10x Xenium
Human synovial membrane of synovial joint
GSM9641129
bronze Interactive viewer oligoarticular juvenile idiopathic arthritis Provisional

print(sdata)
SpatialData object
├── Images
│ └── 'morphology_mip': DataTree[cyx] (1, 37498, 51154), (1, 18749, 25577), (1, 9374, 12788), (1, 4687, 6394), (1, 2343, 3197)
├── Labels
│ ├── 'cell_labels': DataTree[yx] (35530, 50059), (17765, 25029), (8882, 12514), (4441, 6257), (2220, 3128)
│ └── 'nucleus_labels': DataTree[yx] (35523, 49136), (17761, 24568), (8880, 12284), (4440, 6142), (2220, 3071)
├── Points
│ └── 'transcripts': DataFrame with shape: (70907640, 13) (3D points)
├── Shapes
│ ├── 'cell_boundaries': GeoDataFrame shape: (63041, 1) (2D shapes)
│ ├── 'cell_circles': GeoDataFrame shape: (63041, 2) (2D shapes)
│ └── 'nucleus_boundaries': GeoDataFrame shape: (63307, 2) (2D shapes)
└── Tables
└── 'table': AnnData (63041, 5001)
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) Python · sddb client
from sddb import Catalog
ds = Catalog().dataset("PmbMo4MdbuhdSWOe0000")
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("PmbMo4MdbuhdSWOe") # 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 PmbMo4MdbuhdSWOe0000 --dest data/
# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/PmbMo4MdbuhdSWOe
# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid PmbMo4MdbuhdSWOe License: NCBI GEO policy
Metadata
- Technology
- 10x Xenium
- Organism
- human
- Tissue
- synovial membrane of synovial joint
- Condition
- oligoarticular juvenile idiopathic arthritis
- Modality
- RNA
- Observations (cells)
- 63,041
- Transcripts
- 70,907,640
- Tier
- bronze
- Size
- 2.6 GB
- Sample ID
- GSM9641129
- License
- NCBI GEO policy
- Published
- Apr 2, 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