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MIBI-TOF

Human pancreas

15109931:2022-10-05T02-04-34_BMS_Pt4_S3_R1_tile4x4

bronze Under review pancreatic ductal adenocarcinoma ✓ Verified publication
MIBI-TOF
print(sdata)
SpatialData object
├── Images
│     └── '2022-10-05T02-04-34_BMS_Pt4_S3_R1_tile4x4_image': DataTree[cyx] (27, 2288, 2248), (27, 1144, 1124), (27, 572, 562), (27, 286, 281), (27, 143, 140)
├── Labels
│     └── '2022-10-05T02-04-34_BMS_Pt4_S3_R1_tile4x4_whole_cell_labels': DataTree[yx] (2288, 2248), (1144, 1124), (572, 562), (286, 281), (143, 140)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (11819, 2) (2D shapes)
│     └── 'cell_boundaries_for_vitessce': GeoDataFrame shape: (11819, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (11819, 27)
with coordinate systems:
    ▸ 'global', with elements:
        2022-10-05T02-04-34_BMS_Pt4_S3_R1_tile4x4_image (Images), 2022-10-05T02-04-34_BMS_Pt4_S3_R1_tile4x4_whole_cell_labels (Labels), cell_boundaries (Shapes), cell_boundaries_for_vitessce (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("JzmuRoIBX7VYSOYi0000")
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("JzmuRoIBX7VYSOYi")   # 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 JzmuRoIBX7VYSOYi0000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/JzmuRoIBX7VYSOYi

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid JzmuRoIBX7VYSOYi

License: CC BY 4.0

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Metadata

Technology
MIBI-TOF
Organism
human
Tissue
pancreas
Condition
pancreatic ductal adenocarcinoma
Modality
protein
Observations (cells)
11,819
Tier
bronze
Chemistry
MIBI
Staining
Antibodies
Size
128 MB
Sample ID
15109931:2022-10-05T02-04-34_BMS_Pt4_S3_R1_tile4x4
License
CC BY 4.0
Published
Mar 30, 2025
Review
tissue pancreas inferred; tumour site of each scan not stated

Cite this dataset

doi.org/10.1016/j.mcpro.2026.101697 ↗
BibTeX
@article{zenodo:15109931,
  doi = {10.1016/j.mcpro.2026.101697},
  title = {15109931:2022-09-12T10-33-35_BMS_Pt3_S2_R1_tile5x5},
  year = {2026}
}

Source: zenodo.org ↗ · License: CC BY 4.0 ↗ · Reprocessed to SpatialData by SpatialData-DB