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Visium

Human pancreas

GSM7021871

silver Interactive viewer H&E pancreatic ductal adenocarcinoma No linked publication
Human pancreas preview
print(sdata)
SpatialData object
├── Images
│     ├── 'GSM7021871_PanIN_PanIN_full_image': DataTree[cyx] (4, 1134, 2000), (4, 567, 1000), (4, 283, 500), (4, 141, 250), (4, 70, 125)
│     ├── 'GSM7021871_PanIN_PanIN_hires_image': DataArray[cyx] (3, 1134, 2000)
│     └── 'GSM7021871_PanIN_PanIN_lowres_image': DataArray[cyx] (3, 340, 600)
├── Shapes
│     └── 'GSM7021871_PanIN_PanIN': GeoDataFrame shape: (1872, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (1872, 17943)
with coordinate systems:
    ▸ 'GSM7021871_PanIN_PanIN', with elements:
        GSM7021871_PanIN_PanIN_full_image (Images), GSM7021871_PanIN_PanIN_hires_image (Images), GSM7021871_PanIN_PanIN_lowres_image (Images), GSM7021871_PanIN_PanIN (Shapes)
    ▸ 'GSM7021871_PanIN_PanIN_downscaled_hires', with elements:
        GSM7021871_PanIN_PanIN_hires_image (Images), GSM7021871_PanIN_PanIN (Shapes)
    ▸ 'GSM7021871_PanIN_PanIN_downscaled_lowres', with elements:
        GSM7021871_PanIN_PanIN_lowres_image (Images), GSM7021871_PanIN_PanIN (Shapes)
Load in Python
import lamindb as ln

db = ln.DB("scverse/spatialdata-db")
artifact = db.Artifact.get("eV4esKGltygysVdz")   # 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
Load from the CLI
# one-shot: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/eV4esKGltygysVdz

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid eV4esKGltygysVdz
Load with the Python client
# pip install git+https://github.com/theislab/spatialdata-db-client
from sddb import Catalog

ds = Catalog().cohort(uids=["eV4esKGltygysVdz0000"])[0]
ds.elements()                 # inspect without downloading
sdata = ds.load(lazy=False)   # copy to the local cache and open

Docs: finding & loading data →

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Metadata

Technology
Visium
Organism
human
Tissue
pancreas
Condition
pancreatic ductal adenocarcinoma
Modality
RNA
Observations
1,872
Tier
silver
Chemistry
Visium v1
Resolution
2,000 × 1,134 px
mpp
5.916 µm/px
Size
29 MB
Sample ID
GSM7021871
License
unknown
Published
Apr 19, 2023

Cite this dataset

No linked publication found — please cite the data source: NCBI GEO ↗.

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