Collections / Charting the Heterogeneity of Colorectal Cancer Consensus Molecular Subtypes using Spatial Transcriptomics: datasets

Charting the Heterogeneity of Colorectal Cancer Consensus Molecular Subtypes using Spatial Transcriptomics: datasets

Datasets14
Size~8.2 GB
AssayVisium
Samplehuman · intestine
KindComparison
Flag a data issue
10.1101/2023.01.23.525135 ↗
Python · sddb client
from sddb import Catalog

cohort = Catalog().collection("doi-10-1101-2023-01-23-525135")
cohort.members        # the 14 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="doi-10.1101/2023.01.23.525135")
coll.ordered_artifacts.to_dataframe()   # the 14 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 doi-10-1101-2023-01-23-525135 --dest data/

Licenses: 14 CC BY-NC-SA 4.0

Charting the Heterogeneity of Colorectal Cancer Consensus Molecular Subtypes using Spatial Transcriptomics

The heterogeneity of colorectal cancer (CRC) contributes to substantial differences in patient response to standard therapies. The consensus molecular subtypes (CMS) of CRC is the most widely-used gene expression-based classification and has contributed to a better understanding of disease heterogeneity and prognosis. Nevertheless, CMS intratumoral heterogeneity restricts its clinical application, stressing the necessity of further characterizing the composition and architecture of CRC. Here, we used Spatial Transcriptomics (ST) in combination with single-cell RNA sequencing (scRNA-seq) to decipher the spatially resolved cellular and molecular composition of CRC. In addition to mapping the intratumoral heterogeneity of CMS and their microenvironment, we identified cell communication events in the tumor-stroma interface of CMS2 carcinomas. This includes tumor growth-inhibiting as well as -activating signatures, such as the potential regulation of the ETV4 transcriptional activity by DCN or the PLAU-PLAUR ligand-receptor interaction. Our data show the power of ST to bring the CMS-based classification of CRC to another level and thereby gain useful molecular insights for personalized therapy.

Open in Vitessce
Visium
Human intestine
ZEN48
human intestine rectum adenocarcinoma 735 MB 2,385 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditionrectum adenocarcinoma
Size735 MB
Spots2,385
Magnification20x · 0.459 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN49
human intestine rectum adenocarcinoma 701 MB 2,203 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditionrectum adenocarcinoma
Size701 MB
Spots2,203
Magnification20x · 0.460 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN44
human intestine colon adenocarcinoma 514 MB 1,048 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditioncolon adenocarcinoma
Size514 MB
Spots1,048
Magnification20x · 0.459 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN47
human intestine colon adenocarcinoma 700 MB 2,317 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditioncolon adenocarcinoma
Size700 MB
Spots2,317
Magnification20x · 0.460 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN43
human intestine colon adenocarcinoma 483 MB 691 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditioncolon adenocarcinoma
Size483 MB
Spots691
Magnification20x · 0.460 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN41
human intestine 578 MB 1,685 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Size578 MB
Spots1,685
Magnification20x · 0.459 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN42
human intestine colon adenocarcinoma 538 MB 1,192 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditioncolon adenocarcinoma
Size538 MB
Spots1,192
Magnification20x · 0.459 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN40
human intestine rectum adenocarcinoma 642 MB 2,128 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditionrectum adenocarcinoma
Size642 MB
Spots2,128
Magnification20x · 0.460 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN37
human intestine 577 MB 1,656 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Size577 MB
Spots1,656
Magnification20x · 0.460 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN38
human intestine colon adenocarcinoma 473 MB 387 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditioncolon adenocarcinoma
Size473 MB
Spots387
Magnification20x · 0.460 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN39
human intestine colon adenocarcinoma 535 MB 1,219 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditioncolon adenocarcinoma
Size535 MB
Spots1,219
Magnification20x · 0.460 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN36
human intestine rectum adenocarcinoma 609 MB 1,691 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditionrectum adenocarcinoma
Size609 MB
Spots1,691
Magnification20x · 0.459 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN46
human intestine colon adenocarcinoma 650 MB 1,803 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditioncolon adenocarcinoma
Size650 MB
Spots1,803
Magnification20x · 0.459 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
ZEN45
human intestine colon adenocarcinoma 471 MB 328 spots silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Conditioncolon adenocarcinoma
Size471 MB
Spots328
Magnification20x · 0.460 µm/px
silver H&E Open in Vitessce

Cite this collection

doi.org/10.1101/2023.01.23.525135 ↗
BibTeX
@article{Valdeolivas_2023,
  title = {Charting the Heterogeneity of Colorectal Cancer Consensus Molecular Subtypes using Spatial Transcriptomics},
  url = {http://dx.doi.org/10.1101/2023.01.23.525135},
  DOI = {10.1101/2023.01.23.525135},
  publisher = {openRxiv},
  author = {Valdeolivas, Alberto and Amberg, Bettina and Giroud, Nicolas and Richardson, Marion and Gálvez, Eric J.C. and Badillo, Solveig and Julien-Laferrière, Alice and Turos, Demeter and von Voithenberg, Lena Voith and Wells, Isabelle and Lo, Amy A. and Yángüez, Emilio and Das Thakur, Meghna and Bscheider, Michael and Sultan, Marc and Kumpesa, Nadine and Jacobsen, Björn and Bergauer, Tobias and Saez-Rodriguez, Julio and Rottenberg, Sven and Schwalie, Petra C. and Hahn, Kerstin},
  year = {2023},
  month = Jan
}