Collections / Cell state dynamics during early stages of serous endometrial carcinoma

Cell state dynamics during early stages of serous endometrial carcinoma

Serous endometrial carcinoma (SEC) is one of the most aggressive and lethal types of uterine cancer, responsible for about 40% of all endometrial cancer-related deaths. Due to the rapid progression of SEC, early detection of this disease is of utmost importance. However, molecular and cellular dynamics during the pre-dysplastic stage of this disease remain largely unknown. Here, we provide a comprehensive census of cell types and their states for normal, pre-dysplastic, and dysplastic endometrium in a mouse model of SEC. This model is associated with inactivation of tumor suppressor genes Trp53 and Rb1, whose pathways are altered frequently in SEC. We report that pre-dysplastic changes are characterized by expanded and increasingly diverse immature luminal epithelial cell populations. Decrease of differentiated cell states is accompanied by a previously unreported reduction in number and strength of predicted interactions between epithelial and stromal endometrial cells. Such reduction is transient and is followed by formation of a new set of intercellular interactions marking further cancer progression. By using a multi-level approach combining single-cell and spatial transcriptomics paired with screening for clinically relevant genes in human endometrial carcinoma, we identified a panel of genes with potential use as early diagnostic, prognostic, and therapeutic targets. In summary, our results suggest an important role of luminal epithelial cell state in SEC pathogenesis, uncover transient reduction in cell-cell interactions prior the onset of cancer-associated dysplastic changes, and validate our mouse SEC model as a promising comparative platform in preclinical settings.

Datasets12
Size~121 MB
AssayVisium
Samplemouse · uterus
KindComparison
PMID:40923619 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse269332")
coll.ordered_artifacts.df()                 # the 12 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
Mouse uterus
GSM8313242
mouse uterus 9.1 MB 310 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size9.1 MB
Obs310
Magnificationother · 3.436 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313244
mouse uterus 9.1 MB 257 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size9.1 MB
Obs257
Magnificationother · 3.424 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313241
mouse uterus 8.2 MB 213 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size8.2 MB
Obs213
Magnificationother · 3.414 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313239
mouse uterus 8.6 MB 296 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size8.6 MB
Obs296
Magnificationother · 3.415 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313238
mouse uterus 9.2 MB 343 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size9.2 MB
Obs343
Magnificationother · 3.415 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313237
mouse uterus 9.1 MB 207 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size9.1 MB
Obs207
Magnificationother · 3.413 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313243
mouse uterus 7.8 MB 206 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size7.8 MB
Obs206
Magnificationother · 3.454 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313246
mouse uterus 11 MB 405 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size11 MB
Obs405
Magnificationother · 3.435 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313236
mouse uterus 15 MB 446 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size15 MB
Obs446
Magnificationother · 3.475 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313245
mouse uterus 12 MB 417 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size12 MB
Obs417
Magnificationother · 3.424 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313247
mouse uterus 8.7 MB 331 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size8.7 MB
Obs331
Magnificationother · 3.425 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse uterus
GSM8313240
mouse uterus 13 MB 408 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueuterus
Size13 MB
Obs408
Magnificationother · 3.408 µm/px
bronze H&E Open in Vitessce

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