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10x Xenium

Human breast

xenium-ffpe-human-breast-biomarkers__human-breast-biomarkers-s2-mid

silver Interactive viewer H&E No linked publication
Human breast preview
print(sdata)
SpatialData object
├── Images
│     ├── 'he_image': DataTree[cyx] (3, 38540, 27235), (3, 19270, 13617), (3, 9635, 6808), (3, 4817, 3404), (3, 2408, 1702)
│     └── 'morphology_focus': DataTree[cyx] (4, 37351, 51082), (4, 18675, 25541), (4, 9337, 12770), (4, 4668, 6385), (4, 2334, 3192)
├── Labels
│     ├── 'cell_labels': DataTree[yx] (37351, 51082), (18675, 25541), (9337, 12770), (4668, 6385), (2334, 3192)
│     └── 'nucleus_labels': DataTree[yx] (37351, 51082), (18675, 25541), (9337, 12770), (4668, 6385), (2334, 3192)
├── Points
│     └── 'transcripts': DataFrame with shape: (74273457, 13) (3D points)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (380739, 1) (2D shapes)
│     ├── 'cell_circles': GeoDataFrame shape: (380739, 2) (2D shapes)
│     └── 'nucleus_boundaries': GeoDataFrame shape: (387485, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (380739, 280)
with coordinate systems:
    ▸ 'global', with elements:
        he_image (Images), morphology_focus (Images), cell_labels (Labels), nucleus_labels (Labels), transcripts (Points), cell_boundaries (Shapes), cell_circles (Shapes), nucleus_boundaries (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("dNKJ7pgFj8SVgwaf0001")
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("dNKJ7pgFj8SVgwaf")   # 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 dNKJ7pgFj8SVgwaf0001 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/dNKJ7pgFj8SVgwaf

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid dNKJ7pgFj8SVgwaf

License: CC BY 4.0

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Metadata

Technology
10x Xenium
Organism
human
Tissue
breast
Modality
RNA
Observations (cells)
380,739
Transcripts
74,273,457
Tier
silver
Chemistry
Xenium v1
Magnification
40x
Resolution
27,235 × 38,540 px
mpp
0.007 µm/px
Size
10.3 GB
Sample ID
xenium-ffpe-human-breast-biomarkers__human-breast-biomarkers-s2-mid
License
CC BY 4.0
Published
Dec 11, 2025

Cite this dataset

No linked publication found — please cite the data source: 10x Genomics ↗.

Source: 10x Genomics ↗ · License: CC BY 4.0 ↗ · Reprocessed to SpatialData by SpatialData-DB