fusion-tools 2.0.5

Modular visualization and analysis dashboard creation for high-resolution microscopy images

fusion-tools

Modular visualization and analysis dashboard creation for high-resolution microscopy images.

Installation

$ pip install fusion-tools

Usage

fusion-tools is intended to bring some of the functionality found in FUSION to developers working with whole slide images (WSIs) stored locally.

One such example would be the Visualization and SlideMap class:

from fusion_tools import Visualization
from fusion_tools.tileserver import LocalTileServer
from fusion_tools.components import SlideMap

vis_session = Visualization(
    local_slides = [path_to_slide]
    components = [
        [
            SlideMap()
        ]
    ]
)

vis_session.start()

The Visualization class lets users construct custom layouts of different tools by passing a list containing rows, columns, and tabs. (e.g. [ [column in row 1], [ [ tab 1 in column 2 in row 1, tab 2 in column 2 in row 1] ], [ [ column 1 in row 2 ] ] ] ).

By passing a list of paths to locally-stored whole slide images (WSIs), fusion-tools automatically generates a LocalTileServer which is bundled in with the Visualization session to allow for high-resolution image viewing.

from fusion_tools import Visualization
from fusion_tools.components import SlideMap, OverlayOptions, PropertyViewer
from fusion_tools.utils.shapes import load_aperio


path_to_slide = '/path/to/wsi.svs'
path_to_annotations = '/path/to/aperio_annotations.xml'

annotations = load_aperio(path_to_annotations)

vis_session = Visualization(
    local_slides = [path_to_slide],
    local_annotations = [annotations],
    components = [
        [
            SlideMap(),
            [
                OverlayOptions(),
                PropertyViewer()
            ]
        ]
    ]
)

vis_session.start()

You can also access remote tile servers (either through DSATileServer or CustomTileServer) as well as annotations stored on a Digital Slide Archive instance.

from fusion_tools import Visualization, DSAHandler
from fusion_tools.tileserver import DSATileServer
from fusion_tools.components import SlideMap

# Grabbing first item from demo DSA instance
base_url = 'https://demo.kitware.com/histomicstk/api/v1'
item_id = '5bbdeed1e629140048d01bcb'

# Starting the DSAHandler to grab information:
dsa_handler = DSAHandler(
    girderApiUrl = base_url
)

# Checking how many annotations this item has:
#print('This item has the following annotations: ')
#print(dsa_handler.query_annotation_count(item=item_id).to_dict('records'))

vis_session = Visualization(
    tileservers = [dsa_handler.get_tile_server(item_id)],
    components = [
        [
            SlideMap()
        ]
    ]
)

vis_session.start()

You can also use some of segmentation components for adding labels and annotations to structures in the slide.

Creating annotations on top of structures

Applying labels to many structures at the same time

from fusion_tools import Visualization, DSAHandler
from fusion_tools.tileserver import DSATileServer
from fusion_tools.components import SlideMap, FeatureAnnotation, BulkLabels

# Grabbing first item from demo DSA instance
base_url = 'https://demo.kitware.com/histomicstk/api/v1'
item_id = '5bbdeed1e629140048d01bcb'

# Starting the DSAHandler to grab information:
dsa_handler = DSAHandler(
    girderApiUrl = base_url
)

# Checking how many annotations this item has:
#print('This item has the following annotations: ')
#print(dsa_handler.query_annotation_count(item=item_id).to_dict('records'))

vis_session = Visualization(
    tileservers = [dsa_handler.get_tile_server(item_id)],
    components = [
        [
            SlideMap(),
            [
                FeatureAnnotation(
                    storage_path = os.getcwd()+'\\tests\\Test_Annotations\\',
                    labels_format = 'json',
                    annotations_format = 'rgb'
                ),
                BulkLabels()
            ]
        ]
    ]
)

vis_session.start()

Contributing

Open to contributions. Feel free to submit a PR or post feature requests in Issues

Open Projects:

• Automated segmentation workflow for locally stored images (active-learning, SAM, etc.)
• Monitoring long-running model training/other external processes
• Import anndata spatial --omics dataset (UPDATE (v2.0.0): see utils.shapes.load_visium for example loading 10x Visium dataset)

License

fusion-tools was created by Samuel Border. It is licensed under the terms of the Apache 2.0 License