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10x Xenium

Human breast

xenium-ffpe-human-breast-biomarkers__human-breast-biomarkers-s4-bot

silver Interactive viewer H&E No linked publication
Human breast preview
print(sdata)
SpatialData object
├── Images
│     ├── 'he_image': DataTree[cyx] (3, 30322, 21607), (3, 15161, 10803), (3, 7580, 5401), (3, 3790, 2700), (3, 1895, 1350)
│     └── 'morphology_focus': DataTree[cyx] (4, 30836, 42656), (4, 15418, 21328), (4, 7709, 10664), (4, 3854, 5332), (4, 1927, 2666)
├── Labels
│     ├── 'cell_labels': DataTree[yx] (30836, 42656), (15418, 21328), (7709, 10664), (3854, 5332), (1927, 2666)
│     └── 'nucleus_labels': DataTree[yx] (30836, 42656), (15418, 21328), (7709, 10664), (3854, 5332), (1927, 2666)
├── Points
│     └── 'transcripts': DataFrame with shape: (90495390, 13) (3D points)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (201955, 1) (2D shapes)
│     ├── 'cell_circles': GeoDataFrame shape: (201955, 2) (2D shapes)
│     └── 'nucleus_boundaries': GeoDataFrame shape: (199105, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (201955, 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("9LMFX39bVnIxqjN10001")
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("9LMFX39bVnIxqjN1")   # 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 9LMFX39bVnIxqjN10001 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/9LMFX39bVnIxqjN1

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid 9LMFX39bVnIxqjN1

License: CC BY 4.0

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Metadata

Technology
10x Xenium
Organism
human
Tissue
breast
Modality
RNA
Observations (cells)
201,955
Transcripts
90,495,390
Tier
silver
Chemistry
Xenium v1
Magnification
40x
Resolution
21,607 × 30,322 px
mpp
0.008 µm/px
Size
8.0 GB
Sample ID
xenium-ffpe-human-breast-biomarkers__human-breast-biomarkers-s4-bot
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