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Visium

Mouse brain

brain5

silver Interactive viewer H&E ✓ Verified publication
Visium
print(sdata)
SpatialData object
├── Images
│     ├── 'GSM8604634_20986X3_images_hires_image': DataArray[cyx] (3, 2000, 1413)
│     └── 'GSM8604634_20986X3_images_lowres_image': DataArray[cyx] (3, 600, 424)
├── Shapes
│     └── 'GSM8604634_20986X3_images': GeoDataFrame shape: (2808, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (2808, 19465)
with coordinate systems:
    ▸ 'GSM8604634_20986X3_images', with elements:
        GSM8604634_20986X3_images_hires_image (Images), GSM8604634_20986X3_images_lowres_image (Images), GSM8604634_20986X3_images (Shapes)
    ▸ 'GSM8604634_20986X3_images_downscaled_hires', with elements:
        GSM8604634_20986X3_images_hires_image (Images), GSM8604634_20986X3_images (Shapes)
    ▸ 'GSM8604634_20986X3_images_downscaled_lowres', with elements:
        GSM8604634_20986X3_images_lowres_image (Images), GSM8604634_20986X3_images (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("cKuvsUoeHQ9OAjqA0001")
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("cKuvsUoeHQ9OAjqA")   # 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 cKuvsUoeHQ9OAjqA0001 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/cKuvsUoeHQ9OAjqA

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid cKuvsUoeHQ9OAjqA

License: NCBI GEO policy

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Metadata

Technology
Visium
Vendor
10x Genomics
Organism
mouse
Tissue
brain
Modality
RNA
Observations (spots)
2,808
Tier
silver
Chemistry
Visium v1
Resolution
1,413 × 2,000 px
mpp
5.303 µm/px
Size
75.3 MB
Sample ID
GSM8604634
License
NCBI GEO policy
Published
Jun 12, 2025

Cite this dataset

doi.org/10.1038/s41380-025-02970-w ↗
BibTeX
@article{geo:GSE280709,
  doi = {10.1038/s41380-025-02970-w},
  title = {brain6},
  year = {2025}
}

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