Collections / Multi-region spatial transcriptome analysis reveals cellular networks and pathways associated with hepatocellular carcinoma recurrence after surgical resection

Multi-region spatial transcriptome analysis reveals cellular networks and pathways associated with hepatocellular carcinoma recurrence after surgical resection

Hepatocellular carcinoma (HCC) exhibits diverse aetiologies and molecular heterogeneities, with a median 5-year overall survival (OS) of less than 70% due to late diagnosis and high recurrence rates post-curative ablation or surgery. This study investigated the complex tumor microenvironment (TME) in HCC, emphasizing the interactions between various cell types and their role in disease recurrence. Using samples from the PLANet 1.0 cohort (NCT03267641), spatial transcriptomics were performed on 17 tissue samples from 4 patients, and bulk RNA-seq on multi-region tumour sectors from 91 patients. Analysis revealed extensive intra- and inter-tumour gene expression heterogeneity, identifying a specific subset of endothelial cells (ECs), INTS6+ ECs, enriched and spatially co-localized with tumour cells in primary tumours of recurrent cases. A significant ANGPTL4-SDC1 ligand-receptor interaction was found between INTS6+ ECs and tumour cells. Interestingly, INTS6+ ECs were enriched in histologically annotated microvascular invasion (MVI). These findings suggest novel therapeutic targets focusing on endothelial cell interactions within TME.

Datasets17
Size~416 MB
AssayVisium
Samplehuman · liver
KindOther
PMID:41950768 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse281759")
coll.ordered_artifacts.df()                 # the 17 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 liver
GSM8627610
human liver hepatocellular carcinoma 25 MB 1,898 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size25 MB
Obs1,898
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627616
human liver hepatocellular carcinoma 18 MB 1,494 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size18 MB
Obs1,494
Magnificationother · 3.363 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627605
human liver hepatocellular carcinoma 46 MB 2,356 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size46 MB
Obs2,356
Magnificationother · 3.363 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627614
human liver hepatocellular carcinoma 35 MB 2,276 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size35 MB
Obs2,276
Magnificationother · 3.257 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627613
human liver hepatocellular carcinoma 13 MB 937 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size13 MB
Obs937
Magnificationother · 3.363 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627615
human liver hepatocellular carcinoma 18 MB 1,310 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size18 MB
Obs1,310
Magnificationother · 3.258 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627617
human liver hepatocellular carcinoma 25 MB 1,731 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size25 MB
Obs1,731
Magnificationother · 3.258 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627608
human liver hepatocellular carcinoma 21 MB 1,265 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size21 MB
Obs1,265
Magnificationother · 3.258 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627609
human liver hepatocellular carcinoma 20 MB 1,485 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size20 MB
Obs1,485
Magnificationother · 3.364 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627612
human liver hepatocellular carcinoma 18 MB 1,489 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size18 MB
Obs1,489
Magnificationother · 3.258 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627607
human liver hepatocellular carcinoma 18 MB 1,187 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size18 MB
Obs1,187
Magnificationother · 3.258 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627611
human liver hepatocellular carcinoma 28 MB 1,490 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size28 MB
Obs1,490
Magnificationother · 3.261 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627606
human liver hepatocellular carcinoma 39 MB 1,936 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size39 MB
Obs1,936
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627604
human liver hepatocellular carcinoma 23 MB 1,329 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size23 MB
Obs1,329
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627602
human liver hepatocellular carcinoma 30 MB 1,762 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size30 MB
Obs1,762
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627601
human liver 14 MB 1,714 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Size14 MB
Obs1,714
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8627603
human liver hepatocellular carcinoma 25 MB 1,565 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size25 MB
Obs1,565
bronze H&E Open in Vitessce

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