Collections / Spatially resolved transcriptomic analysis of acute kidney injury in a female murine model

Spatially resolved transcriptomic analysis of acute kidney injury in a female murine model

We optimized and validated a female bilateral ischemia reperfusion injury model. Using the 10X Genomics Visium Spatial Gene Expression solution, we generated spatial maps of gene expression across the injury and repair time course, and applied two open-source computational tools, Giotto and SPOTlight, to increase resolution and measure cell-cell interaction dynamics. An ischemia time of 34 minutes in a female murine model resulted in comparable injury to males across the time course of injury and repair. We report increased resolution of cell and gene expression with Giotto, a computational toolbox for spatial data analysis. Using a seeded non-negative matrix regression (SPOTlight) to deconvolute the dynamic landscape of cell-cell interactions, we find that injured proximal tubule cells are characterized by increasing macrophage and lymphocyte interactions even at 6 weeks after injury, consistent with a pro-inflammatory role for this cell state. In this transcriptomic atlas, we defined region-specific and injury-induced loss of differentiation markers and their re-expression during repair, as well as region-specific injury and repair transcriptional responses. Lastly, we created a data visualization web application for the scientific community to explore these results (http://humphreyslab.com/SingleCell/).

Datasets5
Size~111 MB
AssayVisium
Samplemouse · kidney
KindTime course
PMID:34853151 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse182939")
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()}
Open in Vitessce
Visium
Mouse kidney
GSM5543479
mouse kidney 20 MB 1,617 obs silver H&E
TechnologyVisium
Organismmouse
Tissuekidney
Size20 MB
Obs1,617
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse kidney
GSM5543480
mouse kidney acute kidney failure 16 MB 2,219 obs silver H&E
TechnologyVisium
Organismmouse
Tissuekidney
Conditionacute kidney failure
Size16 MB
Obs2,219
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse kidney
GSM5543481
mouse kidney acute kidney failure 22 MB 1,893 obs silver H&E
TechnologyVisium
Organismmouse
Tissuekidney
Conditionacute kidney failure
Size22 MB
Obs1,893
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse kidney
GSM5543483
mouse kidney acute kidney failure 23 MB 1,598 obs silver H&E
TechnologyVisium
Organismmouse
Tissuekidney
Conditionacute kidney failure
Size23 MB
Obs1,598
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse kidney
GSM5543482
mouse kidney acute kidney failure 30 MB 2,212 obs silver H&E
TechnologyVisium
Organismmouse
Tissuekidney
Conditionacute kidney failure
Size30 MB
Obs2,212
silver H&E Open in Vitessce

Cite this collection

No linked publication found — please cite the data source.