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~1.8 GB
AssayVisium
Samplemouse · breast
KindComparison
Flag a data issue
www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE299631 ↗
Python · sddb client
from sddb import Catalog

cohort = Catalog().collection("geo-gse299631")
cohort.members        # the 36 datasets as a table

print(cohort.licenses())              # check the terms before you download

sdatas = cohort.to_dict()             # {uid: SpatialData}, cached locally
# or keep the .zarr files in a folder of your choice:
# sdatas = cohort.to_dict(dest="data/")
Python · lamindb

Needs pip install lamindb and network access to the Lamin database, which is limited during the alpha. If it fails, use the Client tab.

import lamindb as ln

db = ln.DB("scverse/spatialdata-db")
coll = db.Collection.get(key="geo-gse299631")
coll.ordered_artifacts.to_dataframe()   # the 36 members, ordered

# download every member .zarr to the local cache:
paths = [a.cache() for a in coll.ordered_artifacts.all()]
Shell
# sddb client: download every member .zarr into data/
sddb-cli download --collection geo-gse299631 --dest data/

Licenses: 36 NCBI GEO policy

Open in Vitessce
Visium
Mouse breast
GSM9042332
mouse breast breast carcinoma 74.6 MB 4,382 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size74.6 MB
Spots4,382
Magnificationother · 3.448 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042306
mouse breast breast carcinoma 22.9 MB 925 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size22.9 MB
Spots925
Magnificationother · 3.447 µm/px
silver H&E NCBI GEO policy Open in Vitessce
Visium
Mouse breast
GSM9042310
mouse breast breast carcinoma 23.0 MB 2,057 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size23.0 MB
Spots2,057
silver H&E NCBI GEO policy
Open in Vitessce
Visium
Mouse breast
GSM9042322
mouse breast breast carcinoma 30.4 MB 1,833 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size30.4 MB
Spots1,833
silver H&E NCBI GEO policy Open in Vitessce
Visium
Mouse breast
GSM9042323
mouse breast breast carcinoma 125 MB 4,499 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size125 MB
Spots4,499
silver H&E NCBI GEO policy
Open in Vitessce
Visium
Mouse breast
GSM9042326
mouse breast breast carcinoma 64.5 MB 2,790 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size64.5 MB
Spots2,790
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042331
mouse breast breast carcinoma 67.3 MB 3,461 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size67.3 MB
Spots3,461
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042328
mouse breast breast carcinoma 116 MB 4,371 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size116 MB
Spots4,371
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042309
mouse breast breast carcinoma 14.5 MB 1,047 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size14.5 MB
Spots1,047
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042325
mouse breast breast carcinoma 65.2 MB 2,440 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size65.2 MB
Spots2,440
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042341
mouse breast breast carcinoma 57.2 MB 4,467 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size57.2 MB
Spots4,467
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042334
mouse breast breast carcinoma 38.9 MB 2,771 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size38.9 MB
Spots2,771
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042335
mouse breast breast carcinoma 39.7 MB 3,605 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size39.7 MB
Spots3,605
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042312
mouse breast breast carcinoma 25.5 MB 1,057 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size25.5 MB
Spots1,057
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042316
mouse breast breast carcinoma 40.8 MB 2,267 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size40.8 MB
Spots2,267
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042330
mouse breast breast carcinoma 54.3 MB 2,776 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size54.3 MB
Spots2,776
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042338
mouse breast breast carcinoma 72.2 MB 4,807 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size72.2 MB
Spots4,807
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042311
mouse breast breast carcinoma 21.6 MB 822 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size21.6 MB
Spots822
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042337
mouse breast breast carcinoma 71.0 MB 4,458 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size71.0 MB
Spots4,458
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042317
mouse breast breast carcinoma 46.4 MB 3,019 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size46.4 MB
Spots3,019
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042308
mouse breast breast carcinoma 14.2 MB 1,233 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size14.2 MB
Spots1,233
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042305
mouse breast breast carcinoma 43.6 MB 2,154 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size43.6 MB
Spots2,154
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042329
mouse breast breast carcinoma 30.5 MB 2,695 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size30.5 MB
Spots2,695
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042340
mouse breast breast carcinoma 29.2 MB 1,122 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size29.2 MB
Spots1,122
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042307
mouse breast breast carcinoma 40.7 MB 2,147 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size40.7 MB
Spots2,147
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042336
mouse breast breast carcinoma 50.7 MB 3,224 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size50.7 MB
Spots3,224
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042313
mouse breast breast carcinoma 50.0 MB 3,448 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size50.0 MB
Spots3,448
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042318
mouse breast breast carcinoma 61.4 MB 3,692 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size61.4 MB
Spots3,692
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042327
mouse breast breast carcinoma 65.5 MB 2,888 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size65.5 MB
Spots2,888
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042321
mouse breast breast carcinoma 89.4 MB 3,561 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size89.4 MB
Spots3,561
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042324
mouse breast breast carcinoma 46.3 MB 2,806 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size46.3 MB
Spots2,806
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042319
mouse breast breast carcinoma 14.1 MB 1,325 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size14.1 MB
Spots1,325
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042314
mouse breast breast carcinoma 31.1 MB 2,470 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size31.1 MB
Spots2,470
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042320
mouse breast breast carcinoma 57.7 MB 3,907 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size57.7 MB
Spots3,907
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042339
mouse breast breast carcinoma 83.2 MB 4,250 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size83.2 MB
Spots4,250
silver H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse breast
GSM9042333
mouse breast breast carcinoma 32.9 MB 2,590 spots silver H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuebreast
Conditionbreast carcinoma
Size32.9 MB
Spots2,590
silver H&E NCBI GEO policy Open in Vitessce

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