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Last active April 17, 2024 08:59
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compute suv from pet
** PLEASE NOTE ***
there are many other solutions for computing SUV, see below link for more info.
https://qibawiki.rsna.org/index.php/Standardized_Uptake_Value_(SUV)

This gist contains code to perform the below with python (3.7).

+ download data from TCIA via tcia-rest api. (download.py, tciaclient.py)

+ compute SUV from PET. (utils.py)

See suv-demo.ipynb for example usage.

import sys,os
from tciaclient import TCIAClient
if __name__ == '__main__':
series_instance_uid = sys.argv[1]
file_path = sys.argv[2]
folder = os.path.dirname(file_path)
basename = os.path.basename(file_path)
if not basename.endswith('.zip'):
basename = basename+'.zip'
tcia_client = TCIAClient(apiKey=None, baseUrl="https://services.cancerimagingarchive.net/services/v3",resource="TCIA")
tcia_client.get_image(seriesInstanceUid=series_instance_uid,downloadPath=folder,zipFileName=basename)
'''
!rm -rf img
!mkdir -p img/pet;mkdir -p img/ct;
!python single_download.py 1.3.6.1.4.1.14519.5.2.1.5099.8010.427264300850965737262860055580 img/ct/ct.zip
!python single_download.py 1.3.6.1.4.1.14519.5.2.1.5099.8010.308184765901558710285007064772 img/pet/pet.zip
!unzip img/ct/ct.zip -d img/ct;unzip img/pet/pet.zip -d img/pet;
SeriesInstanceUID,StudyInstanceUID,Modality,ProtocolName,SeriesDate,SeriesDescription,BodyPartExamined,SeriesNumber,Collection,Manufacturer,ManufacturerModelName,SoftwareVersions,Visibility,ImageCount,PatientID,PatientName,PatientSex,StudyDate,StudyDescription,PatientAge,SeriesCount
1.3.6.1.4.1.14519.5.2.1.5099.8010.427264300850965737262860055580,1.3.6.1.4.1.14519.5.2.1.5099.8010.199920086920823171706454903251,CT,HeadNeckPETCT,1999-08-23,CT 5.0 H30s,HEADNECK,2.000000,Head-Neck Cetuximab,SIEMENS,Emotion,VA40C,1,113,0522c0001,0522c0001,F,1999-08-23,Neck^HeadNeckPETCT,000D,3
1.3.6.1.4.1.14519.5.2.1.5099.8010.308184765901558710285007064772,1.3.6.1.4.1.14519.5.2.1.5099.8010.199920086920823171706454903251,PT,,1999-08-23,PET WB,HEADNECK,606.000000,Head-Neck Cetuximab,CPS,1062,,1,112,0522c0001,0522c0001,F,1999-08-23,Neck^HeadNeckPETCT,000D,3
'''
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"download image"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/scratch/pteng/conda/py37tf/lib/python3.7/site-packages/urllib3/connectionpool.py:847: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
" InsecureRequestWarning)\n",
"/scratch/pteng/conda/py37tf/lib/python3.7/site-packages/urllib3/connectionpool.py:847: InsecureRequestWarning: Unverified HTTPS request is being made. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#ssl-warnings\n",
" InsecureRequestWarning)\n",
"Archive: img/ct/ct.zip\n",
" inflating: img/ct/1-278.dcm \n",
" inflating: img/ct/2-279.dcm \n",
" inflating: img/ct/3-280.dcm \n",
" inflating: img/ct/4-281.dcm \n",
" inflating: img/ct/5-282.dcm \n",
" inflating: img/ct/6-283.dcm \n",
" inflating: img/ct/7-284.dcm \n",
" inflating: img/ct/8-285.dcm \n",
" inflating: img/ct/9-286.dcm \n",
" inflating: img/ct/10-287.dcm \n",
" inflating: img/ct/11-288.dcm \n",
" inflating: img/ct/12-289.dcm \n",
" inflating: img/ct/13-290.dcm \n",
" inflating: img/ct/14-291.dcm \n",
" inflating: img/ct/15-292.dcm \n",
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"Archive: img/pet/pet.zip\n",
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" inflating: img/pet/88-286.dcm \n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" inflating: img/pet/89-287.dcm \n",
" inflating: img/pet/90-288.dcm \n",
" inflating: img/pet/91-289.dcm \n",
" inflating: img/pet/92-290.dcm \n",
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" inflating: img/pet/112-010.dcm \n"
]
}
],
"source": [
"!rm -rf img\n",
"!mkdir -p img/pet;mkdir -p img/ct;\n",
"!python download.py 1.3.6.1.4.1.14519.5.2.1.5099.8010.427264300850965737262860055580 img/ct/ct.zip\n",
"!python download.py 1.3.6.1.4.1.14519.5.2.1.5099.8010.308184765901558710285007064772 img/pet/pet.zip\n",
"!unzip img/ct/ct.zip -d img/ct;unzip img/pet/pet.zip -d img/pet;"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from utils import sort_by_instance_number, imread, compute_suv"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"compute suv"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"\n",
"root = 'img/ct'\n",
"image_file_list = [os.path.join(root,x) for x in os.listdir(root) if x.endswith('.dcm')]\n",
"ct_image_file_list = sort_by_instance_number(image_file_list)\n",
"ct_arr,ct_spacing,origin,direction = imread(ct_image_file_list)\n",
"\n",
"root = 'img/pet'\n",
"pet_image_file_list = [os.path.join(root,x) for x in os.listdir(root) if x.endswith('.dcm')]\n",
"pet_image_file_list = sort_by_instance_number(pet_image_file_list)\n",
"suv, estimated, raw,spacing,origin,direction = compute_suv(pet_image_file_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"visualize suv"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"estimated? False\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,5))\n",
"o = {0:'Axial',1:'Coronal',2:'Sagittal'}\n",
"for x in range(3):\n",
" plt.subplot(131+x)\n",
" plt.imshow(np.max(suv,axis=x))\n",
" plt.colorbar()\n",
" _=plt.title(f'{o[x]} MIP SUV (g/mL)')\n",
"print('estimated?',estimated)\n",
"\n",
"plt.figure(figsize=(15,5))\n",
"for x in range(3):\n",
" plt.subplot(131+x)\n",
" aspect = 1\n",
" if x > 0:\n",
" aspect = ct_spacing[2]/ct_spacing[0]\n",
" plt.imshow(np.mean(ct_arr,axis=x),cmap='gray',aspect=aspect)\n",
" plt.colorbar()\n",
" _=plt.title(f'{o[x]} mean projection intensity')"
]
},
{
"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": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
# https://raw.githubusercontent.com/TCIA-Community/TCIA-API-SDK/master/tcia-rest-client-python/src/tciaclient.py
import os
import urllib3
import urllib
import sys
import math
import traceback
#
# Refer https://wiki.cancerimagingarchive.net/display/Public/REST+API+Usage+Guide for complete list of API
#
class TCIAClient:
GET_IMAGE = "getImage"
GET_MANUFACTURER_VALUES = "getManufacturerValues"
GET_MODALITY_VALUES = "getModalityValues"
GET_COLLECTION_VALUES = "getCollectionValues"
GET_BODY_PART_VALUES = "getBodyPartValues"
GET_PATIENT_STUDY = "getPatientStudy"
GET_SERIES = "getSeries"
GET_PATIENT = "getPatient"
GET_SERIES_SIZE = "getSeriesSize"
CONTENTS_BY_NAME = "ContentsByName"
def __init__(self, apiKey, baseUrl, resource, maxsize=5):
self.apiKey = apiKey
self.baseUrl = baseUrl + "/" + resource
self.pool_manager = urllib3.PoolManager(maxsize=maxsize)
def execute(self, url, queryParameters={},preload_content=True):
queryParameters = dict((k, v) for k, v in queryParameters.items() if v)
headers = {}
if self.apiKey is not None:
headers = {"api_key" : self.apiKey }
queryString = "?%s" % urllib.parse.urlencode(queryParameters)
requestUrl = url + queryString
request = self.pool_manager.request(method='GET', url=requestUrl , headers=headers, preload_content=preload_content)
return request
def get_modality_values(self,collection = None , bodyPartExamined = None , modality = None , outputFormat = "json" ):
serviceUrl = self.baseUrl + "/query/" + self.GET_MODALITY_VALUES
queryParameters = {"Collection" : collection , "BodyPartExamined" : bodyPartExamined , "Modality" : modality , "format" : outputFormat }
resp = self.execute(serviceUrl , queryParameters)
return resp
def get_series_size(self, SeriesInstanceUID = None, outputFormat = "json"):
serviceUrl = self.baseUrl + "/query/" + self.GET_SERIES_SIZE
queryParameters = {"SeriesInstanceUID" : SeriesInstanceUID, "format" :
outputFormat}
resp = self.execute(serviceUrl, queryParameters)
return resp
def contents_by_name(self, name = None):
serviceUrl = self.baseUrl + "/query/" + self.CONTENTS_BY_NAME
queryParameters = {"name" : name}
resp = self.execute(serviceUrl,queryParameters)
return resp
def get_manufacturer_values(self,collection = None , bodyPartExamined = None, modality = None , outputFormat = "json"):
serviceUrl = self.baseUrl + "/query/" + self.GET_MANUFACTURER_VALUES
queryParameters = {"Collection" : collection , "BodyPartExamined" : bodyPartExamined , "Modality" : modality , "format" : outputFormat }
resp = self.execute(serviceUrl , queryParameters)
return resp
def get_collection_values(self,outputFormat = "json" ):
serviceUrl = self.baseUrl + "/query/" + self.GET_COLLECTION_VALUES
queryParameters = { "format" : outputFormat }
resp = self.execute(serviceUrl , queryParameters)
return resp
def get_body_part_values(self,collection = None , bodyPartExamined = None , modality = None , outputFormat = "json" ):
serviceUrl = self.baseUrl + "/query/" + self.GET_BODY_PART_VALUES
queryParameters = {"Collection" : collection , "BodyPartExamined" : bodyPartExamined , "Modality" : modality , "format" : outputFormat }
resp = self.execute(serviceUrl , queryParameters)
return resp
def get_patient_study(self,collection = None , patientId = None , studyInstanceUid = None , outputFormat = "json" ):
serviceUrl = self.baseUrl + "/query/" + self.GET_PATIENT_STUDY
queryParameters = {"Collection" : collection , "PatientID" : patientId , "StudyInstanceUID" : studyInstanceUid , "format" : outputFormat }
resp = self.execute(serviceUrl , queryParameters)
return resp
def get_series(self, collection = None , modality = None , studyInstanceUID = None, seriesInstanceUID = None , outputFormat = "json" ):
serviceUrl = self.baseUrl + "/query/" + self.GET_SERIES
queryParameters = {"Collection" : collection , "StudyInstanceUID": studyInstanceUID, "SeriesInstanceUID" : seriesInstanceUID , "Modality" : modality , "format" : outputFormat }
resp = self.execute(serviceUrl , queryParameters)
return resp
def get_patient(self,collection = None , outputFormat = "json" ):
serviceUrl = self.baseUrl + "/query/" + self.GET_PATIENT
queryParameters = {"Collection" : collection , "format" : outputFormat }
resp = self.execute(serviceUrl , queryParameters)
return resp
def get_image(self , seriesInstanceUid , downloadPath, zipFileName):
serviceUrl = self.baseUrl + "/query/" + self.GET_IMAGE
queryParameters = { "SeriesInstanceUID" : seriesInstanceUid }
#os.umask(0002)
try:
file = os.path.join(downloadPath, zipFileName)
resp = self.execute( serviceUrl , queryParameters, preload_content=False)
downloaded = 0
CHUNK = 256 * 10240
with open(file, 'wb') as fp:
for chunk in resp.stream(CHUNK):
fp.write(chunk)
except urllib3.exceptions.HTTPError as e:
print("HTTP Error:",e.code , serviceUrl)
return False
except:
traceback.print_exc()
return False
return True
import os
import traceback
import datetime
import numpy as np
import pydicom
import SimpleITK as sitk
def sort_by_instance_number(image_file_list):
data = []
for row in image_file_list:
f=pydicom.dcmread(row)
data.append({'f':row,'n':f.InstanceNumber})
data=sorted(data,key=lambda x: x['n'])
return [x['f'] for x in data]
def imread(fpath):
if isinstance(fpath,list):
image_file_list = fpath
image_file_list = sort_by_instance_number(image_file_list)
reader = sitk.ImageSeriesReader()
reader.SetFileNames(image_file_list)
elif fpath.endswith('.list'):
with open(fpath,'r') as f:
dicom_names = [x for x in f.read().split('\n') if len(x) > 0]
if not os.path.exists(dicom_names[0]):
image_file_list = [os.path.join(os.path.dirname(fpath),x) for x in dicom_names]
image_file_list = sort_by_instance_number(image_file_list)
reader = sitk.ImageSeriesReader()
reader.SetFileNames(image_file_list)
else:
reader= sitk.ImageFileReader()
reader.SetFileName(fpath)
img = reader.Execute()
arr = sitk.GetArrayFromImage(img)
spacing = img.GetSpacing()
origin = img.GetOrigin()
direction = img.GetDirection()
return arr,spacing,origin,direction
'''
One method to compute suv.
translated from https://github.com/mvallieres/radiomics by Martin Vallières
more refs.
https://wiki.cancerimagingarchive.net/display/Public/Head-Neck-PET-CT#0b323d6250cc42fa8fa09821fabe0bd7
https://qibawiki.rsna.org/index.php/Standardized_Uptake_Value_(SUV)
'''
def compute_suv(image_file_list):
estimated = False
raw,spacing,origin,direction = imread(image_file_list)
f=pydicom.dcmread(image_file_list[0])
try:
weight_grams = float(f.PatientWeight)*1000
except:
traceback.print_exc()
weight_grams = 75000
estimated = True
try:
# Get Scan time
scantime = datetime.datetime.strptime(f.AcquisitionTime,'%H%M%S.%f')
# Start Time for the Radiopharmaceutical Injection
injection_time = datetime.datetime.strptime(f.RadiopharmaceuticalInformationSequence[0].RadiopharmaceuticalStartTime,'%H%M%S.%f')
# Half Life for Radionuclide # seconds
half_life = float(f.RadiopharmaceuticalInformationSequence[0].RadionuclideHalfLife)
# Total dose injected for Radionuclide
injected_dose = float(f.RadiopharmaceuticalInformationSequence[0].RadionuclideTotalDose)
# Calculate decay
decay = np.exp(-np.log(2)*((scantime-injection_time).seconds)/half_life);
# Calculate the dose decayed during procedure
injected_dose_decay = injected_dose*decay; # in Bq
except:
traceback.print_exc()
decay = np.exp(-np.log(2)*(1.75*3600)/6588); # 90 min waiting time, 15 min preparation
injected_dose_decay = 420000000 * decay; # 420 MBq
estimated = True
# Calculate SUV # g/ml
suv = raw*weight_grams/injected_dose_decay
return suv, estimated, raw,spacing,origin,direction
@pangyuteng
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updated version of the similar code for ONLY image download is available below (commited as a code repo).
https://github.com/pangyuteng/tcia-image-download-python

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