10x Xenium
Human bone marrow
GSM9444348
silver Interactive viewer plasma cell myeloma No linked publication
print(sdata)
SpatialData object
├── Images
│ └── 'morphology_mip': DataTree[cyx] (1, 20551, 39781), (1, 10275, 19890), (1, 5137, 9945), (1, 2568, 4972), (1, 1284, 2486)
├── Labels
│ ├── 'cell_labels': DataTree[yx] (19460, 39235), (9730, 19617), (4865, 9808), (2432, 4904), (1216, 2452)
│ └── 'nucleus_labels': DataTree[yx] (19420, 39216), (9710, 19608), (4855, 9804), (2427, 4902), (1213, 2451)
├── Shapes
│ ├── 'cell_boundaries': GeoDataFrame shape: (27547, 1) (2D shapes)
│ ├── 'cell_circles': GeoDataFrame shape: (27547, 2) (2D shapes)
│ └── 'nucleus_boundaries': GeoDataFrame shape: (27582, 2) (2D shapes)
└── Tables
└── 'table': AnnData (27547, 477)
with coordinate systems:
▸ 'global', with elements:
morphology_mip (Images), cell_labels (Labels), nucleus_labels (Labels), cell_boundaries (Shapes), cell_circles (Shapes), nucleus_boundaries (Shapes) Python · sddb client
from sddb import Catalog
ds = Catalog().dataset("sIuTqlao2IH8fdbE0000")
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("sIuTqlao2IH8fdbE") # 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 sIuTqlao2IH8fdbE0000 --dest data/
# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/sIuTqlao2IH8fdbE
# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid sIuTqlao2IH8fdbELicense: NCBI GEO policy
Metadata
- Technology
- 10x Xenium
- Organism
- human
- Tissue
- bone marrow
- Condition
- plasma cell myeloma
- Modality
- RNA
- Observations (cells)
- 27,547
- Tier
- silver
- Size
- 768 MB
- Sample ID
- GSM9444348
- License
- NCBI GEO policy
- Published
- Oct 3, 2026
Cite this dataset
No linked publication found — please cite the data source: NCBI GEO ↗.
Source: NCBI GEO ↗ · License: NCBI GEO policy ↗ · Reprocessed to SpatialData by SpatialData-DB