Collections / Deconvolution of regulatory T cell heterogeneity identifies cycling precursors as conductors of immune escape during breast carcinoma progression [Visium]

Deconvolution of regulatory T cell heterogeneity identifies cycling precursors as conductors of immune escape during breast carcinoma progression [Visium]

Tumor-immune microenvironment is instrumental in shaping breast cancer tumor evolution. We previously identified an evolutionary bottleneck demarcating ductal carcinoma in situ (DCIS) from invasive ductal carcinoma (IDC). How the microenvironment evolves during such transition remains elusive. We dissected, in parallel, single-cell composition of DCIS and IDC patients and rat tumors that faithfully recapitulate human breast cancer. We discovered T cell diversity distinguishing DCIS and IDC and a novel cycling Treg state occupying the pseudotime bifurcation between DCIS and IDC, preceding more activated Treg subtypes. Multiscale analysis of patient cohorts as part of HTAN Consortium established that cycling Treg predicts recurrence in low-grade DCIS. We proved cycling Treg as Treg progenitors critical for immune escape and demonstrated that OX40 agonism restored immunotherapeutic sensitivity, where responders displayed increased inflammatory CAF subtype heterogeneity. Our study thus established cycling Treg’s importance in preserving immune escape and underscored its prognostic value to stratify future recurrence.

Datasets20
Size~253 MB
AssayVisium
Samplerat · mammary gland
KindComparison
PMID:41997138 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse253585")
coll.ordered_artifacts.df()                 # the 20 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
Rat mammary gland
GSM8023897
rat mammary gland breast carcinoma 12 MB 3,716 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Conditionbreast carcinoma
Size12 MB
Obs3,716
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023886
rat mammary gland 10 MB 2,543 obs bronze H&E
TechnologyVisium
Organismrat
Tissuemammary gland
Size10 MB
Obs2,543
Magnificationother · 14.773 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023902
rat mammary gland breast carcinoma 14 MB 3,304 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Conditionbreast carcinoma
Size14 MB
Obs3,304
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023895
rat mammary gland 23 MB 3,150 obs bronze H&E
TechnologyVisium
Organismrat
Tissuemammary gland
Size23 MB
Obs3,150
Magnificationother · 14.560 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023893
rat mammary gland 9.9 MB 3,636 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Size9.9 MB
Obs3,636
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023896
rat mammary gland 28 MB 3,928 obs bronze H&E
TechnologyVisium
Organismrat
Tissuemammary gland
Size28 MB
Obs3,928
Magnificationother · 14.479 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023892
rat mammary gland 7.6 MB 3,840 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Size7.6 MB
Obs3,840
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023899
rat mammary gland breast carcinoma 18 MB 3,799 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Conditionbreast carcinoma
Size18 MB
Obs3,799
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023904
rat mammary gland breast carcinoma 12 MB 2,898 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Conditionbreast carcinoma
Size12 MB
Obs2,898
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023901
rat mammary gland breast carcinoma 10 MB 1,648 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Conditionbreast carcinoma
Size10 MB
Obs1,648
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023894
rat mammary gland 19 MB 3,930 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Size19 MB
Obs3,930
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023890
rat mammary gland 11 MB 2,389 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Size11 MB
Obs2,389
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023898
rat mammary gland breast carcinoma 5.8 MB 2,397 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Conditionbreast carcinoma
Size5.8 MB
Obs2,397
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023903
rat mammary gland breast carcinoma 9.3 MB 2,912 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Conditionbreast carcinoma
Size9.3 MB
Obs2,912
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023888
rat mammary gland 15 MB 3,628 obs bronze H&E
TechnologyVisium
Organismrat
Tissuemammary gland
Size15 MB
Obs3,628
Magnificationother · 14.467 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023891
rat mammary gland 5.6 MB 3,213 obs bronze H&E
TechnologyVisium
Organismrat
Tissuemammary gland
Size5.6 MB
Obs3,213
Magnificationother · 14.694 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023900
rat mammary gland breast carcinoma 3.4 MB 1,185 obs bronze
TechnologyVisium
Organismrat
Tissuemammary gland
Conditionbreast carcinoma
Size3.4 MB
Obs1,185
bronze Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023889
rat mammary gland 8.5 MB 1,506 obs bronze H&E
TechnologyVisium
Organismrat
Tissuemammary gland
Size8.5 MB
Obs1,506
Magnificationother · 14.708 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023887
rat mammary gland 17 MB 4,072 obs bronze H&E
TechnologyVisium
Organismrat
Tissuemammary gland
Size17 MB
Obs4,072
Magnificationother · 14.589 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Rat mammary gland
GSM8023885
rat mammary gland 13 MB 2,591 obs bronze H&E
TechnologyVisium
Organismrat
Tissuemammary gland
Size13 MB
Obs2,591
Magnificationother · 14.812 µm/px
bronze H&E Open in Vitessce

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