Collections / Histological Signatures Reveal Anti-Fibrotic Factors in Mouse and Human Lungs [Visium]

Histological Signatures Reveal Anti-Fibrotic Factors in Mouse and Human Lungs [Visium]

Fibrosis, the replacement of healthy tissue with collagen-rich matrix, can occur following injury in almost every organ. Mouse lungs follow stereotyped sequences of fibrogenesis-to-resolution after bleomycin injury, and we reasoned that profiling post-injury histological progression could uncover pro- vs. anti-fibrotic features with functional value for human fibrosis. We mapped spatiotemporally-resolved transformations in lung extracellular matrix (ECM) architecture to spatially-resolved, multi-omic data. First, we charted stepwise trajectories of matrix aberration vs. resolution using unsupervised machine learning, denoting a reversible transition in uniform-to-disordered histological architecture. Single-cell sequencing along these trajectories identified temporally-enriched “ECM-secreting” (Csmd1+) and “pro-resolving” (Cd248+) fibroblasts, for which Visium inferred divergent histological signatures and spatial-transcriptional “neighborhoods”. Critically, pro-resolving fibroblast instillation helped ameliorate fibrosis in vivo. Further, fibroblast neighborhood-associated moieties, Serpine2 and Pi16, functionally modulated human lung fibrosis ex vivo. Spatial phenotyping of idiopathic pulmonary fibrosis further uncovered analogous fibroblast subtypes and neighborhoods in human disease. Collectively, these findings establish an atlas of pro-/anti-fibrotic factors underlying lung matrix architecture and implicate fibroblast-centered moieties in modulating fibrotic progression vs. resolution.

Datasets8
Size~93 MB
AssayVisium
Samplemouse · lung
KindTime course
PMID:40108456 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse250395")
coll.ordered_artifacts.df()                 # the 8 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 lung
GSM7978620
mouse lung pulmonary fibrosis 9.5 MB 2,013 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuelung
Conditionpulmonary fibrosis
Size9.5 MB
Obs2,013
Magnificationother · 4.049 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse lung
GSM7978623
mouse lung pulmonary fibrosis 16 MB 3,464 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuelung
Conditionpulmonary fibrosis
Size16 MB
Obs3,464
Magnificationother · 4.047 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse lung
GSM7978617
mouse lung pulmonary fibrosis 10 MB 2,831 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuelung
Conditionpulmonary fibrosis
Size10 MB
Obs2,831
Magnificationother · 3.680 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse lung
GSM7978618
mouse lung pulmonary fibrosis 13 MB 3,048 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuelung
Conditionpulmonary fibrosis
Size13 MB
Obs3,048
Magnificationother · 3.681 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse lung
GSM7978621
mouse lung 9.7 MB 2,086 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuelung
Size9.7 MB
Obs2,086
Magnificationother · 4.049 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse lung
GSM7978624
mouse lung pulmonary fibrosis 11 MB 2,848 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuelung
Conditionpulmonary fibrosis
Size11 MB
Obs2,848
Magnificationother · 4.047 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse lung
GSM7978619
mouse lung pulmonary fibrosis 12 MB 2,775 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuelung
Conditionpulmonary fibrosis
Size12 MB
Obs2,775
Magnificationother · 4.049 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse lung
GSM7978622
mouse lung pulmonary fibrosis 11 MB 2,436 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuelung
Conditionpulmonary fibrosis
Size11 MB
Obs2,436
Magnificationother · 4.051 µm/px
bronze H&E Open in Vitessce

Cite this collection

No linked publication found — please cite the data source.