Collections / Spatially resolved transcriptomic profiling of degraded

Spatially resolved transcriptomic profiling of degraded

Datasets35
Size~110 GB
AssayVisium
Samplemultiple · multiple
KindComparison
10.1038/s41467-023-36071-5 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="doi-10.1038/s41467-023-36071-5")
coll.ordered_artifacts.df()                 # the 35 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()}

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 methods targeting the polyA tails of mRNA relies on the availability of specimens with high RNA quality. Moreover, the high cost of currently available spatial resolved transcriptomics 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), a 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 test 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 analyze 52 tissue sections and demonstrate that RRST is a versatile, powerful, and reproducible protocol for fresh frozen specimens of different qualities and origins.

Open in Vitessce
Visium
Human lung
MEND89
human lung 3.3 GB 3,712 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size3.3 GB
Obs3,712
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human prostate gland
MEND61
human prostate gland prostatic acinar adenocarcinoma 4.2 GB 4,248 obs silver H&E
TechnologyVisium
Organismhuman
Tissueprostate gland
Conditionprostatic acinar adenocarcinoma
Size4.2 GB
Obs4,248
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
MEND95
human intestine 2.9 GB 1,738 obs silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Size2.9 GB
Obs1,738
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human prostate gland
MEND60
human prostate gland prostatic acinar adenocarcinoma 4.3 GB 3,954 obs silver H&E
TechnologyVisium
Organismhuman
Tissueprostate gland
Conditionprostatic acinar adenocarcinoma
Size4.3 GB
Obs3,954
Magnification40x · 0.173 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
MEND77
mouse brain 2.8 GB 4,492 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size2.8 GB
Obs4,492
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
MEND73
mouse brain 3.5 GB 4,332 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size3.5 GB
Obs4,332
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human prostate gland
MEND62
human prostate gland prostatic acinar adenocarcinoma 4.2 GB 3,650 obs silver H&E
TechnologyVisium
Organismhuman
Tissueprostate gland
Conditionprostatic acinar adenocarcinoma
Size4.2 GB
Obs3,650
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human brain
MEND66
human brain medulloblastoma 2.5 GB 1,238 obs silver H&E
TechnologyVisium
Organismhuman
Tissuebrain
Conditionmedulloblastoma
Size2.5 GB
Obs1,238
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
MEND93
human intestine 3.7 GB 3,742 obs silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Size3.7 GB
Obs3,742
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human prostate gland
MEND59
human prostate gland prostatic acinar adenocarcinoma 4.2 GB 3,832 obs silver H&E
TechnologyVisium
Organismhuman
Tissueprostate gland
Conditionprostatic acinar adenocarcinoma
Size4.2 GB
Obs3,832
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone element
MEND81
mouse bone element 3.1 GB 1,202 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebone element
Size3.1 GB
Obs1,202
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human brain
MEND67
human brain medulloblastoma 1.1 GB 1,702 obs silver H&E
TechnologyVisium
Organismhuman
Tissuebrain
Conditionmedulloblastoma
Size1.1 GB
Obs1,702
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
MEND78
mouse brain 3.1 GB 4,426 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size3.1 GB
Obs4,426
Magnification40x · 0.171 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
MEND76
mouse brain 2.7 GB 4,159 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size2.7 GB
Obs4,159
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human brain
MEND68
human brain medulloblastoma 1.0 GB 1,490 obs silver H&E
TechnologyVisium
Organismhuman
Tissuebrain
Conditionmedulloblastoma
Size1.0 GB
Obs1,490
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone element
MEND79
mouse bone element 3.5 GB 1,788 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebone element
Size3.5 GB
Obs1,788
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone element
MEND80
mouse bone element 4.2 GB 2,935 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebone element
Size4.2 GB
Obs2,935
Magnification40x · 0.171 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
MEND72
mouse brain 3.4 GB 4,394 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size3.4 GB
Obs4,394
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
MEND91
human intestine 2.8 GB 1,154 obs silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Size2.8 GB
Obs1,154
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
MEND88
human lung 3.2 GB 986 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size3.2 GB
Obs986
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
MEND75
mouse brain 2.7 GB 4,166 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size2.7 GB
Obs4,166
Magnification40x · 0.171 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone element
MEND82
mouse bone element 3.1 GB 1,305 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebone element
Size3.1 GB
Obs1,305
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human brain
MEND63
human brain medulloblastoma 2.7 GB 1,433 obs silver H&E
TechnologyVisium
Organismhuman
Tissuebrain
Conditionmedulloblastoma
Size2.7 GB
Obs1,433
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
MEND96
human intestine 3.6 GB 3,360 obs silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Size3.6 GB
Obs3,360
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
MEND87
human lung 3.2 GB 1,508 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size3.2 GB
Obs1,508
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human intestine
MEND92
human intestine 2.8 GB 1,071 obs silver H&E
TechnologyVisium
Organismhuman
Tissueintestine
Size2.8 GB
Obs1,071
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
MEND86
human lung 3.2 GB 3,236 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size3.2 GB
Obs3,236
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
MEND90
human lung 3.6 GB 2,726 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size3.6 GB
Obs2,726
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human brain
MEND64
human brain medulloblastoma 3.0 GB 1,943 obs silver H&E
TechnologyVisium
Organismhuman
Tissuebrain
Conditionmedulloblastoma
Size3.0 GB
Obs1,943
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone element
MEND83
mouse bone element 3.3 GB 1,240 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebone element
Size3.3 GB
Obs1,240
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
MEND71
mouse brain 3.2 GB 4,114 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size3.2 GB
Obs4,114
Magnification40x · 0.171 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
MEND85
human lung 3.2 GB 2,462 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size3.2 GB
Obs2,462
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse bone element
MEND84
mouse bone element 3.0 GB 1,298 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebone element
Size3.0 GB
Obs1,298
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
MEND74
mouse brain 3.3 GB 4,514 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size3.3 GB
Obs4,514
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human brain
MEND65
human brain medulloblastoma 2.7 GB 1,323 obs silver H&E
TechnologyVisium
Organismhuman
Tissuebrain
Conditionmedulloblastoma
Size2.7 GB
Obs1,323
Magnification40x · 0.172 µm/px
silver H&E Open in Vitessce

Cite this collection

doi.org/10.1038/s41467-023-36071-5 ↗
BibTeX
@article{Mirzazadeh_2023,
  title = {Spatially resolved transcriptomic profiling of degraded and challenging fresh frozen samples},
  volume = {14},
  ISSN = {2041-1723},
  url = {http://dx.doi.org/10.1038/s41467-023-36071-5},
  DOI = {10.1038/s41467-023-36071-5},
  number = {1},
  journal = {Nature Communications},
  publisher = {Springer Science and Business Media LLC},
  author = {Mirzazadeh, Reza and Andrusivova, Zaneta and Larsson, Ludvig and Newton, Phillip T. and Galicia, Leire Alonso and Abalo, Xesús M. and Avijgan, Mahtab and Kvastad, Linda and Denadai-Souza, Alexandre and Stakenborg, Nathalie and Firsova, Alexandra B. and Shamikh, Alia and Jurek, Aleksandra and Schultz, Niklas and Nistér, Monica and Samakovlis, Christos and Boeckxstaens, Guy and Lundeberg, Joakim},
  year = {2023},
  month = Jan
}