Collections / Spatiotemporal organisation of residual disease in mouse and human BRCA1-deficient mammary tumors and breast cancer

Spatiotemporal organisation of residual disease in mouse and human BRCA1-deficient mammary tumors and breast cancer

Breast cancer remains one of the prominent causes of death worldwide. Although chemotherapeutic agents often result in substantial reduction of primary or metastatic tumors, remaining drug-tolerant tumor cell populations, known as minimal residual disease (MRD), pose a significant risk of recurrence and therapy resistance. In this study, we describe the spatiotemporal organisation of therapy response and MRD in BRCA1;p53-deficient mouse mammary tumors and human clinical samples using a multimodal approach. By integrating single-cell RNA sequencing, spatial transcriptomics, and imaging mass cytometry across multiple treatment timepoints, we characterise dynamic interactions between tumor cell subpopulations and their surrounding microenvironment. Our analysis identifies a distinct, drug-tolerant epithelial-mesenchymal transition (EMT) cancer cell population, which exhibits a conserved expression program in human BRCA1-deficient tumors and significantly correlates with adverse clinical outcomes. We further reveal the spatial distribution of residual EMT-like tumor cells within specific anatomical niches, providing a framework for understanding the persistence of MRD and potential therapeutic vulnerabilities. These findings yield a comprehensive molecular roadmap of MRD, opening new avenues for therapeutic strategies targeting EMT-driven drug tolerance and tumor relapse.

Datasets36
Size~1.7 GB
AssayVisium
Samplemouse · breast
KindComparison
www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE299631 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse299631")
coll.ordered_artifacts.df()                 # the 36 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 breast
GSM9042332
mouse breast breast carcinoma 71 MB 4,382 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size71 MB
Obs4,382
Magnificationother · 3.448 µm/px
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042306
mouse breast breast carcinoma 22 MB 925 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size22 MB
Obs925
Magnificationother · 3.447 µm/px
silver H&E Open in Vitessce
Visium
Mouse breast
GSM9042310
mouse breast breast carcinoma 22 MB 2,057 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size22 MB
Obs2,057
silver H&E
Open in Vitessce
Visium
Mouse breast
GSM9042322
mouse breast breast carcinoma 29 MB 1,833 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size29 MB
Obs1,833
silver H&E Open in Vitessce
Visium
Mouse breast
GSM9042323
mouse breast breast carcinoma 119 MB 4,499 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size119 MB
Obs4,499
silver H&E
Open in Vitessce
Visium
Mouse breast
GSM9042326
mouse breast breast carcinoma 62 MB 2,790 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size62 MB
Obs2,790
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042331
mouse breast breast carcinoma 64 MB 3,461 obs silver H&E
TechnologyVisium
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Obs3,461
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042328
mouse breast breast carcinoma 111 MB 4,371 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
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silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042309
mouse breast breast carcinoma 14 MB 1,047 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
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Obs1,047
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042325
mouse breast breast carcinoma 62 MB 2,440 obs silver H&E
TechnologyVisium
Organismmouse
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silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
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TechnologyVisium
Organismmouse
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Obs4,467
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042334
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TechnologyVisium
Organismmouse
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silver H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
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TechnologyVisium
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Obs1,057
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042316
mouse breast breast carcinoma 39 MB 2,267 obs silver H&E
TechnologyVisium
Organismmouse
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Size39 MB
Obs2,267
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042330
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TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size52 MB
Obs2,776
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042338
mouse breast breast carcinoma 69 MB 4,807 obs silver H&E
TechnologyVisium
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Obs4,807
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
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TechnologyVisium
Organismmouse
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Size21 MB
Obs822
silver H&E Open in Vitessce
Open in Vitessce
Visium
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GSM9042337
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TechnologyVisium
Organismmouse
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Conditionbreast carcinoma
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Obs4,458
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042317
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TechnologyVisium
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Obs3,019
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042308
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TechnologyVisium
Organismmouse
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silver H&E Open in Vitessce
Open in Vitessce
Visium
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GSM9042305
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TechnologyVisium
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Conditionbreast carcinoma
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Obs2,154
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042329
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TechnologyVisium
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Obs2,695
silver H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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silver H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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silver H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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silver H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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silver H&E Open in Vitessce
Open in Vitessce
Visium
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TechnologyVisium
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silver H&E Open in Vitessce
Open in Vitessce
Visium
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mouse breast breast carcinoma 62 MB 2,888 obs silver H&E
TechnologyVisium
Organismmouse
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silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042321
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TechnologyVisium
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silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
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mouse breast breast carcinoma 44 MB 2,806 obs silver H&E
TechnologyVisium
Organismmouse
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Obs2,806
silver H&E Open in Vitessce
Open in Vitessce
Visium
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GSM9042319
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TechnologyVisium
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silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042314
mouse breast breast carcinoma 30 MB 2,470 obs silver H&E
TechnologyVisium
Organismmouse
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silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042320
mouse breast breast carcinoma 55 MB 3,907 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size55 MB
Obs3,907
silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042339
mouse breast breast carcinoma 79 MB 4,250 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
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silver H&E Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042333
mouse breast breast carcinoma 31 MB 2,590 obs silver H&E
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size31 MB
Obs2,590
silver H&E Open in Vitessce

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