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Visium HD

Human breast

visium-hd-cytassist-11mm-human-breast-cancer-tma

silver Interactive viewer H&E breast cancer No linked publication
Human breast preview
print(sdata)
SpatialData object
├── Images
│     ├── 'Visium_HD_11mm_Human_Breast_Cancer_TMA_full_image': DataTree[cyx] (3, 70914, 114389), (3, 35457, 57194), (3, 17728, 28597), (3, 8864, 14298), (3, 4432, 7149)
│     ├── 'Visium_HD_11mm_Human_Breast_Cancer_TMA_hires_image': DataArray[cyx] (3, 3720, 6000)
│     └── 'Visium_HD_11mm_Human_Breast_Cancer_TMA_lowres_image': DataArray[cyx] (3, 372, 600)
├── Shapes
│     ├── 'Visium_HD_11mm_Human_Breast_Cancer_TMA_square_002um': GeoDataFrame shape: (6513244, 1) (2D shapes)
│     ├── 'Visium_HD_11mm_Human_Breast_Cancer_TMA_square_008um': GeoDataFrame shape: (415161, 1) (2D shapes)
│     ├── 'Visium_HD_11mm_Human_Breast_Cancer_TMA_square_016um': GeoDataFrame shape: (106682, 1) (2D shapes)
│     └── 'Visium_HD_11mm_Human_Breast_Cancer_TMA_square_016um_for_vitessce': GeoDataFrame shape: (106682, 2) (2D shapes)
└── Tables
      ├── 'square_002um': AnnData (6513244, 18085)
      ├── 'square_008um': AnnData (415161, 18085)
      └── 'square_016um': AnnData (106682, 18085)
with coordinate systems:
    ▸ 'Visium_HD_11mm_Human_Breast_Cancer_TMA', with elements:
        Visium_HD_11mm_Human_Breast_Cancer_TMA_full_image (Images), Visium_HD_11mm_Human_Breast_Cancer_TMA_hires_image (Images), Visium_HD_11mm_Human_Breast_Cancer_TMA_lowres_image (Images), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_002um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_008um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_016um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_016um_for_vitessce (Shapes)
    ▸ 'Visium_HD_11mm_Human_Breast_Cancer_TMA_downscaled_hires', with elements:
        Visium_HD_11mm_Human_Breast_Cancer_TMA_hires_image (Images), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_002um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_008um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_016um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_016um_for_vitessce (Shapes)
    ▸ 'Visium_HD_11mm_Human_Breast_Cancer_TMA_downscaled_lowres', with elements:
        Visium_HD_11mm_Human_Breast_Cancer_TMA_lowres_image (Images), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_002um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_008um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_016um (Shapes), Visium_HD_11mm_Human_Breast_Cancer_TMA_square_016um_for_vitessce (Shapes)
Load in Python
import lamindb as ln

db = ln.DB("scverse/spatialdata-db")
artifact = db.Artifact.get("UzxWwpO50keM16Cw")   # 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/UzxWwpO50keM16Cw

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid UzxWwpO50keM16Cw
Load with the Python client
# pip install git+https://github.com/theislab/spatialdata-db-client
from sddb import Catalog

ds = Catalog().cohort(uids=["UzxWwpO50keM16Cw0000"])[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 HD
Organism
human
Tissue
breast
Condition
breast cancer
Modality
RNA
Observations
415,161
Tier
silver
Chemistry
Visium HD v1
Magnification
40x
Resolution
114,389 × 70,914 px
mpp
0.274 µm/px
Size
14 GB
Sample ID
visium-hd-cytassist-11mm-human-breast-cancer-tma
License
CC BY 4.0
Published
Apr 28, 2026

Cite this dataset

No linked publication found — please cite the data source: 10x Genomics ↗.

Source: 10x Genomics ↗ · License: CC BY 4.0 ↗ · Reprocessed to SpatialData by SpatialData-DB