Collections / Cancer cell states recur across tumor types and form specific interactions with the tumor microenvironment

Cancer cell states recur across tumor types and form specific interactions with the tumor microenvironment

Transcriptional heterogeneity among malignant cells of a tumor has been studied in individual cancer types and shown to be organized into cancer cell states; however, it remains unclear to what extent these states span tumor types, constituting general features of cancer. Here, we perform a pan-cancer single-cell RNA-Seq analysis across 15 cancer types and identify a catalog of gene modules whose expression defines recurrent cancer cell states including ‘stress’, ‘interferon response’, ‘epithelial-mesenchymal transition’, ‘metal response’, ‘basal’ and ‘ciliated’. Spatial transcriptomic analysis linked the interferon response in cancer cells to T cells and macrophages in the tumor microenvironment. Using mouse models, we further found that induction of the interferon response module varies by tumor location and is diminished upon elimination of lymphocytes. Our work provides a framework for studying how cancer cell states interact with the tumor microenvironment to form organized systems capable of immune evasion, drug resistance, and metastasis.

Datasets12
Size~263 MB
AssayVisium
Samplehuman · multiple
KindOther
PMID:35931863 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse203612")
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
Human skin of body
GSM6177624
human skin of body melanoma 33 MB 3,039 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueskin of body
Conditionmelanoma
Size33 MB
Obs3,039
Magnificationother · 3.524 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human ovary
GSM6177614
human ovary ovarian carcinoma 27 MB 1,762 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueovary
Conditionovarian carcinoma
Size27 MB
Obs1,762
Magnificationother · 3.760 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human mammary gland
GSM6177599
human mammary gland breast carcinoma 26 MB 2,384 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuemammary gland
Conditionbreast carcinoma
Size26 MB
Obs2,384
Magnificationother · 3.882 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human endometrium
GSM6177623
human endometrium endometrial carcinoma 17 MB 1,351 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueendometrium
Conditionendometrial carcinoma
Size17 MB
Obs1,351
Magnificationother · 3.694 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human mammary gland
GSM6177601
human mammary gland breast carcinoma 11 MB 1,863 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuemammary gland
Conditionbreast carcinoma
Size11 MB
Obs1,863
Magnificationother · 3.513 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human unknown
GSM6177618
human unknown 18 MB 1,789 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueunknown
Size18 MB
Obs1,789
Magnificationother · 3.604 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human ovary
GSM6177617
human ovary ovarian carcinoma 12 MB 1,661 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueovary
Conditionovarian carcinoma
Size12 MB
Obs1,661
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human mammary gland
GSM6177603
human mammary gland breast carcinoma 33 MB 2,346 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuemammary gland
Conditionbreast carcinoma
Size33 MB
Obs2,346
Magnificationother · 3.435 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human stomach
GSM6177609
human stomach gastrointestinal stromal tumor 25 MB 2,493 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuestomach
Conditiongastrointestinal stromal tumor
Size25 MB
Obs2,493
Magnificationother · 3.521 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human stomach
GSM6177607
human stomach gastrointestinal stromal tumor 18 MB 2,624 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuestomach
Conditiongastrointestinal stromal tumor
Size18 MB
Obs2,624
Magnificationother · 3.650 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human liver
GSM6177612
human liver hepatocellular carcinoma 13 MB 1,661 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueliver
Conditionhepatocellular carcinoma
Size13 MB
Obs1,661
Magnificationother · 3.559 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human skin of body
GSM6177625
human skin of body melanoma 31 MB 2,556 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueskin of body
Conditionmelanoma
Size31 MB
Obs2,556
Magnificationother · 3.552 µm/px
bronze H&E Open in Vitessce

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