ArticleBreast cancer (Tokyo, Japan)2022
Identification of key tumor stroma-associated transcriptional signatures correlated with survival prognosis and tumor progression in breast cancer.
Article in Breast cancer (Tokyo, Japan), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed, 37 citations in OpenAlex.
- Decoding the Collagenome in Breast Cancer: Mechanotransduction, Microenvironment, and Translational Opportunities.International journal of molecular sciences · 2026Review
- A label-free microLC-SWATH-MS methodology with immunoaffinity depletion of highly abundant serum proteins for quantitative proteomic comparison of fresh-frozen human normal breast tissue and tumor clinical specimens.Frontiers in molecular biosciences · 2026Article
- Function and Mechanism of the RNA-binding Protein RBMS3 in Malignant Tumours.Cell biochemistry and biophysics · 2025Review
- Association of Genetic Risk Variants in SETBP1, FANCM, and LSP1 with Familial Breast Cancer in the Pakistani Pashtun Population.Pakistan journal of medical sciences · 2025Article
- CXCR4/CXCL12 axis promotes lymphatic metastasis in tongue squamous cell carcinoma via PI3K/AKT signaling pathway.Journal of translational medicine · 2025Article
- Exploration of crucial stromal risk genes associated with prognostic significance and chemotherapeutic opportunities in invasive ductal breast carcinoma.Journal, genetic engineering & biotechnology · 2025Article
- Potential prognostic and immunologic significances of ADAM8 in clear cell renal cell carcinoma.Medicine · 2025Article
- Facilitation of Tumor Stroma-Targeted Therapy: Model Difficulty and Co-Culture Organoid Method.Pharmaceuticals (Basel, Switzerland) · 2025Review
- Molecular understanding and clinical aspects of tumor-associated macrophages in the immunotherapy of renal cell carcinoma.Journal of experimental & clinical cancer research : CR · 2024Review
- Targeting tumor‑associated macrophages: Critical players in tumor progression and therapeutic strategies (Review).International journal of oncology · 2024Review
- Tspan protein family: focusing on the occurrence, progression, and treatment of cancer.Cell death discovery · 2024Review
- Exploration of Key Immune-Related Transcriptomes Associated with Doxorubicin-Induced Cardiotoxicity in Patients with Breast Cancer.Cardiovascular toxicology · 2023Article
- The impact of SETBP1 mutations in neurological diseases and cancer.Genes to cells : devoted to molecular & cellular mechanisms · 2023Review
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- Whole-exome mutational landscape and molecular marker study in mucinous and clear cell ovarian cancer cell lines 3AO and ES2.BMC cancer · 2023Article
- Integrated bioinformatics analyses identifying key transcriptomes correlated with prognosis and immune infiltrations in lung squamous cell carcinoma.Saudi journal of biological sciences · 2023Article
- The role of macrophages in the tumor microenvironment and tumor metabolism.Seminars in immunopathology · 2023Review
- Expression of RBMS3 in Breast Cancer Progression.International journal of molecular sciences · 2023Article
- Collagen fiber features and COL1A1: are they associated with elastic parameters in breast lesions, and can COL1A1 predict axillary lymph node metastasis?BMC cancer · 2022Article
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2 authors at 2 institutions in 2 countries.
Funding
Abstract
backgroundThe aberrant expression of stromal gene signatures in breast cancer has been widely studied. However, the association of stromal gene signatures with tumor immunity, progression, and clinical outcomes remains lacking.
methodsBased on eight breast tumor stroma (BTS) transcriptomics datasets, we identified differentially expressed genes (DEGs) between BTS and normal breast stroma. Based on the DEGs, we identified dysregulated pathways and prognostic hub genes, hub oncogenes, hub protein kinases, and other key marker genes associated with breast cancer. Moreover, we compared the enrichment levels of stromal and immune signatures between breast cancer patients with bad and good clinical outcomes. We also investigated the association between tumor stroma-related genes and breast cancer progression.
resultsThe DEGs included 782 upregulated and 276 downregulated genes in BTS versus normal breast stroma. The pathways significantly associated with the DEGs included cytokine-cytokine receptor interaction, chemokine signaling, T cell receptor signaling, cell adhesion molecules, focal adhesion, and extracellular matrix-receptor interaction. Protein-protein interaction network analysis identified the stromal hub genes with prognostic value in breast cancer, including two oncogenes (COL1A1 and IL21R), two protein kinases encoding genes (PRKACA and CSK), and a growth factor encoding gene (PLAU). Moreover, we observed that the patients with bad clinical outcomes were less enriched in stromal and antitumor immune signatures (CD8 + T cells and tumor-infiltrating lymphocytes) but more enriched in tumor cells and immunosuppressive signatures (MDSCs and CD4 + regulatory T cells) compared with the patients with good clinical outcomes. The ratios of CD8 + /CD4 + regulatory T cells were lower in the patients with bad clinical outcomes. Furthermore, we identified the tumor stroma-related genes, including MCM4, SPECC1, IMPA2, and AGO2, which were gradually upregulated through grade I, II, and III breast cancers. In contrast, COL14A1, ESR1, SLIT2, IGF1, CH25H, PRR5L, ABCA6, CEP126, IGDCC4, LHFP, MFAP3, PCSK5, RAB37, RBMS3, SETBP1, and TSPAN11 were gradually downregulated through grade I, II, and III breast cancers. It suggests that the expression of these stromal genes has an association with the progression of breast cancers. These progression-associated genes also displayed an expression association with recurrence-free survival in breast cancer patients.
conclusionsThis study identified tumor stroma-associated biomarkers correlated with deregulated pathways, tumor immunity, tumor progression, and clinical outcomes in breast cancer. Our findings provide new insights into the pathogenesis of breast cancer.
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