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10x Xenium

Human bone marrow

GSM9035042

bronze Interactive viewer smoldering plasma cell myeloma Provisional
Human bone marrow preview
print(sdata)
SpatialData object
├── Images
│     └── 'morphology_mip': DataTree[cyx] (1, 54401, 20048), (1, 27200, 10024), (1, 13600, 5012), (1, 6800, 2506), (1, 3400, 1253)
├── Labels
│     └── 'cell_labels': DataTree[yx] (53984, 19939), (26992, 9969), (13496, 4984), (6748, 2492), (3374, 1246)
├── Points
│     └── 'transcripts': DataFrame with shape: (10056726, 13) (3D points)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (102798, 1) (2D shapes)
│     └── 'cell_circles': GeoDataFrame shape: (102798, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (102798, 5001)
with coordinate systems:
    ▸ 'global', with elements:
        morphology_mip (Images), cell_labels (Labels), transcripts (Points), cell_boundaries (Shapes), cell_circles (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("gYVwqmd0mEsr6klw0000")
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("gYVwqmd0mEsr6klw")   # 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 gYVwqmd0mEsr6klw0000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/gYVwqmd0mEsr6klw

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid gYVwqmd0mEsr6klw

License: NCBI GEO policy

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Metadata

Technology
10x Xenium
Organism
human
Tissue
bone marrow
Condition
smoldering plasma cell myeloma
Modality
RNA
Observations (cells)
102,798
Transcripts
10,056,726
Tier
bronze
Size
1.2 GB
Sample ID
GSM9035042
License
NCBI GEO policy
Published
Jul 13, 2025

Cite this dataset

doi.org/10.1182/blood.2025028896 ↗
BibTeX
@article{geo:GSM9035042,
  doi = {10.1182/blood.2025028896},
  title = {GSM9035042},
  year = {2025}
}

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