Collections / Assessment of Spatial Genomics for Oncology Discovery

Assessment of Spatial Genomics for Oncology Discovery

Tumor heterogeneity is a major challenge for oncology drug discovery and development. Understanding of the spatial tumor landscape is key to identifying new targets and impactful model systems. Here, we test the utility of spatial transcriptomics (ST) for Oncology Discovery by profiling 40 tissue sections and 80,024 capture spots across a diverse set of tissue types, sample formats, and RNA capture chemistries. We verify the accuracy and fidelity of ST by leveraging matched pathology analysis that provide a ground truth for tissue section composition. We then use spatial data to demonstrate the capture of key tumor depth features, identifying hypoxia, necrosis, vasculature, and extracellular matrix variation. We also leverage spatial context to identify relative cell type locations showing the anti-correlation of tumor and immune cells in syngeneic cancer models. Lastly, we demonstrate target identification approaches in clinical pancreatic adenocarcinoma samples, highlighting tumor intrinsic biomarkers and paracrine signaling.

Datasets29
Size~105 GB
AssayVisium
Samplemultiple · colon
KindOther
Flag a data issue
PMID:36452860 ↗
Python · sddb client
from sddb import Catalog

cohort = Catalog().collection("geo-gse211895")
cohort.members        # the 29 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-gse211895")
coll.ordered_artifacts.to_dataframe()   # the 29 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-gse211895 --dest data/

Licenses: 29 NCBI GEO policy

Open in Vitessce
Visium
Mouse colon
GSM6505146
mouse colon adenocarcinoma 5.3 GB H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size5.3 GB
Magnification40x · 0.120 µm/px
H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505131
rat colon adenocarcinoma 881 MB H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size881 MB
Magnification20x · 0.375 µm/px
H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505126
rat colon adenocarcinoma 2.6 GB 1,286 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.6 GB
Spots1,286
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505141
mouse colon adenocarcinoma 4.8 GB 3,444 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size4.8 GB
Spots3,444
Magnification40x · 0.120 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505128
rat colon adenocarcinoma 2.7 GB 1,124 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.7 GB
Spots1,124
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505118
rat colon adenocarcinoma 3.8 GB 1,428 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size3.8 GB
Spots1,428
Magnification40x · 0.112 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505124
rat colon adenocarcinoma 2.9 GB 1,150 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.9 GB
Spots1,150
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505130
rat colon adenocarcinoma 837 MB 1,345 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size837 MB
Spots1,345
Magnification20x · 0.376 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505143
mouse colon adenocarcinoma 7.0 GB 1,372 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size7.0 GB
Spots1,372
Magnification40x · 0.120 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505142
mouse colon adenocarcinoma 2.9 GB 1,378 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size2.9 GB
Spots1,378
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505129
rat colon adenocarcinoma 524 MB 1,276 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size524 MB
Spots1,276
Magnification20x · 0.375 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505123
rat colon adenocarcinoma 2.6 GB 1,138 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.6 GB
Spots1,138
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505137
mouse colon adenocarcinoma 3.4 GB 2,421 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size3.4 GB
Spots2,421
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505125
rat colon adenocarcinoma 2.5 GB 1,302 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.5 GB
Spots1,302
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505132
rat colon adenocarcinoma 760 MB 1,388 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size760 MB
Spots1,388
Magnification20x · 0.375 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505119
rat colon adenocarcinoma 3.7 GB 1,375 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size3.7 GB
Spots1,375
Magnification40x · 0.112 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505122
rat colon adenocarcinoma 2.7 GB 1,393 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.7 GB
Spots1,393
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505120
rat colon adenocarcinoma 5.8 GB 1,453 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size5.8 GB
Spots1,453
Magnification40x · 0.112 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505140
mouse colon adenocarcinoma 5.1 GB 3,090 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size5.1 GB
Spots3,090
Magnification40x · 0.120 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505144
mouse colon adenocarcinoma 7.6 GB 1,982 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size7.6 GB
Spots1,982
Magnification40x · 0.120 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505127
rat colon adenocarcinoma 2.6 GB 1,372 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.6 GB
Spots1,372
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505145
mouse colon adenocarcinoma 3.7 GB 1,909 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size3.7 GB
Spots1,909
Magnification40x · 0.120 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM6505135
human colon adenocarcinoma 1.6 GB 2,261 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuecolon
Conditionadenocarcinoma
Size1.6 GB
Spots2,261
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505136
mouse colon adenocarcinoma 7.0 GB 1,469 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size7.0 GB
Spots1,469
Magnification40x · 0.120 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM6505134
human colon adenocarcinoma 2.2 GB 3,232 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuecolon
Conditionadenocarcinoma
Size2.2 GB
Spots3,232
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM6505133
human colon adenocarcinoma 1.6 GB 2,204 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismhuman
Tissuecolon
Conditionadenocarcinoma
Size1.6 GB
Spots2,204
Magnification40x · 0.186 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505138
mouse colon adenocarcinoma 7.5 GB 2,188 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size7.5 GB
Spots2,188
Magnification40x · 0.120 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505121
rat colon adenocarcinoma 5.9 GB 1,416 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size5.9 GB
Spots1,416
Magnification40x · 0.112 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505139
mouse colon adenocarcinoma 4.6 GB 2,897 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size4.6 GB
Spots2,897
Magnification40x · 0.120 µm/px
silver H&E NCBI GEO policy Open in Vitessce

Cite this collection

doi.org/10.1016/j.crmeth.2022.100340 ↗
BibTeX
@article{Lyubetskaya_2022,
  title = {Assessment of spatial transcriptomics for oncology discovery},
  volume = {2},
  ISSN = {2667-2375},
  url = {http://dx.doi.org/10.1016/j.crmeth.2022.100340},
  DOI = {10.1016/j.crmeth.2022.100340},
  number = {11},
  journal = {Cell Reports Methods},
  publisher = {Elsevier BV},
  author = {Lyubetskaya, Anna and Rabe, Brian and Fisher, Andrew and Lewin, Anne and Neuhaus, Isaac and Brett, Constance and Brett, Todd and Pereira, Ethel and Golhar, Ryan and Kebede, Sami and Font-Tello, Alba and Mosure, Kathy and Van Wittenberghe, Nicholas and Mavrakis, Konstantinos J. and MacIsaac, Kenzie and Chen, Benjamin J. and Drokhlyansky, Eugene},
  year = {2022},
  month = Nov,
  pages = {100340}
}