Collections / Mapping the spatial architecture of glioblastoma from core to edge delineates niche-specific tumor cell states and intercellular interactions [Spatial Transcriptomics]

Mapping the spatial architecture of glioblastoma from core to edge delineates niche-specific tumor cell states and intercellular interactions [Spatial Transcriptomics]

Treatment resistance in glioblastoma (GBM) is largely driven by the extensive multi-level heterogeneity that typifies this disease. Despite significant progress toward elucidating GBM’s genomic and transcriptional heterogeneity, a critical knowledge gap remains in defining this heterogeneity at the spatial level. To address this, we employed spatial transcriptomics to map the architecture of the GBM ecosystem. This revealed tumor cell states that are jointly defined by gene expression and spatial localization, and multicellular niches whose composition varies along the tumor core-edge axis. Ligand-receptor interaction analysis uncovered a complex network of intercellular communication, including niche- and region-specific interactions. Finally, we found that CD8 +ve GZMK +ve T cells colocalize with LYVE1 positive CD163 positive myeloid cells in vascular regions, suggesting a potential mechanism for immune evasion. These findings provide novel insights into the GBM tumor microenvironment, highlighting previously unrecognized patterns of spatial organization and intercellular interactions, and novel therapeutic avenues to disrupt tumor-promoting interactions and overcome immune resistance.

Datasets22
Size~643 MB
AssayVisium
Samplehuman · brain
KindOther
Flag a data issue
www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE318562 ↗
Python · sddb client
from sddb import Catalog

cohort = Catalog().collection("geo-gse318562")
cohort.members        # the 22 datasets as a table

print(cohort.licenses())              # check the terms before you download

sdatas = cohort.to_dict()             # {uid: SpatialData}, cached locally
# or keep the .zarr files in a folder of your choice:
# sdatas = cohort.to_dict(dest="data/")
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")
coll = db.Collection.get(key="geo-gse318562")
coll.ordered_artifacts.to_dataframe()   # the 22 members, ordered

# download every member .zarr to the local cache:
paths = [a.cache() for a in coll.ordered_artifacts.all()]
Shell
# sddb client: download every member .zarr into data/
sddb-cli download --collection geo-gse318562 --dest data/

Licenses: 22 NCBI GEO policy

Open in Vitessce
Visium
Human brain
GSM9497614
human brain glioblastoma 36.8 MB 2,138 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size36.8 MB
Spots2,138
silver H&E NCBI GEO policy Open in Vitessce
Visium
Human brain
GSM9497623
human brain glioblastoma 29.1 MB 2,461 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size29.1 MB
Spots2,461
silver H&E NCBI GEO policy
Open in Vitessce
Visium
Human brain
GSM9497624
human brain glioblastoma 13.0 MB 1,787 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size13.0 MB
Spots1,787
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497617
human brain glioblastoma 32.1 MB 1,639 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size32.1 MB
Spots1,639
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497621
human brain glioblastoma 10.7 MB 689 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size10.7 MB
Spots689
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497611
human brain glioblastoma 37.5 MB 4,031 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size37.5 MB
Spots4,031
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497619
human brain glioblastoma 16.4 MB 1,346 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size16.4 MB
Spots1,346
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497616
human brain glioblastoma 25.8 MB 1,944 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size25.8 MB
Spots1,944
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497613
human brain glioblastoma 35.3 MB 2,522 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size35.3 MB
Spots2,522
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497627
human brain glioblastoma 24.3 MB 3,194 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size24.3 MB
Spots3,194
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497630
human brain glioblastoma 41.4 MB 2,045 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size41.4 MB
Spots2,045
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497618
human brain glioblastoma 17.3 MB 1,202 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size17.3 MB
Spots1,202
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497625
human brain glioblastoma 34.6 MB 2,850 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size34.6 MB
Spots2,850
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497626
human brain glioblastoma 28.2 MB 2,915 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size28.2 MB
Spots2,915
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497620
human brain glioblastoma 10.2 MB 1,420 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size10.2 MB
Spots1,420
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497628
human brain glioblastoma 38.6 MB 3,995 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size38.6 MB
Spots3,995
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497612
human brain glioblastoma 39.4 MB 3,018 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size39.4 MB
Spots3,018
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497631
human brain glioblastoma 42.6 MB 4,634 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size42.6 MB
Spots4,634
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497615
human brain glioblastoma 32.6 MB 2,531 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size32.6 MB
Spots2,531
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497622
human brain glioblastoma 11.0 MB 821 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size11.0 MB
Spots821
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497629
human brain glioblastoma 46.4 MB 1,919 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size46.4 MB
Spots1,919
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM9497632
human brain glioblastoma 40.0 MB 3,147 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size40.0 MB
Spots3,147
silver H&E NCBI GEO policy Open in Vitessce

Cite this collection

No linked publication found — please cite the data source.