← All datasets
10x Xenium

Human bone marrow

GSM9444336

silver Interactive viewer plasma cell myeloma No linked publication
Human bone marrow preview
print(sdata)
SpatialData object
├── Images
│     └── 'morphology_mip': DataTree[cyx] (1, 13732, 28475), (1, 6866, 14237), (1, 3433, 7118), (1, 1716, 3559), (1, 858, 1779)
├── Labels
│     ├── 'cell_labels': DataTree[yx] (13638, 26727), (6819, 13363), (3409, 6681), (1704, 3340), (852, 1670)
│     └── 'nucleus_labels': DataTree[yx] (13634, 26691), (6817, 13345), (3408, 6672), (1704, 3336), (852, 1668)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (70118, 1) (2D shapes)
│     ├── 'cell_circles': GeoDataFrame shape: (70118, 2) (2D shapes)
│     └── 'nucleus_boundaries': GeoDataFrame shape: (71009, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (70118, 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)
Load in Python
import lamindb as ln

db = ln.DB("scverse/spatialdata-db")
artifact = db.Artifact.get("Y2KL7RgCmFPjnUap")   # 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
Load from the CLI
# one-shot: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/Y2KL7RgCmFPjnUap

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid Y2KL7RgCmFPjnUap
Load with the Python client
# pip install git+https://github.com/theislab/spatialdata-db-client
from sddb import Catalog

ds = Catalog().cohort(uids=["Y2KL7RgCmFPjnUap0000"])[0]
ds.elements()                 # inspect without downloading
sdata = ds.load(lazy=False)   # copy to the local cache and open

Docs: finding & loading data →

View on Lamin ↗ Open in Vitessce ↗ Flag a data issue

Metadata

Technology
10x Xenium
Organism
human
Tissue
bone marrow
Condition
plasma cell myeloma
Modality
RNA
Observations
70,118
Tier
silver
Size
628 MB
Sample ID
GSM9444336
License
unknown
Published
Oct 3, 2026

Cite this dataset

No linked publication found — please cite the data source: NCBI GEO ↗.

Source: NCBI GEO ↗ · Reprocessed to SpatialData by SpatialData-DB