← All datasets
Visium

Human head of femur

GSM9936744

silver Interactive viewer H&E osteoarthritis No linked publication
Human head of femur preview
print(sdata)
SpatialData object
├── Images
│     ├── 'GSM9936744_HD-04_full_image': DataTree[cyx] (3, 3000, 3200), (3, 1500, 1600), (3, 750, 800), (3, 375, 400), (3, 187, 200)
│     ├── 'GSM9936744_HD-04_hires_image': DataArray[cyx] (3, 2772, 2712)
│     └── 'GSM9936744_HD-04_lowres_image': DataArray[cyx] (3, 600, 587)
├── Shapes
│     └── 'GSM9936744_HD-04': GeoDataFrame shape: (14400, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (14400, 18085)
with coordinate systems:
    ▸ 'GSM9936744_HD-04', with elements:
        GSM9936744_HD-04_full_image (Images), GSM9936744_HD-04_hires_image (Images), GSM9936744_HD-04_lowres_image (Images), GSM9936744_HD-04 (Shapes)
    ▸ 'GSM9936744_HD-04_downscaled_hires', with elements:
        GSM9936744_HD-04_hires_image (Images), GSM9936744_HD-04 (Shapes)
    ▸ 'GSM9936744_HD-04_downscaled_lowres', with elements:
        GSM9936744_HD-04_lowres_image (Images), GSM9936744_HD-04 (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("6Qsv3u7rqNbjyIAr0000")
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("6Qsv3u7rqNbjyIAr")   # 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 6Qsv3u7rqNbjyIAr0000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/6Qsv3u7rqNbjyIAr

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid 6Qsv3u7rqNbjyIAr

License: NCBI GEO policy

View on Lamin ↗ Open in Vitessce ↗ Flag a data issue

Metadata

Technology
Visium
Organism
human
Tissue
head of femur
Condition
osteoarthritis
Modality
RNA
Observations (spots)
14,400
Tier
silver
Chemistry
Visium CytAssist v2
Resolution
3,200 × 3,000 px
mpp
2.829 µm/px
Size
47.0 MB
Sample ID
GSM9936744
License
NCBI GEO policy
Published
Aug 9, 2026

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