Collections / A blueprint for local and distal glioblastoma invasion programs

A blueprint for local and distal glioblastoma invasion programs

Glioblastoma (GBM) invasion into brain parenchyma presents significant challenges for treatment but remains poorly understood. In this study, we combined single-cell RNA sequencing (scRNA-seq), spatial transcriptomics, and multiplexed imaging of orthotopic xenograft models to investigate GBM invasion. We first screened 20 patient-derived gliomasphere models for their distal (i.e., extending to the contralateral hemisphere) and local invasive potential in mice. We found that models with distal invasion potential are enriched with oligodendrocyte progenitor-like (OPC-like) cells, while models with only local invasion potential are enriched with mesenchymal-like (MES-like) cells. These patterns reflect predominantly peri-axonal vs peri-vascular invasion routes, respectively. Next, we analyzed the transcriptomes of invading cells within models (compared to tumor core) and identified novel programs associated with distal and local invasion. Thus, we decouple transcriptional features associated with invasion potential from those associated with the process of invasion. We validated our findings by spatial transcriptomics and multiplexed imaging, further describing the spatial niche of invasive cells. Taken together, our results provide a blueprint for the invasive potential of GBM cell states and of the programs associated with invasion across different scales.

Datasets2
Size~55 MB
AssayVisium
Samplehuman · brain
KindComparison
PMID:41844611 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse281796")
coll.ordered_artifacts.df()                 # the 2 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()}
Open in Vitessce
Visium
Human brain
GSM8630048
human brain glioblastoma 25 MB 1,986 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size25 MB
Obs1,986
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human brain
GSM8630049
human brain glioblastoma 30 MB 2,330 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebrain
Conditionglioblastoma
Size30 MB
Obs2,330
bronze H&E Open in Vitessce

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