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CosMx

Human breast

multiomic_breast

silver Interactive viewer breast cancer No linked publication
Human breast preview
print(sdata)
SpatialData object
├── Points
│     └── 'transcripts': DataFrame with shape: (1073170806, 12) (2D points)
├── Shapes
│     ├── 'cells_polygons': GeoDataFrame shape: (153832, 9) (2D shapes)
│     ├── 'cells_polygons_for_vitessce': GeoDataFrame shape: (152444, 2) (2D shapes)
│     └── 'fov_boxes': GeoDataFrame shape: (383, 2) (2D shapes)
└── Tables
      ├── 'protein_table': AnnData (153832, 69)
      └── 'table': AnnData (152444, 20385)
with coordinate systems:
    ▸ 'global', with elements:
        transcripts (Points), cells_polygons (Shapes), cells_polygons_for_vitessce (Shapes), fov_boxes (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("K1v57r8i8fQeI0Ul0000")
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("K1v57r8i8fQeI0Ul")   # 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 K1v57r8i8fQeI0Ul0000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/K1v57r8i8fQeI0Ul

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid K1v57r8i8fQeI0Ul

License: Bruker terms of use (pending review) (noncommercial)

View on Lamin ↗ Open in Vitessce ↗ Flag a data issue

Metadata

Technology
CosMx
Organism
human
Tissue
breast
Condition
breast cancer
Modality
RNA · protein
Observations (cells)
152,444
Transcripts
358,103,480
Tier
silver
Chemistry
CosMx Multiomics
Size
5.2 GB
Sample ID
multiomic_breast
License
Bruker terms of use (pending review) NonCommercial
Published
Dec 18, 2025

Cite this dataset

No linked publication found — please cite the data source: brukerspatialbiology.com ↗.

Source: brukerspatialbiology.com ↗ · License: Bruker terms of use (pending review) ↗ · Reprocessed to SpatialData by SpatialData-DB