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Visium HD

Human lung

GSM9021740

bronze Interactive viewer H&E Provisional
Visium HD
print(sdata)
SpatialData object
├── Images
│     └── 'GSM9021740_full_image': DataTree[cyx] (3, 67584, 38400), (3, 33792, 19200), (3, 16896, 9600), (3, 8448, 4800), (3, 4224, 2400)
├── Shapes
│     ├── 'GSM9021740_square_002um': GeoDataFrame shape: (4218944, 1) (2D shapes)
│     ├── 'GSM9021740_square_008um': GeoDataFrame shape: (263684, 1) (2D shapes)
│     └── 'GSM9021740_square_008um_for_vitessce': GeoDataFrame shape: (263684, 2) (2D shapes)
└── Tables
      ├── 'square_002um': AnnData (4218944, 18085)
      └── 'square_008um': AnnData (263684, 18085)
with coordinate systems:
    ▸ 'GSM9021740', with elements:
        GSM9021740_full_image (Images), GSM9021740_square_002um (Shapes), GSM9021740_square_008um (Shapes), GSM9021740_square_008um_for_vitessce (Shapes)
    ▸ 'GSM9021740_downscaled_hires', with elements:
        GSM9021740_square_002um (Shapes), GSM9021740_square_008um (Shapes), GSM9021740_square_008um_for_vitessce (Shapes)
    ▸ 'GSM9021740_downscaled_lowres', with elements:
        GSM9021740_square_002um (Shapes), GSM9021740_square_008um (Shapes), GSM9021740_square_008um_for_vitessce (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("G5CG7D4RV66Jr1D90000")
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("G5CG7D4RV66Jr1D9")   # 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 G5CG7D4RV66Jr1D90000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/G5CG7D4RV66Jr1D9

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid G5CG7D4RV66Jr1D9

License: NCBI GEO policy

View on Lamin ↗ Open in Vitessce ↗ Flag a data issue
Part of collection
geo-gse266680→
1 datasets · publication

Metadata

Technology
Visium HD
Vendor
10x Genomics
Organism
human
Tissue
lung
Modality
RNA
Observations (bins)
263,684
Tier
bronze
Magnification
40x
Resolution
38,400 × 67,584 px
mpp
0.221 µm/px
Size
5.9 GB
Sample ID
GSM9021740
License
NCBI GEO policy
Published
Sep 30, 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