Collections / Spatially resolved transcriptomic profiling of degraded and challenging fresh frozen samples

Spatially resolved transcriptomic profiling of degraded and challenging fresh frozen samples

Spatially resolved transcriptomics has enabled precise genome-wide mRNA expression profiling within tissue sections. The performance of unbiased SRT methods targeting the polyA tail of mRNA, relies on the availability of specimens with high RNA quality. Moreover, the high cost of currently available SRT assays requires a careful sample screening process to increase the chance of obtaining high-quality data. Indeed, the upfront analysis of RNA quality can show considerable variability due to sample handling, storage, and/or intrinsic factors. We present RNA-Rescue Spatial Transcriptomics (RRST), an SRT workflow designed to improve mRNA recovery from fresh frozen specimens with moderate to low RNA quality. First, we provide a benchmark of RRST against the standard Visium spatial gene expression protocol on high RNA quality samples represented by mouse brain and prostate cancer samples. Then, we demonstrate the RRST protocol on tissue sections collected from five challenging tissue types, including: human lung, colon, small intestine, pediatric brain tumor, and mouse bone/cartilage. In total, we analyzed 52 tissue sections and our results demonstrate that RRST is a versatile, powerful, and reproducible protocol for FF specimens of different qualities and origins.

Datasets14
Size~588 MB
AssayVisium
Samplemouse · multiple
KindTime course
PMID:36720873 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse221571")
coll.ordered_artifacts.df()                 # the 14 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 brain
GSM6886501
mouse brain 80 MB 4,426 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size80 MB
Obs4,426
Magnificationother · 3.480 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM6886504
mouse brain 74 MB 4,166 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size74 MB
Obs4,166
Magnificationother · 3.476 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM6886507
mouse brain 49 MB 4,394 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size49 MB
Obs4,394
Magnificationother · 3.543 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM6886508
mouse brain 37 MB 4,114 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size37 MB
Obs4,114
Magnificationother · 3.378 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM6886503
mouse brain 83 MB 4,159 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size83 MB
Obs4,159
Magnificationother · 3.508 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone tissue
GSM6886495
mouse bone tissue 17 MB 1,305 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebone tissue
Size17 MB
Obs1,305
Magnificationother · 3.505 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM6886506
mouse brain 43 MB 4,332 obs bronze
TechnologyVisium
Organismmouse
Tissuebrain
Size43 MB
Obs4,332
bronze Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM6886502
mouse brain 74 MB 4,492 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size74 MB
Obs4,492
Magnificationother · 3.507 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone tissue
GSM6886498
mouse bone tissue 24 MB 2,935 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebone tissue
Size24 MB
Obs2,935
Magnificationother · 3.481 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone tissue
GSM6886500
mouse bone tissue 7.0 MB 1,240 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebone tissue
Size7.0 MB
Obs1,240
Magnificationother · 3.505 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone tissue
GSM6886497
mouse bone tissue 10 MB 1,298 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebone tissue
Size10 MB
Obs1,298
Magnificationother · 3.505 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone tissue
GSM6886496
mouse bone tissue 16 MB 1,202 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebone tissue
Size16 MB
Obs1,202
Magnificationother · 3.507 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM6886505
mouse brain 54 MB 4,514 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size54 MB
Obs4,514
Magnificationother · 3.542 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone tissue
GSM6886499
mouse bone tissue 19 MB 1,788 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebone tissue
Size19 MB
Obs1,788
Magnificationother · 3.506 µm/px
bronze H&E Open in Vitessce

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