Collections / Integrated Methylation and Spatial Transcriptomic Profiling of Metaplastic Breast Cancer to Investigate Intra-tumoral Heterogeneity.

Integrated Methylation and Spatial Transcriptomic Profiling of Metaplastic Breast Cancer to Investigate Intra-tumoral Heterogeneity.

Metaplastic breast cancer (MpBC) is a rare and aggressive form of breast cancer. Characteristically heterogeneous, MpBC are defined by the presence of various morphological elements, typically biphasic, with epithelial (e.g. non-special type (NST), squamous) and mesenchymal (e.g. spindle, chondroid, osteoid) components. The established clonality of the different components, favours an evolution model encompassing either a multipotent progenitor, or a linear metaplastic conversion. We performed methylation profiling to understand the nature of the different components, and to investigate their origins. The different morphologies demonstrated specific methylation profiles, with inter-patient clustering of common elements, rather than intra-patient clustering of distinct elements. While the malignant squamous components had a methylation profile consistent with normal squamous cells, chondroid regions were more like malignant chondroid tumours e.g. chondrosarcoma; indeed, this corresponds to the good and bad prognosis of squamous and chondroid MpBC phenotypes respectively. Our spatial transcriptomic approach, using 10X Genomics Visium and trajectory analysis evidenced that spindle cells form a transition between the originating carcinoma of non-special type (NST) and pleomorphic regions, with osteoid differentiation likely to be an end-stage fate of the chondroid growth pattern. This data lends itself to the conversion model of lineage differentiation. Considering the gene expression changes in more detail, we have also identified a series of master transcription factors likely to regulate these processes, and which are significantly associated with metaplastic-like features (basal/claudin-low; high grade; triple negative) in clinical data (METABRIC). Together, our study defines the micro-methylome and a spatial transcriptomic profile in MpBC, and identifies potential drivers associated with tumour heterogeneity that supports the conversion model of metaplasia and warrants further functional analysis.

Datasets8
Size~219 MB
AssayVisium
Samplehuman · breast
KindOther
PMID:40790295 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse283412")
coll.ordered_artifacts.df()                 # the 8 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
Human breast
GSM8662114
human breast metaplastic breast carcinoma 32 MB 4,254 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionmetaplastic breast carcinoma
Size32 MB
Obs4,254
Magnificationother · 3.315 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM8662120
human breast metaplastic breast carcinoma 18 MB 4,240 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionmetaplastic breast carcinoma
Size18 MB
Obs4,240
Magnificationother · 3.248 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM8662113
human breast metaplastic breast carcinoma 38 MB 4,238 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionmetaplastic breast carcinoma
Size38 MB
Obs4,238
Magnificationother · 3.319 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM8662116
human breast metaplastic breast carcinoma 39 MB 4,537 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionmetaplastic breast carcinoma
Size39 MB
Obs4,537
Magnificationother · 3.317 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM8662119
human breast metaplastic breast carcinoma 14 MB 4,258 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionmetaplastic breast carcinoma
Size14 MB
Obs4,258
Magnificationother · 3.287 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM8662117
human breast metaplastic breast carcinoma 19 MB 4,638 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionmetaplastic breast carcinoma
Size19 MB
Obs4,638
Magnificationother · 3.219 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM8662115
human breast metaplastic breast carcinoma 41 MB 4,548 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionmetaplastic breast carcinoma
Size41 MB
Obs4,548
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM8662118
human breast metaplastic breast carcinoma 18 MB 4,258 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionmetaplastic breast carcinoma
Size18 MB
Obs4,258
bronze H&E Open in Vitessce

Cite this collection

No linked publication found — please cite the data source.