Collections / GENE EXPRESSION WITHIN A HUMAN CHOROIDAL NEOVASCULAR MEMBRANE USING SPATIAL TRANSCRIPTOMICS

GENE EXPRESSION WITHIN A HUMAN CHOROIDAL NEOVASCULAR MEMBRANE USING SPATIAL TRANSCRIPTOMICS

Datasets5
Size~2.2 GB
AssayVisium
Samplehuman · eye
KindComparison
10.1101/2023.06.16.544770 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="doi-10.1101/2023.06.16.544770")
coll.ordered_artifacts.df()                 # the 5 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()}

GENE EXPRESSION WITHIN A HUMAN CHOROIDAL NEOVASCULAR MEMBRANE USING SPATIAL TRANSCRIPTOMICS

<h4>ABSTRACT</h4> Macular neovascularization is a relatively common and potentially visually devastating complication of age-related macular degeneration. In macular neovascularization, pathologic angiogenesis can originate from either the choroid or the retina, but we have limited understanding of how different cell types become dysregulated in this dynamic process. In this study, we performed spatial RNA sequencing on a human donor eye with macular neovascularization as well as a healthy control donor. We identified genes enriched within the area of macular neovascularization and used deconvolution algorithms to predict the originating cell type of these dysregulated genes. Within the area of neovascularization, endothelial cells were predicted to increase expression of genes related to Rho family GTPase signaling and integrin signaling. Likewise, VEGF and TGFB1 were identified as potential upstream regulators that could drive the observed gene expression changes produced by endothelial and retinal pigment epithelium cells in the macular neovascularization donor. These spatial gene expression profiles were compared to previous single-cell gene expression experiments in human age-related macular degeneration as well as a model of laser-induced neovascularization in mice. As a secondary aim, we also investigated spatial gene expression patterns within the macular neural retina and between the macular and peripheral choroid. We recapitulated previously described regional-specific gene expression patterns across both tissues. Overall, this study spatially analyzes gene expression across the retina, retinal pigment epithelium, and choroid in health and describes a set of candidate molecules that become dysregulated in macular neovascularization.

Open in Vitessce
Visium
Human eye
NCBI592
human eye wet macular degeneration 414 MB 721 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueeye
Conditionwet macular degeneration
Size414 MB
Obs721
Magnification20x · 0.465 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human eye
NCBI593
human eye wet macular degeneration 438 MB 724 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueeye
Conditionwet macular degeneration
Size438 MB
Obs724
Magnification20x · 0.464 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human eye
NCBI591
human eye wet macular degeneration 490 MB 663 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueeye
Conditionwet macular degeneration
Size490 MB
Obs663
Magnification20x · 0.463 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human eye
NCBI594
human eye 431 MB 1,307 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueeye
Size431 MB
Obs1,307
Magnification20x · 0.463 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human eye
NCBI595
human eye 476 MB 1,303 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueeye
Size476 MB
Obs1,303
Magnification20x · 0.464 µm/px
bronze H&E Open in Vitessce

Cite this collection

doi.org/10.1101/2023.06.16.544770 ↗
BibTeX
@article{Voigt_2023,
  title = {GENE EXPRESSION WITHIN A HUMAN CHOROIDAL NEOVASCULAR MEMBRANE USING SPATIAL TRANSCRIPTOMICS},
  url = {http://dx.doi.org/10.1101/2023.06.16.544770},
  DOI = {10.1101/2023.06.16.544770},
  publisher = {openRxiv},
  author = {Voigt, Andrew P. and Mullin, Nathaniel K. and Navratil, Emma M. and Flamme-Wiese, Miles J. and Lin, Li-Chun and Scheetz, Todd E. and Han, Ian C. and Stone, Edwin M. and Tucker, Budd A. and Mullins, Robert F.},
  year = {2023},
  month = June
}