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A novel six-biomarker panel identified from male breast cancer-associated fibroblasts demonstrates prognostic power for prostate tumors
by
Scordamaglia, Domenica
, Talia, Marianna
, Cesario, Eugenio
, De Francesco, Ernestina Marianna
, Malaguarnera, Roberta
, Cirillo, Francesca
, Miglietta, Anna Maria
, Maggiolini, Marcello
, Zicarelli, Azzurra
, Lappano, Rosamaria
in
Aged
/ Anopheles
/ Biological markers
/ Biomarkers
/ Biomarkers, Tumor - genetics
/ Biomarkers, Tumor - metabolism
/ Biomedical and Life Sciences
/ Biomedicine
/ Breast cancer
/ Breast Neoplasms, Male - genetics
/ Breast Neoplasms, Male - pathology
/ Cancer patients
/ Cancer-associated fibroblasts (CAFs)
/ Cancer-Associated Fibroblasts - metabolism
/ Cancer-Associated Fibroblasts - pathology
/ Cellular Metabolism Therapy
/ Cluster Analysis
/ Datasets
/ Female
/ Females
/ Fibroblasts
/ Fibronectins
/ Gene expression
/ Gene Expression Profiling
/ Gene Expression Regulation, Neoplastic
/ Gene signature
/ Genes
/ Health aspects
/ Humans
/ K-means
/ Male
/ Male breast cancer
/ Malignancy
/ Medical research
/ Medicine, Experimental
/ Medicine/Public Health
/ Middle Aged
/ Patients
/ Physiological aspects
/ Prognosis
/ Prostate cancer
/ Prostate diseases
/ Prostatic Neoplasms - genetics
/ Prostatic Neoplasms - pathology
/ RNA
/ RNA sequencing
/ Therapeutic targets
/ Transcriptome - genetics
/ Transcriptomes
/ Transcriptomics
/ Tumor microenvironment
/ Tumors
/ Women
2025
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A novel six-biomarker panel identified from male breast cancer-associated fibroblasts demonstrates prognostic power for prostate tumors
by
Scordamaglia, Domenica
, Talia, Marianna
, Cesario, Eugenio
, De Francesco, Ernestina Marianna
, Malaguarnera, Roberta
, Cirillo, Francesca
, Miglietta, Anna Maria
, Maggiolini, Marcello
, Zicarelli, Azzurra
, Lappano, Rosamaria
in
Aged
/ Anopheles
/ Biological markers
/ Biomarkers
/ Biomarkers, Tumor - genetics
/ Biomarkers, Tumor - metabolism
/ Biomedical and Life Sciences
/ Biomedicine
/ Breast cancer
/ Breast Neoplasms, Male - genetics
/ Breast Neoplasms, Male - pathology
/ Cancer patients
/ Cancer-associated fibroblasts (CAFs)
/ Cancer-Associated Fibroblasts - metabolism
/ Cancer-Associated Fibroblasts - pathology
/ Cellular Metabolism Therapy
/ Cluster Analysis
/ Datasets
/ Female
/ Females
/ Fibroblasts
/ Fibronectins
/ Gene expression
/ Gene Expression Profiling
/ Gene Expression Regulation, Neoplastic
/ Gene signature
/ Genes
/ Health aspects
/ Humans
/ K-means
/ Male
/ Male breast cancer
/ Malignancy
/ Medical research
/ Medicine, Experimental
/ Medicine/Public Health
/ Middle Aged
/ Patients
/ Physiological aspects
/ Prognosis
/ Prostate cancer
/ Prostate diseases
/ Prostatic Neoplasms - genetics
/ Prostatic Neoplasms - pathology
/ RNA
/ RNA sequencing
/ Therapeutic targets
/ Transcriptome - genetics
/ Transcriptomes
/ Transcriptomics
/ Tumor microenvironment
/ Tumors
/ Women
2025
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A novel six-biomarker panel identified from male breast cancer-associated fibroblasts demonstrates prognostic power for prostate tumors
by
Scordamaglia, Domenica
, Talia, Marianna
, Cesario, Eugenio
, De Francesco, Ernestina Marianna
, Malaguarnera, Roberta
, Cirillo, Francesca
, Miglietta, Anna Maria
, Maggiolini, Marcello
, Zicarelli, Azzurra
, Lappano, Rosamaria
in
Aged
/ Anopheles
/ Biological markers
/ Biomarkers
/ Biomarkers, Tumor - genetics
/ Biomarkers, Tumor - metabolism
/ Biomedical and Life Sciences
/ Biomedicine
/ Breast cancer
/ Breast Neoplasms, Male - genetics
/ Breast Neoplasms, Male - pathology
/ Cancer patients
/ Cancer-associated fibroblasts (CAFs)
/ Cancer-Associated Fibroblasts - metabolism
/ Cancer-Associated Fibroblasts - pathology
/ Cellular Metabolism Therapy
/ Cluster Analysis
/ Datasets
/ Female
/ Females
/ Fibroblasts
/ Fibronectins
/ Gene expression
/ Gene Expression Profiling
/ Gene Expression Regulation, Neoplastic
/ Gene signature
/ Genes
/ Health aspects
/ Humans
/ K-means
/ Male
/ Male breast cancer
/ Malignancy
/ Medical research
/ Medicine, Experimental
/ Medicine/Public Health
/ Middle Aged
/ Patients
/ Physiological aspects
/ Prognosis
/ Prostate cancer
/ Prostate diseases
/ Prostatic Neoplasms - genetics
/ Prostatic Neoplasms - pathology
/ RNA
/ RNA sequencing
/ Therapeutic targets
/ Transcriptome - genetics
/ Transcriptomes
/ Transcriptomics
/ Tumor microenvironment
/ Tumors
/ Women
2025
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A novel six-biomarker panel identified from male breast cancer-associated fibroblasts demonstrates prognostic power for prostate tumors
Journal Article
A novel six-biomarker panel identified from male breast cancer-associated fibroblasts demonstrates prognostic power for prostate tumors
2025
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Overview
Background
Male breast cancer (BC) is rare, accounting for only approximately 1% of all cases of BC, and poorly characterized. In contrast, prostate cancer is the most prevalent cancer in men and serves as a model for understanding male-specific tumor biology. The advent of high-throughput technologies has enabled the development of gene expression signatures for both breast and prostate tumors that could inform prognosis and guide treatment. In this respect, the role of the tumor microenvironment, particularly cancer-associated fibroblasts (CAFs), remains largely underexplored. Here, we sought to identify a CAF-related gene signature in male patients with BC and prostate cancer to reveal specific protumorigenic mechanisms and identify novel therapeutic targets for both malignancies.
Methods
RNA sequencing was performed to analyze and compare the transcriptomes of CAFs isolated from female and male BC patients. Differentially expressed genes (DEGs) between female and male breast CAFs were identified and subjected to enrichment analyses. Using a set of candidate upregulated genes in male breast CAFs, K-means clustering of prostate cancer patients was performed using multiple datasets to define a prognostic gene signature. Kaplan‒Meier curves and log-rank tests were conducted to assess differences in patient outcomes and other clinical variables between groups of patients with high or low prognostic gene expression. The clustering results were then validated using decision tree analysis, and boosted calculations were employed to increase the classifier performance.
Results
Transcriptomic profiling revealed 775 DEGs between female and male breast CAFs. Owing to the limited transcriptomic data from male BC patients, we leveraged large prostate cancer cohorts to investigate the relevance of the genes expressed by male breast CAFs. A six-gene signature (
ASPN
,
COL4A1
,
COL4A2
,
COL5A3
,
COMP
and
FN1
) that could predict patient outcomes in multiple independent cohorts of prostate cancer patients was identified.
Conclusions
We identified a novel gene signature with strong prognostic value in prostate cancer and potential relevance to male BC. This gene signature represents a complementary tool to standard clinical parameters for improving patient stratification and management.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
Subject
/ Biomarkers, Tumor - genetics
/ Biomarkers, Tumor - metabolism
/ Biomedical and Life Sciences
/ Breast Neoplasms, Male - genetics
/ Breast Neoplasms, Male - pathology
/ Cancer-associated fibroblasts (CAFs)
/ Cancer-Associated Fibroblasts - metabolism
/ Cancer-Associated Fibroblasts - pathology
/ Datasets
/ Female
/ Females
/ Gene Expression Regulation, Neoplastic
/ Genes
/ Humans
/ K-means
/ Male
/ Patients
/ Prostatic Neoplasms - genetics
/ Prostatic Neoplasms - pathology
/ RNA
/ Tumors
/ Women
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