Collections / Spatial transcriptomics unveils the in situ cellular and molecular hallmarks of the lung in fatal COVID-19

Spatial transcriptomics unveils the in situ cellular and molecular hallmarks of the lung in fatal COVID-19

Severe Coronavirus disease 2019 (COVID-19) induces heterogeneous and progressive diffuse alveolar damage (DAD) highly disrupting lung tissue architecture and homeostasis, hampering disease management leading to fatal outcomes. Characterizing DAD pathophysiology across disease progression is of ultimate importance to better understand the molecular and cellular features driving different DAD patterns and to optimize treatment strategies. To contextualize the interplay between cell types and assess their distribution, spatial transcriptomics (ST) techniques have emerged, allowing unprecedented resolution to investigate spatial architecture of tissues. To this end, post-mortem lung tissue provides valuable insights into cellular composition and their spatial relationships at the time of death. Here, we have leveraged VisumST technology in post-mortem COVID-19 induced acute and proliferative DAD lungs including control samples with normal morphological appearance, to unravel the immunopathological mechanisms underlying DAD, providing novel insights into cellular and molecular communication events driving DAD progression in fatal COVID-19. We report a progressive loss of endothelial cell types, pneumocytes type I and natural killer cells coupled with a continuous increase of myeloid and stromal cells, mostly peribronchial fibroblasts, over disease progression. Spatial organization analysis identified variable cellular compartments, ranging from major compartments defined by cell type lineages in control lungs to increased and more specific compartmentalization including immune-specific clusters across DAD spectrum. Importantly, spatially informed ligand-receptor interaction (LRI) analysis revealed an intercellular communication signature defining COVID-19 induced DAD lungs. Transcription factor (TF) activity enrichment analysis identified TGF-B pathway as DAD driver, highlighting SMAD3 and SMAD7 TFs activity role during lung fibrosis. Integration of deregulated LRIs and TFs activity allowed us to propose a downstream intracellular signaling pathway in peribronchial fibroblasts, suggesting potential novel therapeutic targets. Finally, spatio-temporal trajectories analysis provided insights into the alveolar epithelium regeneration program, characterizing markers of pneumocytes type II differentiation towards pneumocytes type I. In conclusion, we provide a spatial characterization of lung tissue architecture upon COVID-19 induced DAD progression, identifying molecular and cellular hallmarks that may help optimize treatment and patient management.

Datasets22
Size~841 MB
AssayVisium
Samplehuman · lung
KindComparison
www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE271370 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse271370")
coll.ordered_artifacts.df()                 # the 22 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()}
Visium
Human lung
GSM8387366
human lung 77 MB 4,498 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size77 MB
Obs4,498
silver H&E
Open in Vitessce
Visium
Human lung
GSM8387371
human lung 22 MB 4,619 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size22 MB
Obs4,619
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387376
human lung 31 MB 4,086 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size31 MB
Obs4,086
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387365
human lung 67 MB 4,212 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size67 MB
Obs4,212
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387359
human lung 39 MB 3,963 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size39 MB
Obs3,963
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387375
human lung 17 MB 3,517 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size17 MB
Obs3,517
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8375642
human lung COVID-19 18 MB 4,768 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
ConditionCOVID-19
Size18 MB
Obs4,768
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387360
human lung 39 MB 4,127 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size39 MB
Obs4,127
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387367
human lung COVID-19 25 MB 3,717 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
ConditionCOVID-19
Size25 MB
Obs3,717
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8375640
human lung COVID-19 31 MB 4,683 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
ConditionCOVID-19
Size31 MB
Obs4,683
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8375641
human lung COVID-19 19 MB 3,649 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
ConditionCOVID-19
Size19 MB
Obs3,649
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387363
human lung 62 MB 4,613 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size62 MB
Obs4,613
silver H&E Open in Vitessce
Visium
Human lung
GSM8387370
human lung COVID-19 26 MB 4,620 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
ConditionCOVID-19
Size26 MB
Obs4,620
silver H&E
Open in Vitessce
Visium
Human lung
GSM8375643
human lung 41 MB 2,204 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size41 MB
Obs2,204
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387362
human lung 43 MB 4,213 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size43 MB
Obs4,213
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387358
human lung 52 MB 4,409 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size52 MB
Obs4,409
silver H&E Open in Vitessce
Visium
Human lung
GSM8387368
human lung COVID-19 17 MB 3,643 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
ConditionCOVID-19
Size17 MB
Obs3,643
silver H&E
Open in Vitessce
Visium
Human lung
GSM8387361
human lung 32 MB 4,816 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size32 MB
Obs4,816
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387364
human lung 54 MB 3,849 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size54 MB
Obs3,849
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387369
human lung COVID-19 29 MB 3,264 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
ConditionCOVID-19
Size29 MB
Obs3,264
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387372
human lung 51 MB 4,602 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size51 MB
Obs4,602
silver H&E Open in Vitessce
Open in Vitessce
Visium
Human lung
GSM8387374
human lung 48 MB 4,542 obs silver H&E
TechnologyVisium
Organismhuman
Tissuelung
Size48 MB
Obs4,542
silver H&E Open in Vitessce

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