Collections / Single-nucleus transcriptomic landscape of human glomerular diseases [Xenium]

Single-nucleus transcriptomic landscape of human glomerular diseases [Xenium]

Disease-specific similarities and differences in single-cell-level transcriptomic alterations in various glomerular diseases are necessary to understand the pathophysiology of kidney glomerular diseases. We analyzed single-nucleus RNA sequencing (snRNA-seq) data from 262,984 nuclei from kidney biopsy cores from 28 subjects with glomerular disease, including minimal change disease, membranous nephropathy, IgA nephropathy, and diabetic kidney disease and control individuals. Our findings revealed that the upregulated differentially expressed genes (DEGs) exhibited disease-specific and cell type-common patterns, and the downregulated DEGs exhibit cell type-specific and disease-common patterns across various cell types. Differences in the transcriptomic profiles of patients with each type of glomerular disease were identified with a distinct pattern of gene expression and the related biological pathways. We also identified specific cell subtypes, including transitional cells between podocytes and parietal epithelial cells, podocytes with endocytosis features, and myofibroblasts, that are associated with the clinical features of glomerular diseases. Overall, we identified transcriptional alterations specific to each cell type or disease subcategory and established a valuable resource for further research on human glomerular disease.

Datasets21
Size~531 MB
Assay10x Xenium
Samplehuman · kidney
KindComparison
PMID:42761496 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse286184")
coll.ordered_artifacts.df()                 # the 21 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
10x Xenium
Human kidney
GSM8720409
human kidney 12 MB 15,786 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Size12 MB
Obs15,786
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720421
human kidney IgA glomerulonephritis 27 MB 44,801 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
ConditionIgA glomerulonephritis
Size27 MB
Obs44,801
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720424
human kidney lipoid nephrosis 19 MB 20,202 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionlipoid nephrosis
Size19 MB
Obs20,202
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720423
human kidney lipoid nephrosis 79 MB 61,598 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionlipoid nephrosis
Size79 MB
Obs61,598
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720426
human kidney membranous glomerulonephritis 8.4 MB 11,798 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionmembranous glomerulonephritis
Size8.4 MB
Obs11,798
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720427
human kidney membranous glomerulonephritis 25 MB 42,263 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionmembranous glomerulonephritis
Size25 MB
Obs42,263
silver Open in Vitessce
10x Xenium
Human kidney
GSM8720415
human kidney diabetic kidney disease 9.1 MB 27,155 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size9.1 MB
Obs27,155
silver
Open in Vitessce
10x Xenium
Human kidney
GSM8720414
human kidney 13 MB 52,225 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Size13 MB
Obs52,225
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720411
human kidney diabetic kidney disease 15 MB 34,621 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size15 MB
Obs34,621
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720416
human kidney diabetic kidney disease 3.2 MB 13,907 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size3.2 MB
Obs13,907
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720410
human kidney 12 MB 17,935 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Size12 MB
Obs17,935
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720417
human kidney diabetic kidney disease 19 MB 61,683 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size19 MB
Obs61,683
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720418
human kidney IgA glomerulonephritis 20 MB 38,973 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
ConditionIgA glomerulonephritis
Size20 MB
Obs38,973
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720429
human kidney membranous glomerulonephritis 43 MB 49,095 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionmembranous glomerulonephritis
Size43 MB
Obs49,095
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720425
human kidney lipoid nephrosis 52 MB 52,176 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionlipoid nephrosis
Size52 MB
Obs52,176
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720412
human kidney diabetic kidney disease 5.3 MB 13,519 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size5.3 MB
Obs13,519
silver Open in Vitessce
10x Xenium
Human kidney
GSM8720413
human kidney diabetic kidney disease 13 MB 20,472 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size13 MB
Obs20,472
silver
Open in Vitessce
10x Xenium
Human kidney
GSM8720430
human kidney membranous glomerulonephritis 18 MB 20,340 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionmembranous glomerulonephritis
Size18 MB
Obs20,340
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720428
human kidney membranous glomerulonephritis 15 MB 19,967 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionmembranous glomerulonephritis
Size15 MB
Obs19,967
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720422
human kidney lipoid nephrosis 67 MB 61,589 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
Conditionlipoid nephrosis
Size67 MB
Obs61,589
silver Open in Vitessce
Open in Vitessce
10x Xenium
Human kidney
GSM8720420
human kidney IgA glomerulonephritis 57 MB 72,994 obs silver
Technology10x Xenium
Organismhuman
Tissuekidney
ConditionIgA glomerulonephritis
Size57 MB
Obs72,994
silver Open in Vitessce

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