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MIBI-TOF

Human breast

S-BIAD2708:TA535_R8C4

bronze ductal breast carcinoma in situ No linked publication
MIBI-TOF
print(sdata)
SpatialData object
├── Images
│     └── 'TA535_R8C4_image': DataTree[cyx] (48, 2048, 2048), (48, 1024, 1024), (48, 512, 512), (48, 256, 256), (48, 128, 128)
├── Labels
│     ├── 'TA535_R8C4_nuclear_labels': DataTree[yx] (2048, 2048), (1024, 1024), (512, 512), (256, 256), (128, 128)
│     └── 'TA535_R8C4_whole_cell_labels': DataTree[yx] (2048, 2048), (1024, 1024), (512, 512), (256, 256), (128, 128)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (2898, 2) (2D shapes)
│     └── 'cell_boundaries_for_vitessce': GeoDataFrame shape: (2898, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (2898, 48)
with coordinate systems:
    ▸ 'global', with elements:
        TA535_R8C4_image (Images), TA535_R8C4_nuclear_labels (Labels), TA535_R8C4_whole_cell_labels (Labels), cell_boundaries (Shapes), cell_boundaries_for_vitessce (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("041PThKru01ZGgJC0000")
ds.elements()          # inspect without downloading
sdata = ds.to_sdata()  # cached locally, reused
print(sdata)
Python · lamindb

Needs pip install lamindb and network access to the Lamin database, which is limited during the alpha. If it fails, use the Client tab.

import lamindb as ln

db = ln.DB("scverse/spatialdata-db")
artifact = db.Artifact.get("041PThKru01ZGgJC")   # stem uid: Lamin resolves it to the latest version

sdata = artifact.load()   # cache, then load into memory
group = artifact.open()   # stream without downloading
path  = artifact.cache()  # sync into the local cache, returns the path
Shell
# sddb client: download the .zarr into data/
sddb-cli download 041PThKru01ZGgJC0000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/041PThKru01ZGgJC

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid 041PThKru01ZGgJC

License: CC0 1.0

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Metadata

Technology
MIBI-TOF
Organism
human
Tissue
breast
Condition
ductal breast carcinoma in situ
Modality
protein
Observations (cells)
2,898
Tier
bronze
Chemistry
MIBI
Staining
Antibodies
Size
349 MB
Sample ID
S-BIAD2708:TA535_R8C4
License
CC0 1.0
Published
Jan 19, 2026

Cite this dataset

No linked publication found — please cite the data source: BioImage Archive ↗.

Source: BioImage Archive ↗ · License: CC0 1.0 ↗ · Reprocessed to SpatialData by SpatialData-DB