Collections / Multiomic analysis uncovers a continuous spectrum of differentiation and Wnt-MDK-driven immune evasion in hepatoblastoma [Spatial Transcriptomics]

Multiomic analysis uncovers a continuous spectrum of differentiation and Wnt-MDK-driven immune evasion in hepatoblastoma [Spatial Transcriptomics]

Background & Aims: Hepatoblastoma is the most common pediatric cancer of the liver and the majority of cases display activating mutations in the Wnt/β-catenin pathway. Understanding the complex milieu of the tumor microenvironment has resulted in promising new therapies for adult cancers, but similar approaches in pediatric cancers are still lacking. We aimed to provide a comprehensive analysis of the tumor microenvironment of hepatoblastoma unveiling its spatial architecture and key signaling mechanisms. Methods: Single-cell/-nucleus RNA-seq (n=15), spatial transcriptomics (n=22), and multiplex immunofluorescence stainings (n=7) of treated, untreated, and metastasized pediatric hepatoblastomas were performed. An RNA-seq validation cohort (n=110) including hepatoblastoma, non-tumor and fetal liver samples and single-cell RNA-seq data of healthy immune cells were used for further analysis. Western blotting and RNA-seq of hepatoblastoma and macrophage cell lines were conducted for experimental validation. Results: Of four identified transcriptional tumor programs, “Developmental” and “Metabolic” reflected different hepatic differentiation stages, while “Cycling” was enriched in undifferentiated cells and relapsed samples, and “Intermediate” displayed high activity in samples from patients with poor outcomes. We discovered an increased ratio of anti- to pro-inflammatory immune cells and evidence of immune exclusion from tumor areas. Wnt-responsive upregulation of the immunomodulator midkine in hepatoblastoma cells was associated with a change in macrophage phenotype, which could be partially reversed through midkine inhibition. Conclusions: Hepatoblastoma cells exist along a continuous spectrum of hepatic differentiation and inhabit an altered immune environment. Wnt signaling augments midkine expression, which appears to be involved in shaping the immune environment by modifying macrophages to enable immune evasion, thereby providing a potential therapeutic target.

Datasets22
Size~1.3 GB
AssayVisium
Samplehuman · liver
KindOther
Flag a data issue
PMID:39900120 ↗
Python · sddb client
from sddb import Catalog

cohort = Catalog().collection("geo-gse261958")
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-gse261958")
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-gse261958 --dest data/

Licenses: 22 NCBI GEO policy

Open in Vitessce
Visium
Human liver
GSM8657788
human liver hepatoblastoma 31.6 MB 462 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size31.6 MB
Spots462
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155172
human liver hepatoblastoma 46.9 MB 4,123 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size46.9 MB
Spots4,123
Magnificationother · 3.425 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657786
human liver hepatoblastoma 77.5 MB 4,563 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size77.5 MB
Spots4,563
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657780
human liver hepatoblastoma 77.0 MB 4,816 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size77.0 MB
Spots4,816
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657782
human liver hepatoblastoma 92.5 MB 4,661 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size92.5 MB
Spots4,661
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155170
human liver hepatoblastoma 26.7 MB 2,897 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size26.7 MB
Spots2,897
Magnificationother · 3.493 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155169
human liver hepatoblastoma 32.9 MB 4,046 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size32.9 MB
Spots4,046
Magnificationother · 3.393 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155175
human liver hepatoblastoma 52.1 MB 3,333 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size52.1 MB
Spots3,333
Magnificationother · 3.509 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657783
human liver hepatoblastoma 93.6 MB 4,983 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size93.6 MB
Spots4,983
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657779
human liver hepatoblastoma 98.5 MB 4,845 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size98.5 MB
Spots4,845
silver H&E NCBI GEO policy Open in Vitessce
Visium
Human liver
GSM8155178
human liver hepatoblastoma 26.9 MB 4,049 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size26.9 MB
Spots4,049
bronze H&E NCBI GEO policy
Open in Vitessce
Visium
Human liver
GSM8657778
human liver hepatoblastoma 69.4 MB 4,439 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size69.4 MB
Spots4,439
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657781
human liver hepatoblastoma 92.8 MB 4,192 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size92.8 MB
Spots4,192
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155176
human liver hepatoblastoma 34.7 MB 4,372 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size34.7 MB
Spots4,372
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657785
human liver hepatoblastoma 95.4 MB 4,938 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size95.4 MB
Spots4,938
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657777
human liver hepatoblastoma 34.2 MB 331 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size34.2 MB
Spots331
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155177
human liver hepatoblastoma 53.5 MB 3,726 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size53.5 MB
Spots3,726
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155171
human liver hepatoblastoma 31.0 MB 3,784 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size31.0 MB
Spots3,784
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155174
human liver hepatoblastoma 68.5 MB 3,679 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size68.5 MB
Spots3,679
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8155173
human liver hepatoblastoma 38.9 MB 4,644 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size38.9 MB
Spots4,644
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657784
human liver hepatoblastoma 69.8 MB 4,694 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size69.8 MB
Spots4,694
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM8657787
human liver hepatoblastoma 27.4 MB 337 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatoblastoma
Size27.4 MB
Spots337
silver H&E NCBI GEO policy Open in Vitessce

Cite this collection

doi.org/10.1016/j.jhep.2025.01.031 ↗
BibTeX
@article{M_nter_2025,
  title = {Multiomic analysis uncovers a continuous spectrum of differentiation and Wnt-MDK-driven immune evasion in hepatoblastoma},
  volume = {83},
  ISSN = {0168-8278},
  url = {http://dx.doi.org/10.1016/j.jhep.2025.01.031},
  DOI = {10.1016/j.jhep.2025.01.031},
  number = {2},
  journal = {Journal of Hepatology},
  publisher = {Elsevier BV},
  author = {Münter, Daniel and de Faria, Flavia W. and Richter, Mathis and Aranda-Pardos, Irene and Hotfilder, Marc and Walter, Carolin and Paga, Enya and Inserte, Clara and Albert, Thomas K. and Roy, Rajanya and Rahman, Shariyah and Riedel, Nicole C. and Müller, Volker and Pascher, Andreas and Wiebe, Karsten and Schmid, Irene and Vokuhl, Christian and Winkler, Beate and Jüttner, Eva and Vieth, Simon and Mücke, Urs and Kluiver, Thomas A. and Peng, Weng Chuan and Rossig, Claudia and Schlué, Jerome and Madadi-Sanjani, Omid and Sandmann, Sarah and Hartmann, Wolfgang and A-Gonzalez, Noelia and Soehnlein, Oliver and Kerl, Kornelius},
  year = {2025},
  month = Aug,
  pages = {367–382}
}