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Visium

Human breast

GSM9294638

bronze Interactive viewer H&E estrogen-receptor positive breast cancer Provisional
Human breast preview
print(sdata)
SpatialData object
├── Images
│     ├── 'GSM9294638_UIC013_Primary_tumor_hires_image': DataArray[cyx] (3, 3000, 3000)
│     └── 'GSM9294638_UIC013_Primary_tumor_lowres_image': DataArray[cyx] (3, 600, 600)
├── Shapes
│     └── 'GSM9294638_UIC013_Primary_tumor': GeoDataFrame shape: (900, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (900, 18085)
with coordinate systems:
    ▸ 'GSM9294638_UIC013_Primary_tumor', with elements:
        GSM9294638_UIC013_Primary_tumor_hires_image (Images), GSM9294638_UIC013_Primary_tumor_lowres_image (Images), GSM9294638_UIC013_Primary_tumor (Shapes)
    ▸ 'GSM9294638_UIC013_Primary_tumor_downscaled_hires', with elements:
        GSM9294638_UIC013_Primary_tumor_hires_image (Images), GSM9294638_UIC013_Primary_tumor (Shapes)
    ▸ 'GSM9294638_UIC013_Primary_tumor_downscaled_lowres', with elements:
        GSM9294638_UIC013_Primary_tumor_lowres_image (Images), GSM9294638_UIC013_Primary_tumor (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("EF2QHXAiMiAlUIGz0000")
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("EF2QHXAiMiAlUIGz")   # 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 EF2QHXAiMiAlUIGz0000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/EF2QHXAiMiAlUIGz

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid EF2QHXAiMiAlUIGz

License: NCBI GEO policy

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Metadata

Technology
Visium
Organism
human
Tissue
breast
Condition
estrogen-receptor positive breast cancer
Modality
RNA
Observations (spots)
900
Tier
bronze
Chemistry
Visium v1
Resolution
3,000 × 3,000 px
mpp
4.225 µm/px
Size
30.5 MB
Sample ID
GSM9294638
License
NCBI GEO policy
Published
Oct 5, 2026

Cite this dataset

doi.org/10.64898/2026.09.10.750719 ↗
BibTeX
@article{geo:GSM9294638,
  doi = {10.64898/2026.09.10.750719},
  title = {GSM9294638},
  year = {2026}
}

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