Collections / The spatiotemporal dynamics of postnatal vascularization in the mouse brain

The spatiotemporal dynamics of postnatal vascularization in the mouse brain

The structure of the cerebral vasculature is immature at birth and undergoes significant post-natal remodeling and expansion. However, how vascularization progresses throughout the brain to integrate volumetric growth with neuronal circuit maturation is unclear. To address this spatiotemporally, we developed LAMBADA—a resource for registering and annotating optically cleared developing mouse brains with high temporal resolution, enriched by aligned spatial transcriptomics. Using this resource, we identified three distinct, brain-wide phases of postnatal cerebral vascular development: (1) an isometric expansion phase, characterized by the expression of well-known transcriptomic signatures; (2) a regional specialization phase, which coincides with neuronal maturation and synaptogenesis; and (3) a refinement phase, marked by the stabilization of vascular networks and synapses. We delineate the molecular and structural mechanisms underlying these phases by correlating vascular remodeling with spatial transcriptomic gene expression. This atlas provides a novel foundation for studying developmental neurovascular interactions and serves as a resource for murine postnatal brain development research.

Datasets46
Size~2.3 GB
AssayVisium
Samplemouse · brain
KindTime course
PMID:41985458 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse313896")
coll.ordered_artifacts.df()                 # the 46 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 brain
GSM9377367
mouse brain 51 MB 3,311 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size51 MB
Obs3,311
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377340
mouse brain 47 MB 2,814 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size47 MB
Obs2,814
Magnificationother · 3.524 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377338
mouse brain 59 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size59 MB
Obs4,992
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377360
mouse brain 40 MB 3,118 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size40 MB
Obs3,118
bronze H&E Open in Vitessce
Visium
Mouse brain
GSM9377355
mouse brain 64 MB 4,244 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size64 MB
Obs4,244
bronze H&E
Open in Vitessce
Visium
Mouse brain
GSM9377330
mouse brain 69 MB 3,545 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size69 MB
Obs3,545
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
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mouse brain 42 MB 2,487 obs bronze H&E
TechnologyVisium
Organismmouse
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Size42 MB
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
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TechnologyVisium
Organismmouse
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377345
mouse brain 47 MB 3,219 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size47 MB
Obs3,219
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377354
mouse brain 41 MB 2,954 obs bronze H&E
TechnologyVisium
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Obs2,954
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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mouse brain 47 MB 3,568 obs bronze H&E
TechnologyVisium
Organismmouse
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Obs3,568
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
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mouse brain 46 MB 2,288 obs bronze H&E
TechnologyVisium
Organismmouse
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Size46 MB
Obs2,288
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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mouse brain 49 MB 3,193 obs bronze H&E
TechnologyVisium
Organismmouse
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Size49 MB
Obs3,193
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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mouse brain 54 MB 2,896 obs bronze H&E
TechnologyVisium
Organismmouse
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Obs2,896
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
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TechnologyVisium
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Obs3,171
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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mouse brain 55 MB 3,468 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size55 MB
Obs3,468
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
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mouse brain 31 MB 3,108 obs bronze H&E
TechnologyVisium
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Size31 MB
Obs3,108
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377348
mouse brain 40 MB 3,521 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size40 MB
Obs3,521
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377339
mouse brain 82 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size82 MB
Obs4,992
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
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mouse brain 67 MB 3,149 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size67 MB
Obs3,149
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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mouse brain 42 MB 2,020 obs bronze H&E
TechnologyVisium
Organismmouse
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Obs2,020
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
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mouse brain 48 MB 3,283 obs bronze H&E
TechnologyVisium
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
Organismmouse
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
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mouse brain 51 MB 3,107 obs bronze H&E
TechnologyVisium
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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Obs3,094
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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bronze H&E Open in Vitessce
Visium
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TechnologyVisium
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bronze H&E
Visium
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bronze H&E
Visium
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bronze H&E
Visium
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mouse brain 53 MB 2,924 obs bronze H&E
TechnologyVisium
Organismmouse
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Obs2,924
bronze H&E
Open in Vitessce
Visium
Mouse brain
GSM9377346
mouse brain 54 MB 4,002 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size54 MB
Obs4,002
bronze H&E Open in Vitessce
Visium
Mouse brain
GSM9377344
mouse brain 35 MB 3,366 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size35 MB
Obs3,366
bronze H&E
Open in Vitessce
Visium
Mouse brain
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mouse brain 44 MB 3,288 obs bronze H&E
TechnologyVisium
Organismmouse
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Obs3,288
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377328
mouse brain 58 MB 3,096 obs bronze H&E
TechnologyVisium
Organismmouse
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Obs3,096
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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mouse brain 61 MB 3,083 obs bronze H&E
TechnologyVisium
Organismmouse
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Size61 MB
Obs3,083
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377359
mouse brain 59 MB 4,367 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size59 MB
Obs4,367
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377332
mouse brain 76 MB 4,011 obs bronze H&E
TechnologyVisium
Organismmouse
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Size76 MB
Obs4,011
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377362
mouse brain 59 MB 3,413 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size59 MB
Obs3,413
bronze H&E Open in Vitessce
Visium
Mouse brain
GSM9377356
mouse brain 50 MB 3,663 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size50 MB
Obs3,663
bronze H&E
Open in Vitessce
Visium
Mouse brain
GSM9377352
mouse brain 29 MB 2,292 obs bronze H&E
TechnologyVisium
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Size29 MB
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377353
mouse brain 44 MB 3,194 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size44 MB
Obs3,194
bronze H&E Open in Vitessce
Open in Vitessce
Visium
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GSM9377372
mouse brain 43 MB 3,225 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size43 MB
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse brain
GSM9377369
mouse brain 67 MB 3,812 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuebrain
Size67 MB
Obs3,812
bronze H&E Open in Vitessce

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