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Visium HD

Mouse tibia

GSM9046518

bronze Interactive viewer Provisional
Visium HD
print(sdata)
SpatialData object
├── Shapes
│     ├── 'GSM9046518_square_008um': GeoDataFrame shape: (330212, 1) (2D shapes)
│     └── 'GSM9046518_square_008um_for_vitessce': GeoDataFrame shape: (330212, 2) (2D shapes)
└── Tables
      └── 'square_008um': AnnData (330212, 19070)
with coordinate systems:
    ▸ 'GSM9046518', with elements:
        GSM9046518_square_008um (Shapes), GSM9046518_square_008um_for_vitessce (Shapes)
    ▸ 'GSM9046518_downscaled_hires', with elements:
        GSM9046518_square_008um (Shapes), GSM9046518_square_008um_for_vitessce (Shapes)
    ▸ 'GSM9046518_downscaled_lowres', with elements:
        GSM9046518_square_008um (Shapes), GSM9046518_square_008um_for_vitessce (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("H30Pr8y4hXKPgZS40000")
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("H30Pr8y4hXKPgZS4")   # 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 H30Pr8y4hXKPgZS40000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/H30Pr8y4hXKPgZS4

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid H30Pr8y4hXKPgZS4

License: NCBI GEO policy

View on Lamin ↗ Open in Vitessce ↗ Flag a data issue
Part of collection
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1 datasets · publication

Metadata

Technology
Visium HD
Vendor
10x Genomics
Organism
mouse
Tissue
tibia
Modality
RNA
Observations (bins)
330,212
Tier
bronze
Size
807 MB
Sample ID
GSM9046518
License
NCBI GEO policy
Published
Oct 21, 2025

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