Collections / A MEF2C transcription factor network regulates proliferation of glomerular endothelial cells in diabetic kidney disease

A MEF2C transcription factor network regulates proliferation of glomerular endothelial cells in diabetic kidney disease

The maintenance of a healthy epithelial-endothelial juxtaposition requires cross-talk within glomerular cellular niches. We sought to understand the spatially-anchored regulation and transition of endothelial and mesangial cells from health to injury in DKD. From 74 human kidney samples, an integrated multi-omics approach was leveraged to identify cellular niches, cell-cell communication, cell injury trajectories, and regulatory transcription factor (TF) networks in glomerular capillary endothelial (EC-GC) and mesangial cells. Data were culled from single nucleus RNA and ATAC sequencing and three orthogonal spatial transcriptomic technologies for correlation with histopathological and clinical trial data. We identified a cellular niche in diabetic glomeruli enriched in a proliferative endothelial cell subtype (prEC) and altered vascular smooth muscle cells (VSMCs). Cellular communication within this niche maintained pro-angiogenic signaling with loss of anti-angiogenic factors. We identified a TF network of MEF2C, MEF2A, and TRPS1 which regulated SEMA6A and PLXNA2, a receptor-ligand pair opposing angiogenesis. It was observed in this Visium FFPE dataset that glomeruli enriched in the prEC niche had histologic evidence of neovascularization, and MEF2C activity was increased in diabetic glomeruli with nodular mesangial sclerosis.

Datasets12
Size~419 MB
AssayVisium
Samplehuman · kidney
KindOther
PMID:42055320 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse307817")
coll.ordered_artifacts.df()                 # the 12 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
Human kidney
GSM9231927
human kidney diabetic kidney disease 28 MB 1,929 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size28 MB
Obs1,929
Magnificationother · 4.270 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231928
human kidney diabetic kidney disease 45 MB 4,574 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size45 MB
Obs4,574
Magnificationother · 4.080 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231919
human kidney diabetic kidney disease 13 MB 437 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size13 MB
Obs437
Magnificationother · 5.272 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231917
human kidney diabetic kidney disease 29 MB 1,865 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size29 MB
Obs1,865
Magnificationother · 3.521 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231926
human kidney diabetic kidney disease 117 MB 4,608 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size117 MB
Obs4,608
Magnificationother · 3.919 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231924
human kidney diabetic kidney disease 15 MB 1,394 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size15 MB
Obs1,394
Magnificationother · 3.534 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231920
human kidney diabetic kidney disease 32 MB 977 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size32 MB
Obs977
Magnificationother · 3.679 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231921
human kidney diabetic kidney disease 19 MB 531 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size19 MB
Obs531
Magnificationother · 2.076 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231925
human kidney diabetic kidney disease 21 MB 1,479 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size21 MB
Obs1,479
Magnificationother · 3.526 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231918
human kidney diabetic kidney disease 24 MB 1,373 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size24 MB
Obs1,373
Magnificationother · 3.524 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231922
human kidney diabetic kidney disease 39 MB 1,203 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size39 MB
Obs1,203
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human kidney
GSM9231923
human kidney diabetic kidney disease 36 MB 1,682 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuekidney
Conditiondiabetic kidney disease
Size36 MB
Obs1,682
bronze H&E Open in Vitessce

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