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~98 GB
AssayVisium
Samplemultiple · colon
KindOther
PMID:36452860 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse211895")
coll.ordered_artifacts.df()                 # the 29 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 colon
GSM6505146
mouse colon adenocarcinoma 5.0 GB H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size5.0 GB
Magnification40x · 0.120 µm/px
H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505131
rat colon adenocarcinoma 841 MB H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size841 MB
Magnification20x · 0.375 µm/px
H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505126
rat colon adenocarcinoma 2.4 GB 1,286 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.4 GB
Obs1,286
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505141
mouse colon adenocarcinoma 4.5 GB 3,444 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size4.5 GB
Obs3,444
Magnification40x · 0.120 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505128
rat colon adenocarcinoma 2.5 GB 1,124 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.5 GB
Obs1,124
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505118
rat colon adenocarcinoma 3.5 GB 1,428 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size3.5 GB
Obs1,428
Magnification40x · 0.112 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505124
rat colon adenocarcinoma 2.7 GB 1,150 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.7 GB
Obs1,150
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505130
rat colon adenocarcinoma 799 MB 1,345 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size799 MB
Obs1,345
Magnification20x · 0.376 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505143
mouse colon adenocarcinoma 6.5 GB 1,372 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size6.5 GB
Obs1,372
Magnification40x · 0.120 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505142
mouse colon adenocarcinoma 2.7 GB 1,378 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size2.7 GB
Obs1,378
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505129
rat colon adenocarcinoma 500 MB 1,276 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size500 MB
Obs1,276
Magnification20x · 0.375 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505123
rat colon adenocarcinoma 2.4 GB 1,138 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.4 GB
Obs1,138
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505137
mouse colon adenocarcinoma 3.1 GB 2,421 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size3.1 GB
Obs2,421
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505125
rat colon adenocarcinoma 2.3 GB 1,302 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.3 GB
Obs1,302
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505132
rat colon adenocarcinoma 725 MB 1,388 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size725 MB
Obs1,388
Magnification20x · 0.375 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505119
rat colon adenocarcinoma 3.4 GB 1,375 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size3.4 GB
Obs1,375
Magnification40x · 0.112 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505122
rat colon adenocarcinoma 2.5 GB 1,393 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.5 GB
Obs1,393
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505120
rat colon adenocarcinoma 5.4 GB 1,453 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size5.4 GB
Obs1,453
Magnification40x · 0.112 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505140
mouse colon adenocarcinoma 4.7 GB 3,090 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size4.7 GB
Obs3,090
Magnification40x · 0.120 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505144
mouse colon adenocarcinoma 7.1 GB 1,982 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size7.1 GB
Obs1,982
Magnification40x · 0.120 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505127
rat colon adenocarcinoma 2.4 GB 1,372 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size2.4 GB
Obs1,372
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505145
mouse colon adenocarcinoma 3.4 GB 1,909 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size3.4 GB
Obs1,909
Magnification40x · 0.120 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM6505135
human colon adenocarcinoma 1.5 GB 2,261 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Conditionadenocarcinoma
Size1.5 GB
Obs2,261
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505136
mouse colon adenocarcinoma 6.5 GB 1,469 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size6.5 GB
Obs1,469
Magnification40x · 0.120 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM6505134
human colon adenocarcinoma 2.1 GB 3,232 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Conditionadenocarcinoma
Size2.1 GB
Obs3,232
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human colon
GSM6505133
human colon adenocarcinoma 1.5 GB 2,204 obs silver H&E
TechnologyVisium
Organismhuman
Tissuecolon
Conditionadenocarcinoma
Size1.5 GB
Obs2,204
Magnification40x · 0.186 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505138
mouse colon adenocarcinoma 7.0 GB 2,188 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size7.0 GB
Obs2,188
Magnification40x · 0.120 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Rat colon
GSM6505121
rat colon adenocarcinoma 5.5 GB 1,416 obs silver H&E
TechnologyVisium
Organismrat
Tissuecolon
Conditionadenocarcinoma
Size5.5 GB
Obs1,416
Magnification40x · 0.112 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM6505139
mouse colon adenocarcinoma 4.3 GB 2,897 obs silver H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditionadenocarcinoma
Size4.3 GB
Obs2,897
Magnification40x · 0.120 µm/px
silver H&E Open in Vitessce

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