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PhenoCycler (CODEX)

Human lymph node

Spatial and Single Cell Mapping of Castleman Disease Reveals Key Stromal Cell Types and Cytokine Pathways, 20220509_Castleman_LN_MCD_1

bronze Interactive viewer multicentric Castleman disease ✓ Verified publication
PhenoCycler (CODEX)
print(sdata)
SpatialData object
├── Images
│     └── '20220509_Castleman_LN_MCD_1_image': DataTree[cyx] (44, 9504, 40128), (44, 4752, 20064), (44, 2376, 10032), (44, 1188, 5016), (44, 594, 2508)
├── Shapes
│     ├── 'cell_boundaries': GeoDataFrame shape: (1023636, 1) (2D shapes)
│     └── 'cell_boundaries_for_vitessce': GeoDataFrame shape: (1023636, 2) (2D shapes)
└── Tables
      └── 'table': AnnData (1023636, 44)
with coordinate systems:
    ▸ 'global', with elements:
        20220509_Castleman_LN_MCD_1_image (Images), cell_boundaries (Shapes), cell_boundaries_for_vitessce (Shapes)
Python · sddb client
from sddb import Catalog

ds = Catalog().dataset("hIaHKMZoZSEqJ5Ze0000")
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("hIaHKMZoZSEqJ5Ze")   # 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 hIaHKMZoZSEqJ5Ze0000 --dest data/

# or lamin: cache the dataset and print its local path
lamin load https://lamin.ai/scverse/spatialdata-db/artifact/hIaHKMZoZSEqJ5Ze

# or connect once, then load by uid
lamin connect scverse/spatialdata-db
lamin load artifact --uid hIaHKMZoZSEqJ5Ze

License: CC BY 4.0

View on Lamin ↗ Open in Vitessce ↗ Flag a data issue
Part of collection
figshare-28394915→
6 datasets · publication

Metadata

Technology
PhenoCycler (CODEX)
Vendor
Quanterix
Organism
human
Tissue
lymph node
Condition
multicentric Castleman disease
Modality
protein
Observations (cells)
1,023,636
Segmentation
Segmented by SpatialData-DB (Cellpose-SAM (cellpose 4.2.1.1, cpsam))
Tier
bronze
Chemistry
CODEX Instrument Manager
Staining
IF
Size
13.6 GB
Sample ID
28394915:20220509_Castleman_LN_MCD_1
License
CC BY 4.0
Published
Jul 2, 2025

Cite this dataset

doi.org/10.1038/s41467-025-61214-1 ↗
BibTeX
@article{figshare:28394915,
  doi = {10.1038/s41467-025-61214-1},
  title = {Spatial and Single Cell Mapping of Castleman Disease Reveals Key Stromal Cell Types and Cytokine Pathways, 20220518_Lung_LN_healthy_with_Castleman_Disease_Panel},
  year = {2025}
}

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