ArticleBreast cancer research and treatment2016
A novel gene expression signature for bone metastasis in breast carcinomas.
Article in Breast cancer research and treatment, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 66 papers.
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Who cites it
66 citing papers in PubMed, 104 citations in OpenAlex.
- Bone Metastasis in Estrogen Receptor-Positive Breast Cancer: Molecular Insights and Therapeutic Advances.International journal of molecular sciences · 2026Review
- Hematopoietic Niche Hijacking in Bone Metastases: Roles of Megakaryocytes, Erythroid Lineage Cells, and Perivascular Stromal Subsets.Biomedicines · 2026Review
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- Identification of vitronectin as a potential non-invasive biomarker of metastatic breast cancer using a label-free LC-MS/MS approach.Breast cancer research : BCR · 2025Article
- Biomarker-Driven Approaches to Bone Metastases: From Molecular Mechanisms to Clinical Applications.Biomedicines · 2025Review
- ONECUT2 is a druggable driver of luminal to basal breast cancer plasticity.Cellular oncology (Dordrecht, Netherlands) · 2025Article
- Premetastatic niche mechanics and organotropism in breast cancer.npj biological physics and mechanics · 2025Review
- Roles of Copper Transport Systems Members in Breast Cancer.Cancer medicine · 2024Review
- Postexercise downregulation ofTranslational cancer research · 2024Article
- Sleeping Beauty transposon mutagenesis in mouse intestinal organoids identifies genes involved in tumor progression and metastasis.Cancer gene therapy · 2024Article
- Basal-epithelial subpopulations underlie and predict chemotherapy resistance in triple-negative breast cancer.EMBO molecular medicine · 2024Article
- Pan-cancer analysis of NUP155 and validation of its role in breast cancer cell proliferation, migration, and apoptosis.BMC cancer · 2024Article
- A Novel Methylation-based Model for Prognostic Prediction in Lung Adenocarcinoma.Current genomics · 2024Article
- NUP155 and NDC1 interaction in NSCLC: a promising target for tumor progression.Frontiers in pharmacology · 2024Article
- Predictive and prognostic biomarkers of bone metastasis in breast cancer: current status and future directions.Cell & bioscience · 2023Review
- Six-transmembrane epithelial antigen of prostate 3 (STEAP3) is a potential prognostic biomarker in clear cell renal cell carcinoma that correlates with M2 macrophage infiltration and epithelial-mesenchymal.Cancer reports (Hoboken, N.J.) · 2023Article
- Article
- Identification, characterization, and prognosis investigation of pivotal genes shared in different stages of breast cancer.Scientific reports · 2023Article
- TOR1B: a predictor of bone metastasis in breast cancer patients.Scientific reports · 2023Article
- Estrone, the major postmenopausal estrogen, binds ERa to induce SNAI2, epithelial-to-mesenchymal transition, and ER+ breast cancer metastasis.Cell reports · 2022Article
6 more citing papers are in PubMed but not listed here.
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Metastatic cancer remains the leading cause of death for patients with breast cancer. To understand the mechanisms underlying the development of distant metastases to specific sites is therefore important and of potential clinical value. From 157 primary breast tumours of the patients with known metastatic disease, gene expression profiling data were generated and correlated to metastatic behaviour including site-specific metastasis, metastasis pattern and survival outcomes. We analysed gene expression signatures specifically associated with the development of bone metastases. As a validation cohort, we used a published dataset of 376 breast carcinomas for which gene expression data and site-specific metastasis information were available. 80.5 % of luminal-type tumours developed bone metastasis as opposed to 41.7 % of basal and 55.6 % of HER2-like tumours. A novel 15-gene signature identified 82.4 % of the tumours with bone metastasis, 85.2 % of the tumours which had bone metastasis as first site of metastasis and 100 % of the ones with bone metastasis only (p 9.99e-09), in the training set. In the independent dataset, 81.2 % of the positive tested tumours had known metastatic disease to the bone (p 4.28e-10). This 15-gene signature showed much better correlation with the development of bone metastases than previously identified signatures and was predictive in both ER-positive as well as in ER-negative tumours. Multivariate analyses revealed that together with the molecular subtype, our 15-gene expression signature was significantly correlated to bone metastasis status (p <0.001, 95 % CI 3.86-48.02 in the training set; p 0.001, 95 % CI 1.54-5.00 in the independent set). The 15 genes, APOPEC3B, ATL2, BBS1, C6orf61, C6orf167, MMS22L, KCNS1, MFAP3L, NIP7, NUP155, PALM2, PH-4, PGD5, SFT2D2 and STEAP3, encoded mainly membrane-bound molecules with molecular function of protein binding. The expression levels of the up-regulated genes (NAT1, BBS1 and PH-4) were also found to be correlated to epithelial to mesenchymal transition status of the tumour. We have identified a novel 15-gene expression signature associated with the development of bone metastases in breast cancer patients. This bone metastasis signature is the first to be identified using a supervised classification approach in a large series of patients and will help forward research in this area towards clinical applications.
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