See https://github.com/urllib3/urllib3/issues/497 for details.)\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "User: andrej studen CSRF: 1a03f123c4c0ef7fdc5740ce155aaf0e\n" ] } ], "source": [ "import sys\n", "import os\n", "import SimpleITK\n", "import numpy\n", "import matplotlib.pyplot\n", "sys.path.append(os.path.join(os.path.expanduser('~'),'software','src','nixSuite','wrapper'))\n", "import nixWrapper\n", "nixWrapper.loadLibrary('labkeyInterface')\n", "import labkeyInterface\n", "net=labkeyInterface.labkeyInterface()\n", "fconfig=os.path.join(os.path.expanduser('~'),'.labkey','network.json')\n", "net.init(fconfig)\n", "net.getCSRF()\n", "import labkeyFileBrowser\n", "sys.path.append(os.getcwd())\n", "import downloadPatient\n", "fb=labkeyFileBrowser.labkeyFileBrowser(net)\n", "project='dinamic_spect/Patients'\n", "locDir=os.path.join(os.path.expanduser('~'),'temp','dynamicSPECT')\n", "import labkeyDatabaseBrowser\n", "db=labkeyDatabaseBrowser.labkeyDB(net)\n", "ds=db.selectRows(project,'study','ImagingData',[])\n", "patients=list(set([row['PatientId'] for row in ds['rows']]))\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#make polar plot\n", "def drawPolar(regionContent,scale):\n", " cmap=matplotlib.pyplot.cm.viridis\n", " #cmap=matplotlib.pyplot.cm.inferno\n", " #cmap=matplotlib.pyplot.cm.magma\n", " #cmap=matplotlib.pyplot.cm.plasma\n", " #cmap=matplotlib.pyplot.cm.Reds\n", " \n", " N=4\n", " r0=8\n", " theta = numpy.linspace(0.0, 2 * numpy.pi, N, endpoint=False)\n", " width = (2*numpy.pi) / N\n", " radii = r0*numpy.ones(theta.size)\n", " theta1 = numpy.linspace(0.0, 2 * numpy.pi, 1, endpoint=False)\n", " width1 = (2*numpy.pi) / 1\n", " radii1 = r0*numpy.ones(theta1.size)\n", " ax = matplotlib.pyplot.subplot(111, polar=True)\n", " barsOuter = ax.bar(theta, radii, width=width, bottom=2*r0)\n", " barsInner = ax.bar(theta, radii, width=width, bottom=1*r0)\n", " barsCenter = ax.bar(theta1, radii1, width=width1, bottom=0*r0)\n", " for (r,b) in zip(regionContent[0:4],barsOuter):\n", " b.set_facecolor(cmap(r*scale))\n", " for (r,b) in zip(regionContent[4:8],barsInner):\n", " b.set_facecolor(cmap(r*scale))\n", " for (r,b) in zip(regionContent[8:9],barsCenter):\n", " b.set_facecolor(cmap(r*scale))\n", " ax.get_yaxis().set_visible(False)\n", " return ax" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "User: andrej studen CSRF: 71974729a92d902434d7ddea345c421b\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "patients1=[patients[5]]\n", "statVar='Mean'\n", "var='k1'\n", "vscale=2*60\n", "nclass=30\n", "classId={'variable':'nclass','value':str(nclass),'oper':'eq'}\n", "ds=db.selectRows(project,'study','ImagingData',[classId])\n", "rows=ds['rows']\n", "for p in patients1:\n", " oDir=os.path.join(locDir,p)\n", " oDirRemote=fb.buildPathURL(project,[p]);\n", " if not os.path.isdir(oDir):\n", " os.makedirs(oDir)\n", " \n", " rows=[row for row in ds['rows'] if row['PatientId']==p]\n", " \n", " scale=vscale\n", " \n", " regionContent=[row[var+'MIR'+statVar] for row in rows]\n", " if var=='v19':\n", " scale=1/numpy.max(regionContent)\n", " ax=drawPolar(regionContent,scale)\n", " ax.set_title('[{}] {} MIR {} ({})'.format(p,var,statVar,nclass),pad=20)\n", " fname='{}MIR_{}_{}{}.png'.format(p,nclass,var,statVar)\n", " matplotlib.pyplot.savefig(os.path.join(oDir,fname))\n", " fb.writeFileToFile(os.path.join(oDir,fname),oDirRemote+'/'+fname)\n", " matplotlib.pyplot.show()\n", " \n", " regionContent=[row[var+'OBR'+statVar] for row in rows]\n", " if var=='v19':\n", " scale=1/numpy.max(regionContent)\n", " ax1=drawPolar(regionContent,scale)\n", " ax1.set_title('[{}] {} OBR {} ({})'.format(p,var,statVar,nclass),pad=20)\n", " fname='{}OBR_{}_{}{}.png'.format(p,nclass,var,statVar)\n", " matplotlib.pyplot.savefig(os.path.join(oDir,fname))\n", " fb.writeFileToFile(os.path.join(oDir,fname),oDirRemote+'/'+fname)\n", " matplotlib.pyplot.show()\n", " \n", " if var!='k1':\n", " continue\n", " regionContent=[row[var+'OBR'+statVar]/row[var+'MIR'+statVar] for row in rows]\n", " #regionContent=[row['k1Ratio'+statVar] for row in rows]\n", " \n", " ax1=drawPolar(regionContent,0.25)\n", " ax1.set_title('[{}] k1 {} Ratio ({})'.format(p, statVar,nclass),pad=20)\n", " fname='{}_{}_k1Ratio{}.png'.format(p,nclass,statVar)\n", " matplotlib.pyplot.savefig(os.path.join(oDir,fname))\n", " fb.writeFileToFile(os.path.join(oDir,fname),oDirRemote+'/'+fname)\n", " matplotlib.pyplot.show()\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'7TM': ['7TMMIR', '7TMOBR'], '10KF': ['10KFMIR', '10KFOBR'], '5MI': ['5MIMIR', '5MIOBR'], '3ZF': ['3ZFMIR', '3ZFOBR'], '11ZM': ['11ZMMIR', '11ZMOBR'], '2SB': ['2SBMIR', '2SMobr']}\n" ] } ], "source": [ "pairs={}\n", "for p in patients:\n", " idFilter={'variable':'PatientId','value':p,'oper':'eq'}\n", " ds=db.selectRows(project,'study','Imaging',[idFilter])\n", " pairs[p]=[r['aliasID'] for r in ds['rows']]\n", "print(pairs)\n", " " ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/urllib3/connection.py:391: SubjectAltNameWarning: Certificate for merlin.fmf.uni-lj.si has no `subjectAltName`, falling back to check for a `commonName` for now. This feature is being removed by major browsers and deprecated by RFC 2818. (See https://github.com/urllib3/urllib3/issues/497 for details.)\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'7TM': ['7TMMIR', '7TMOBR'], '10KF': ['10KFMIR', '10KFOBR'], '5MI': ['5MIMIR', '5MIOBR'], '3ZF': ['3ZFMIR', '3ZFOBR'], '11ZM': ['11ZMMIR', '11ZMOBR'], '2SB': ['2SBMIR', '2SMobr']}\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pairs={}\n", "for p in patients:\n", " idFilter={'variable':'PatientId','value':p,'oper':'eq'}\n", " ds=db.selectRows(project,'study','Imaging',[idFilter])\n", " pairs[p]=[r['aliasID'] for r in ds['rows']]\n", "print(pairs)\n", " \n", "s2=1.0\n", "fig, ax = matplotlib.pyplot.subplots(1,6,figsize=(20,10),subplot_kw={'projection': 'polar'})\n", "i=0 \n", "for pt in pairs:\n", " for p in pairs[pt]:\n", " idFilter={'variable':'aliasID','value':p,'oper':'eq'}\n", " sigmaFilter={'variable':'sigma2','value':str(s2),'oper':'eq'}\n", " typeFilter={'variable':'option','value':'D','oper':'eq'}\n", " ds=db.selectRows(project,'study','Summary',[idFilter,sigmaFilter,typeFilter])\n", " nr=len(ds['rows'])\n", " k1=numpy.zeros(nr)\n", " for r in ds['rows']:\n", " k1[int(r['regionId'])]=60*r['mean']\n", " if k1[0]>0.8:\n", " k1[0]=0\n", " theta1 = numpy.linspace(0.0, 2 * numpy.pi, nr, endpoint=False)\n", " ax[i].plot(theta1,k1)\n", " ax[i].set_rmax(0.8)\n", " ax[i].text(0.5*numpy.pi,0.65,pt,fontsize='large')\n", " #print(k1)\n", " i+=1\n", "matplotlib.pyplot.show()\n", "\n", " " ] }, { "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 }