ArticleBMC cancer2019
Roadmap of DNA methylation in breast cancer identifies novel prognostic biomarkers.
Article in BMC cancer, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 72 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
72 citing papers in PubMed, 1 synthesis or guideline pooled it, 147 citations in OpenAlex.
- A systematic review of progress toward unlocking the power of epigenetics in breast cancer: latest updates and perspectives.Frontiers in pharmacology · 2025Pooled it
- Long-term molecular embedding of early life adversity: leukocyte DNA methylation and gene expression associations from childhood to young adulthood.Epigenomics · 2026Article
- Tumour-based DNA methylation markers of breast cancer survival: a pooled analysis of 2157 cases.Breast cancer research : BCR · 2026Article
- The Great Potential of DNA Methylation in Triple-Negative Breast Cancer: From Biological Basics to Clinical Application.Biomedicines · 2026Review
- Subtype-Dependent Transcriptional Coupling Between DNMT1 and E2F-Linked Proliferative Programs in Breast Cancer: A Dual-Cohort Transcriptomic Analysis.Journal of Cancer · 2026Article
- Methylation Landscapes of Cartilage in Hip Osteoarthritis.Genetics research · 2026Article
- The Janus Face of SPAG6: Inducing EMT in Luminal Breast Cancer Cells Amidst Widespread Expression Loss in Breast Tumours.Journal of cellular and molecular medicine · 2025Article
- Spatial Transcriptomics Reveals Distinct Architectures but Shared Vulnerabilities in Primary and Metastatic Liver Tumors.Cancers · 2025Article
- Evaluation of PE5 Entries on the Human Proteome Project Target List.Journal of proteome research · 2025Article
- A review of the use of tumour DNA methylation for breast cancer subtyping and prediction of outcomes.Clinical epigenetics · 2025Review
- Decoding the Epigenome of Breast Cancer.International journal of molecular sciences · 2025Review
- Epigenetic regulation of angiogenesis and its therapeutics.Genomics & informatics · 2025Review
- Tumour DNA methylation markers associated with breast cancer survival: a replication study.Breast cancer research : BCR · 2025Article
- Patent landscape of nanotechnology - based nucleic acid delivery systems for breast cancer therapies.Frontiers in oncology · 2025Article
- Cis-regulation analysis of RNA m6A methylation and gene expression in colorectal cancer.Frontiers in genetics · 2025Article
- Functional foods and exercise in breast cancer: epigenetic modulation, chemotherapy tolerance, and fatigue management.Frontiers in nutrition · 2025Review
- Droplet digital PCR analysis of CDH13 methylation status in Slovak women with invasive ductal breast cancer.Scientific reports · 2024Article
- Epigenetic regulation of breast cancer metastasis.Cancer metastasis reviews · 2024Review
- Hypermethylation of the Gene Body inBiomolecules · 2024Article
- Review
12 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors at 3 institutions in 3 countries.
Funding
Abstract
backgroundBreast cancer is a highly heterogeneous disease resulting in diverse clinical behaviours and therapeutic responses. DNA methylation is a major epigenetic alteration that is commonly perturbed in cancers. The aim of this study is to characterize the relationship between DNA methylation and aberrant gene expression in breast cancer.
methodsWe analysed DNA methylation and gene expression profiles from breast cancer tissue and matched normal tissue in The Cancer Genome Atlas (TCGA). Genome-wide differential methylation analysis and methylation-gene expression correlation was performed. Gene expression changes were subsequently validated in the METABRIC dataset. The Oncoscore tool was used to identify genes that had previously been associated with cancer in the literature. A subset of genes that had not previously been studied in cancer was chosen for further analysis.
resultsWe identified 368 CpGs that were differentially methylated between tumor and normal breast tissue (∆β > 0.4). Hypermethylated CpGs were overrepresented in tumor tissue and were found predominantly (56%) in upstream promoter regions. Conversely, hypomethylated CpG sites were found primarily in the gene body (66%). Expression analysis revealed that 209 of the differentially-methylated CpGs were located in 169 genes that were differently expressed between normal and breast tumor tissue. Methylation-expression correlations were predominantly negative (70%) for promoter CpG sites and positive (74%) for gene body CpG sites. Among these differentially-methylated and differentially-expressed genes, we identified 7 that had not previously been studied in any form of cancer. Three of these, TDRD10, PRAC2 and TMEM132C, contained CpG sites that showed diagnostic and prognostic value in breast cancer, particularly in estrogen-receptor (ER)-positive samples. A pan-cancer analysis confirmed differential expression of these genes together with diagnostic and prognostic value of their respective CpG sites in multiple cancer types.
conclusionWe have identified 368 DNA methylation changes that characterize breast cancer tumor tissue, of which 209 are associated with genes that are differentially-expressed in the same samples. Novel DNA methylation markers were identified, of which cg12374721 (PRAC2), cg18081940 (TDRD10) and cg04475027 (TMEM132C) show promise as diagnostic and prognostic markers in breast cancer as well as other cancer types.
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