Collections / Phenylalanine Reprograms TLS Maturation and Plasma cell differentiation in MASH-HCC [Spatial Transcriptomics]

Phenylalanine Reprograms TLS Maturation and Plasma cell differentiation in MASH-HCC [Spatial Transcriptomics]

Metabolic dysfunction–associated steatohepatitis (MASH) is a rapidly growing cause of hepatocellular carcinoma (HCC) and is associated with poor clinical outcomes and limited responsiveness to immune checkpoint inhibitors. Emerging evidence suggests that immune dysregulation within the tumor microenvironment contributes to disease progression; however, the transcriptional programs distinguishing MASH-associated HCC from non-MASH HCC remain incompletely characterized. To address this gap, we performed bulk RNA sequencing on total RNA isolated from MASH and non-MASH tumor tissues. This dataset was generated to enable comparative transcriptomic analysis of tumor-intrinsic and immune-related pathways associated with MASH-driven hepatocarcinogenesis, with particular relevance to immune organization, metabolic stress responses, and tumor–immune interactions.The resulting RNA-seq data provide a resource for investigating alterations in immune cell–associated gene signatures, metabolic pathways, and microenvironmental features that may underlie immune dysfunction in MASH-HCC.

Datasets7
Size~277 MB
AssayVisium
Samplemouse · liver
KindComparison
Flag a data issue
www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE318726 ↗
Python · sddb client
from sddb import Catalog

cohort = Catalog().collection("geo-gse318726")
cohort.members        # the 7 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-gse318726")
coll.ordered_artifacts.to_dataframe()   # the 7 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-gse318726 --dest data/

Licenses: 7 NCBI GEO policy

Visium
Mouse liver
GSM9501437
mouse liver hepatocellular carcinoma 39.3 MB 2,698 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissueliver
Conditionhepatocellular carcinoma
Size39.3 MB
Spots2,698
silver H&E NCBI GEO policy
Open in Vitessce
Visium
Mouse liver
GSM9501436
mouse liver hepatocellular carcinoma 37.1 MB 2,195 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissueliver
Conditionhepatocellular carcinoma
Size37.1 MB
Spots2,195
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse liver
GSM9501440
mouse liver hepatocellular carcinoma 32.2 MB 3,364 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissueliver
Conditionhepatocellular carcinoma
Size32.2 MB
Spots3,364
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse liver
GSM9501433
mouse liver hepatocellular carcinoma 28.8 MB 1,788 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissueliver
Conditionhepatocellular carcinoma
Size28.8 MB
Spots1,788
Magnificationother · 3.302 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse liver
GSM9501435
mouse liver hepatocellular carcinoma 28.2 MB 2,250 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissueliver
Conditionhepatocellular carcinoma
Size28.2 MB
Spots2,250
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse liver
GSM9501438
mouse liver hepatocellular carcinoma 44.4 MB 3,453 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissueliver
Conditionhepatocellular carcinoma
Size44.4 MB
Spots3,453
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse liver
GSM9501434
mouse liver hepatocellular carcinoma 67.2 MB 3,442 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissueliver
Conditionhepatocellular carcinoma
Size67.2 MB
Spots3,442
silver H&E NCBI GEO policy Open in Vitessce

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