Collections / Clonal biases dictate availability of colonic cancer driver mutations for transformation

Clonal biases dictate availability of colonic cancer driver mutations for transformation

Aged normal tissues harbour cancer mutations predisposing to transformation. However, previous studies of human colon have not allowed a comparison of the prevalence and behaviours of different pro-oncogenic events. Here, having detected cancer driver mutations in histologically normal FFPE tissue using targeted amplicon sequencing, we perform spatial transcriptomics to investigate whether monoallelic cancer driver clones can be phenotypically profiled in normal tissue. We found that KRAS mutant clones are associated with a profound shift in their transcriptome and were able to create a signature of 628 genes. The results highlighted phenotypic heterogeneity in KRAS mutant clones of the same genotype, with mixed lineage presentation seen in a proportion of them, a state that has been linked with increased risk of transformation in other organs. REG4 was also identified as a surrogate protein marker of KRAS mutant clones, the use of which could be further validated in a clinical setting for patient stratification.

Datasets20
Size~4.1 GB
AssayVisium
Samplehuman · colon
KindOther
PMID:41991531 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse312204")
coll.ordered_artifacts.df()                 # the 20 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 colon
GSM9340382
human colon 205 MB H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size205 MB
H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340367
human colon 375 MB 13,362 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size375 MB
Obs13,362
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340364
human colon 186 MB 11,346 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size186 MB
Obs11,346
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340379
human colon 338 MB 13,643 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size338 MB
Obs13,643
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340372
human colon 321 MB 11,743 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size321 MB
Obs11,743
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340373
human colon 173 MB 8,076 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size173 MB
Obs8,076
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340366
human colon 208 MB 8,851 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size208 MB
Obs8,851
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340369
human colon 116 MB 11,842 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size116 MB
Obs11,842
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340381
human colon 247 MB 11,709 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size247 MB
Obs11,709
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340371
human colon 122 MB 8,620 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size122 MB
Obs8,620
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340380
human colon 288 MB 13,022 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size288 MB
Obs13,022
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340374
human colon 160 MB 9,890 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size160 MB
Obs9,890
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340378
human colon 157 MB 10,493 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size157 MB
Obs10,493
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340370
human colon 191 MB 9,421 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size191 MB
Obs9,421
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340376
human colon 161 MB 7,139 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size161 MB
Obs7,139
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340368
human colon 136 MB 7,431 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size136 MB
Obs7,431
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340363
human colon 93 MB 7,269 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size93 MB
Obs7,269
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340365
human colon 118 MB 9,022 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size118 MB
Obs9,022
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340377
human colon 231 MB 11,174 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size231 MB
Obs11,174
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM9340375
human colon 347 MB 14,336 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Size347 MB
Obs14,336
silver H&E Open in Vitessce

Cite this collection

No linked publication found — please cite the data source.