10x Xenium
Mouse pancreas
GSM9433828
bronze Interactive viewer Provisional

print(sdata)
SpatialData object
├── Images
│ └── 'morphology_mip': DataTree[cyx] (1, 64573, 48265), (1, 32286, 24132), (1, 16143, 12066), (1, 8071, 6033), (1, 4035, 3016)
├── Labels
│ ├── 'cell_labels': DataTree[yx] (61882, 46592), (30941, 23296), (15470, 11648), (7735, 5824), (3867, 2912)
│ └── 'nucleus_labels': DataTree[yx] (61742, 46512), (30871, 23256), (15435, 11628), (7717, 5814), (3858, 2907)
├── Points
│ └── 'transcripts': DataFrame with shape: (93154184, 10) (3D points)
├── Shapes
│ ├── 'cell_boundaries': GeoDataFrame shape: (594930, 1) (2D shapes)
│ ├── 'cell_circles': GeoDataFrame shape: (594930, 2) (2D shapes)
│ └── 'nucleus_boundaries': GeoDataFrame shape: (594930, 1) (2D shapes)
└── Tables
└── 'table': AnnData (594930, 480)
with coordinate systems:
▸ 'global', with elements:
morphology_mip (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("TWNseQUwjBfsc5580000")
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("TWNseQUwjBfsc558") # 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 TWNseQUwjBfsc5580000 --dest data/
# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/TWNseQUwjBfsc558
# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid TWNseQUwjBfsc558 License: NCBI GEO policy
Metadata
- Technology
- 10x Xenium
- Organism
- mouse
- Tissue
- pancreas
- Modality
- RNA
- Observations (cells)
- 594,930
- Transcripts
- 93,154,184
- Tier
- bronze
- Size
- 7.6 GB
- Sample ID
- GSM9433828
- License
- NCBI GEO policy
- Published
- Mar 18, 2026
Cite this dataset
doi.org/10.1016/j.cell.2026.03.032 ↗ BibTeX
@article{geo:GSM9433828,
doi = {10.1016/j.cell.2026.03.032},
title = {GSM9433828},
year = {2026}
} Source: NCBI GEO ↗ · License: NCBI GEO policy ↗ · Reprocessed to SpatialData by SpatialData-DB