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10x Xenium

Human kidney

GSM9210735

bronze Interactive viewer anti-neutrophil cytoplasmic antibody-associated vasculitis Provisional
Human kidney preview
print(sdata)
SpatialData object
├── Images
│     └── 'morphology_mip': DataTree[cyx] (1, 17117, 14329), (1, 8558, 7164), (1, 4279, 3582), (1, 2139, 1791), (1, 1069, 895)
├── Labels
│     ├── 'cell_labels': DataTree[yx] (16909, 13920), (8454, 6960), (4227, 3480), (2113, 1740), (1056, 870)
│     └── 'nucleus_labels': DataTree[yx] (16455, 13874), (8227, 6937), (4113, 3468), (2056, 1734), (1028, 867)
├── Points
│     └── 'transcripts': DataFrame with shape: (1699616, 11) (3D points)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (15441, 1) (2D shapes)
│     ├── 'cell_circles': GeoDataFrame shape: (15441, 2) (2D shapes)
│     └── 'nucleus_boundaries': GeoDataFrame shape: (15354, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (15441, 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)
Load in Python
import lamindb as ln

db = ln.DB("scverse/spatialdata-db")
artifact = db.Artifact.get("cs64xX12ApOpSMOd")   # 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/cs64xX12ApOpSMOd

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid cs64xX12ApOpSMOd
Load with the Python client
# pip install git+https://github.com/theislab/spatialdata-db-client
from sddb import Catalog

ds = Catalog().cohort(uids=["cs64xX12ApOpSMOd0000"])[0]
ds.elements()                 # inspect without downloading
sdata = ds.load(lazy=False)   # copy to the local cache and open

Docs: finding & loading data →

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Metadata

Technology
10x Xenium
Organism
human
Tissue
kidney
Condition
anti-neutrophil cytoplasmic antibody-associated vasculitis
Modality
RNA
Observations
15,441
Transcripts
1,699,616
Tier
bronze
Size
309 MB
Sample ID
GSM9210735
License
unknown
Published
May 5, 2026

Cite this dataset

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

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