Collections / High resolution spatial trancrioptomics combined with deep learning-based image segmentation enables single-cell spatial profiling of archival FFPE kidney tissue from patients with idiopathic nephrotic syndrome

High resolution spatial trancrioptomics combined with deep learning-based image segmentation enables single-cell spatial profiling of archival FFPE kidney tissue from patients with idiopathic nephrotic syndrome

We have perfomed Visium HD spatial transcriptomics on archival FFPE kidney biopsies from patients with different manifistations of nephrotic syndrome, i.e., steriod sensitive, frequent relapsing and/or steroid dependent, and focal segmental glomerulosclerosis. Using a pre-trained deep learning model from StarDist to segment nuclei, we reconstructed single-nucleus level spatial trancriptomic datasets through custom binning of subcellular capture areas. We integrated the datasets from the different patients and indentified conserved cell types. Moreover, we identified patient specific transcriptomic differences in the podocyte cell population. This article demonstrates the usefullness of this approach to future studies of pathophysilogical mechanisms in idiopathic nephrotic syndrome.

Datasets3
Size~401 MB
AssayVisium HD
Samplehuman · kidney
KindComparison
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse300895")
coll.ordered_artifacts.df()                 # the 3 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 HD
Human kidney
GSM9071195
human kidney focal segmental glomerulosclerosis 103 MB 56,758 obs silver H&E
TechnologyVisium HD
Organismhuman
Tissuekidney
Conditionfocal segmental glomerulosclerosis
Size103 MB
Obs56,758
silver H&E Open in Vitessce
Open in Vitessce
Visium HD
Human kidney
GSM9071196
human kidney nephrotic syndrome 199 MB 121,055 obs silver H&E
TechnologyVisium HD
Organismhuman
Tissuekidney
Conditionnephrotic syndrome
Size199 MB
Obs121,055
silver H&E Open in Vitessce
Visium HD
Human kidney
GSM9071194
human kidney nephrotic syndrome 99 MB 54,118 obs silver H&E
TechnologyVisium HD
Organismhuman
Tissuekidney
Conditionnephrotic syndrome
Size99 MB
Obs54,118
silver H&E