Visium
Mouse liver
GSM9501436
silver Interactive viewer H&E hepatocellular carcinoma No linked publication
print(sdata)
SpatialData object
├── Images
│ ├── 'GSM9501436_B2_hires_image': DataArray[cyx] (3, 2000, 1971)
│ └── 'GSM9501436_B2_lowres_image': DataArray[cyx] (3, 600, 591)
├── Shapes
│ └── 'GSM9501436_B2': GeoDataFrame shape: (2195, 2) (2D shapes)
└── Tables
└── 'table': AnnData (2195, 19465)
with coordinate systems:
▸ 'GSM9501436_B2', with elements:
GSM9501436_B2_hires_image (Images), GSM9501436_B2_lowres_image (Images), GSM9501436_B2 (Shapes)
▸ 'GSM9501436_B2_downscaled_hires', with elements:
GSM9501436_B2_hires_image (Images), GSM9501436_B2 (Shapes)
▸ 'GSM9501436_B2_downscaled_lowres', with elements:
GSM9501436_B2_lowres_image (Images), GSM9501436_B2 (Shapes) Load in Python
import lamindb as ln
db = ln.DB("scverse/spatialdata-db")
artifact = db.Artifact.get("yVB71OnzE6t7Ctiu") # 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/yVB71OnzE6t7Ctiu
# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid yVB71OnzE6t7Ctiu Load with the Python client
# pip install git+https://github.com/theislab/spatialdata-db-client
from sddb import Catalog
ds = Catalog().cohort(uids=["yVB71OnzE6t7Ctiu0000"])[0]
ds.elements() # inspect without downloading
sdata = ds.load(lazy=False) # copy to the local cache and openPart of collection
Phenylalanine Reprograms TLS Maturation and Plasma cell differentiation in MASH-HCC [Spatial Transcriptomics]→ 7 datasets · comparison
Metadata
- Technology
- Visium
- Organism
- mouse
- Tissue
- liver
- Condition
- hepatocellular carcinoma
- Modality
- RNA
- Observations
- 2,195
- Tier
- silver
- Chemistry
- Visium v1
- Resolution
- 1,971 × 2,000 px
- mpp
- 3.406 µm/px
- Size
- 35 MB
- Sample ID
- GSM9501436
- License
- unknown
- Published
- Feb 11, 2026
Cite this dataset
No linked publication found — please cite the data source: NCBI GEO ↗.
Source: NCBI GEO ↗ · Reprocessed to SpatialData by SpatialData-DB