Spatial transcriptomics (10x Genomics Visium) was performed on fresh-frozen liver tissue (left lobe) from Mgmt-/- mice treated with N-nitrosodimethylamine (NDMA) or saline vehicle during the juvenile period. The study includes male and female mice sacrificed at 10 weeks or 10 months post-birth to characterize spatially resolved transcriptomic changes associated with NDMA-induced liver damage and potential carcinogenesis over time. Mice carried the RaDR+/+; GPT+/+ genotype enabling detection of recombination and mutation events. Tissue sections were processed using the 10x Visium workflow, H&E stained, imaged, permeabilized for spatially barcoded cDNA synthesis, and sequenced on an Illumina NextSeq 500.
import lamindb as ln
import spatialdata as sd
coll = ln.Collection.get(key="geo-gse332601")
coll.ordered_artifacts.df() # the 4 members, ordered
# download every member .zarr to the local cache:
paths = [a.cache() for a in coll.ordered_artifacts.all()]
# …or load each straight into memory as a SpatialData object:
sdatas = {a.key: sd.read_zarr(a.cache()) for a in coll.ordered_artifacts.all()}
Visium 
Visium 
Visium 
Visium No linked publication found — please cite the data source.