Collections / Spatial heterogeneity of integrins and their ligands in primary breast tumors

Spatial heterogeneity of integrins and their ligands in primary breast tumors

The diversity of cell-cell interactions in different regions of a tumor reflects the functional heterogeneity of cancer, which poses challenges in early diagnosis, selection of treatment strategies, and prognosis of breast cancer. Cancer cells interact with each other to form different morphological structures in the tumor and stromal host cells via integrins. The objective of this study was to characterize the morphological and spatial heterogeneity of primary breast tumors in the context of expression profiles of integrins and their ligands. We studied spatial transcriptomics using the 10X Visium approach and the NICHES algorithm to map ligand-receptor signaling pathways and visualize the heterogeneity of signaling archetypes in tumor clusters. Cluster analysis of the expression profiles of tumor spots from the samples indicated pronounced inter-tumoral heterogeneity. Integrin-ligand functional clusters were associated with intratumoral heterogeneity, which was manifested by the presence of several morphological loci as observed in histological tumor samples. Inter-tumoral heterogeneity was manifested by a different number of functional clusters, ranging from 2 to 9 for each tumor sample. The main characteristic of these clusters was the significant predominance of non-complementary integrin subunits. Of the 42 functional integrin-ligand pairs in 21 clusters of five samples, 41 pairs occurred only once. The exception was the LAMA5-ITGB4 pair, which was detected in two clusters of different samples. The spatial heterogeneity of integrin-ligand expression clusters in breast cancer contributes significantly to the functional heterogeneity of the tumor, which sets the stage for many scenarios of parenchymatous-stromal relationships, some of which may be effective in the emergence of metastasizing tumor seed cells. The intra- and inter-tumoral spatio-functional heterogeneity of the tumor tissue that we discovered may largely explain why it is difficult to achieve success in most patients with breast cancer using any therapeutic strategy targeting one molecule of the vast array, regardless of the importance of its pathogenetic significance.

Datasets16
Size~602 MB
AssayVisium
Samplehuman · breast
KindOther
PMID:39456890 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse242311")
coll.ordered_artifacts.df()                 # the 16 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
GSM7757970
human breast breast cancer 47 MB 2,830 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size47 MB
Obs2,830
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757977
human breast breast cancer 29 MB 2,707 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size29 MB
Obs2,707
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757971
human breast breast cancer 10 MB 2,185 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size10 MB
Obs2,185
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757976
human breast breast cancer 32 MB 2,622 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size32 MB
Obs2,622
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757980
human breast breast cancer 36 MB 2,305 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size36 MB
Obs2,305
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757985
human breast breast cancer 47 MB 3,275 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size47 MB
Obs3,275
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757979
human breast breast cancer 16 MB 2,166 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size16 MB
Obs2,166
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757982
human breast breast cancer 36 MB 2,440 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size36 MB
Obs2,440
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757983
human breast breast cancer 31 MB 2,670 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size31 MB
Obs2,670
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757975
human breast breast cancer 66 MB 3,210 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size66 MB
Obs3,210
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757974
human breast breast cancer 47 MB 2,276 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size47 MB
Obs2,276
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757972
human breast breast cancer 26 MB 1,505 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size26 MB
Obs1,505
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757984
human breast breast cancer 53 MB 2,885 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size53 MB
Obs2,885
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757978
human breast breast cancer 50 MB 2,753 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size50 MB
Obs2,753
Magnificationother · 3.460 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757981
human breast breast cancer 44 MB 3,127 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size44 MB
Obs3,127
Magnificationother · 3.478 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human breast
GSM7757973
human breast breast cancer 31 MB 2,420 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebreast
Conditionbreast cancer
Size31 MB
Obs2,420
Magnificationother · 3.383 µm/px
bronze H&E Open in Vitessce

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