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10x Xenium

Human bone marrow

GSM9444342

silver Interactive viewer plasma cell myeloma No linked publication
Human bone marrow preview
print(sdata)
SpatialData object
├── Images
│     └── 'morphology_mip': DataTree[cyx] (1, 20440, 39819), (1, 10220, 19909), (1, 5110, 9954), (1, 2555, 4977), (1, 1277, 2488)
├── Labels
│     ├── 'cell_labels': DataTree[yx] (20342, 38588), (10171, 19294), (5085, 9647), (2542, 4823), (1271, 2411)
│     └── 'nucleus_labels': DataTree[yx] (20316, 38586), (10158, 19293), (5079, 9646), (2539, 4823), (1269, 2411)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (79796, 1) (2D shapes)
│     ├── 'cell_circles': GeoDataFrame shape: (79796, 2) (2D shapes)
│     └── 'nucleus_boundaries': GeoDataFrame shape: (80795, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (79796, 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("cQsfe4dyfa4dlPbL0000")
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("cQsfe4dyfa4dlPbL")   # 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 cQsfe4dyfa4dlPbL0000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/cQsfe4dyfa4dlPbL

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid cQsfe4dyfa4dlPbL

License: NCBI GEO policy

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Metadata

Technology
10x Xenium
Organism
human
Tissue
bone marrow
Condition
plasma cell myeloma
Modality
RNA
Observations (cells)
79,796
Tier
silver
Size
948 MB
Sample ID
GSM9444342
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