The Image Data Resource (IDR) provides a JSON-based API for accessing all datasets, thumbnails and metadata. This API is a combination of the standard OMERO.web API and newly developed search engine.
The code for the IPython notebook below is available on GitHub at IDR_API_example_script.ipynb as well as on the IDR virtual analysis environment and can also be run in public resource like mybinder.org.
OMERO.web uses a default session backend authentication scheme for authentication.
First create a HTTP session using the requests
library:
import requests
INDEX_PAGE = "https://idr.openmicroscopy.org/webclient/?experimenter=-1"
# create http session
with requests.Session() as session:
request = requests.Request('GET', INDEX_PAGE)
prepped = session.prepare_request(request)
response = session.send(prepped)
if response.status_code != 200:
response.raise_for_status()
# initial data
screen_id = 102
MAP_URL = "https://idr.openmicroscopy.org/webclient/api/annotations/?type=map&{type}={screen_id}"
qs = {'type': 'screen', 'screen_id': screen_id}
url = MAP_URL.format(**qs)
for a in session.get(url).json()['annotations']:
namespace = a['ns']
for v in a['values']:
key = v[0]
value = v[1]
print (key, value)
PLATES_URL = "https://idr.openmicroscopy.org/webclient/api/plates/?id={screen_id}"
qs = {'screen_id': screen_id}
url = PLATES_URL.format(**qs)
for p in session.get(url).json()['plates']:
plate_id = p['id']
print (p['id'], p['name'], p['childCount'])
WELLS_IMAGES_URL = "https://idr.openmicroscopy.org/webgateway/plate/{plate_id}/{field}/"
qs = {'plate_id': plate_id, 'field': 0}
url = WELLS_IMAGES_URL.format(**qs)
grid = session.get(url).json()
rowlabels = grid['rowlabels']
collabels = grid['collabels']
for row in grid['grid']:
for cell in row:
if cell is not None:
well_id = cell['wellId']
image_id = cell['id']
thumb_url = cell['thumb_url']
field = cell['field']
print (cell['wellId'], cell['id'], cell['thumb_url'], cell['field'])
qs = {'image_id': image_id}
IMAGE_DETAILS_URL = "https://idr.openmicroscopy.org/webclient/imgData/{image_id}/"
url = IMAGE_DETAILS_URL.format(**qs)
r = session.get(url)
if r.status_code == 200:
print (r.json())
MAP_URL = "https://idr.openmicroscopy.org/webclient/api/annotations/?type=map&{type}={image_id}"
qs = {'type': 'image', 'image_id': image_id}
url = MAP_URL.format(**qs)
for a in session.get(url).json()['annotations']:
namespace = a['ns']
for v in a['values']:
key = v[0]
value = v[1]
print (key, value)
THUMBNAIL_URL = "https://idr.openmicroscopy.org{thumb_url}"
qs = {'thumb_url': thumb_url}
url = THUMBNAIL_URL.format(**qs)
r = session.get(url, stream=True)
if r.status_code == 200:
with open("path_to_thumbnail", 'wb') as f:
# read the data in 128 byte chunks
for chunk in r:
f.write(chunk)
# For other images (non-HCS) use:
THUMBNAIL_URL = "https://idr.openmicroscopy.org/webclient/render_thumbnail/{image_id}/"
BULK_URL = "https://idr.openmicroscopy.org/webgateway/table/Screen.plateLinks.child.wells/{well_id}/query/?query=Well-{well_id}"
qs = {'well_id': well_id}
url = BULK_URL.format(**qs)
r = session.get(url)
print (r.json())
# or download entire bulk_annotation file:
FILEANNOTATION_URL = "https://idr.openmicroscopy.org/webclient/api/annotations/?type=file&screen={screen_id}"
DOWNLOAD_URL = "https://idr.openmicroscopy.org/webclient/annotation/{ann_id}"
qs = {'screen_id': screen_id}
url = FILEANNOTATION_URL.format(**qs)
for a in session.get(url).json()['annotations']:
namespace = a['ns']
ann_id = a['id']
qs2 = {'ann_id': a['id']}
url2 = DOWNLOAD_URL.format(**qs2)
print ("Download URL:", url2)
KEY = "Gene Symbol"
KEYS_SEARCH = "https://idr.openmicroscopy.org/searchengine/api/v1/resources/{type}/searchvaluesusingkey/?key={key}"
values = []
qs1 = {'type': 'image', 'key': KEY}
url = KEYS_SEARCH.format(**qs1)
json = session.get(url).json()
for d in json['data']:
if d['Value']:
values.append(d['Value'])
values.sort()
print (values)
KEY = "Gene Symbol"
IMAGE_URL = "{base}/webclient/?show=image-{image_id}"
IMAGE_VIEWER = "{base}/webclient/img_detail/{image_id}/"
THUMBNAIL_URL = "{base}/webclient/render_thumbnail/{image_id}/"
ATTRIBUTES_URL = "{base}/webclient/api/annotations/?type=map&image={image_id}" # noqa
IDR_BASE_URL = "https://idr.openmicroscopy.org"
KEY_VALUE_SEARCH = "https://idr.openmicroscopy.org/searchengine/api/v1/resources/{type}/search/?key={key}&value={value}"
gene = "ade8"
qs1 = {'type': 'image', 'key': KEY, 'value': gene}
url = KEY_VALUE_SEARCH.format(**qs1)
json = session.get(url).json()
if 'results' in json['results']:
images = json['results']['results']
for image in images:
image_id = image['id']
print('Image link:', IMAGE_URL.format(**{'base': IDR_BASE_URL, 'image_id': image_id}))
print('Image viewer link:', IMAGE_VIEWER.format(**{'base': IDR_BASE_URL, 'image_id': image_id}))
print('Thumbnail URL:', THUMBNAIL_URL.format(**{'base': IDR_BASE_URL, 'image_id': image_id}))
key_values = image['key_values']
for k in key_values:
print ("%s, %s" % (k['name'], k['value']))
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