ArticleJournal of the National Cancer Institute2019
Methylation-Based Biological Age and Breast Cancer Risk.
Article in Journal of the National Cancer Institute, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 127 papers, 5 of them syntheses that pooled it.
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Who cites it
127 citing papers in PubMed, 5 syntheses or guidelines pooled it, 197 citations in OpenAlex.
- Return to work for health professionals with breast cancer as health recipients: A systematized review.Work (Reading, Mass.) · 2026Pooled it
- Progress in epigenetic research of breast cancer: a bibliometric analysis since the 2000s.Frontiers in oncology · 2025Pooled it
- Epigenetic Ageing and Breast Cancer Risk: A Systematic Review.Cancer medicine · 2024Pooled it
- Methylation-based markers of aging and lifestyle-related factors and risk of breast cancer: a pooled analysis of four prospective studies.Breast cancer research : BCR · 2022Pooled it
- Pooled it
- Associations of breast DNA methylation-based measures of biological ageing with obesity-related breast cancer risk markers.Epigenetics · 2026Article
- Review
- Accelerated Biological Aging Increases the Risk of Head and Neck Cancer: Insights From Genetic Instruments of Epigenetic Clocks.Molecular carcinogenesis · 2026Article
- Exposure to electronic cigarette aerosols triggers alterations in genomic DNA methylation that impacts cancer pathways in mice.Inhalation toxicology · 2026Article
- The role of ubiquitin system in ageing-related diseases and potential therapeutic opportunities.Molecular biomedicine · 2026Review
- Subtype-specific sirtuin expression signatures link mitochondrial-epigenetic networks to breast cancer survival.GeroScience · 2026Article
- Multi-omics analysis reveals AR as a potential prognostic factor and immune-related therapeutic target in gastric cancer.Biochemistry and biophysics reports · 2026Article
- Associations of accelerated biological ageing with incident dementia, cognitive functions and brain structure: a prospective cohort study based on UK Biobank.Stroke and vascular neurology · 2026Article
- Sex-specific nonlinear DNA methylation aging trajectories reveal biomarkers of cancer risk and inflammation.Genome biology · 2026Article
- Proteomic aging clocks and the risk of mortality among long-term cancer survivors.Journal of the National Cancer Institute · 2026Article
- Association of Epigenetic Aging Biomarkers With Risk of MASLD-Related HCC.Liver international : official journal of the International Association for the Study of the Liver · 2026Article
- Mammo-AGE: deep learning estimation of breast age from mammograms.Nature communications · 2025Article
- 3D In Vitro Models of Breast Cancer: Current Challenges and Future Prospects Toward Recapitulating the Microenvironment and Mimicking Key Processes.Advanced biology · 2025Review
- The Relevance of Chronological and Biological Aging in the Progression of Multiple Sclerosis.Healthcare (Basel, Switzerland) · 2025Review
- Associations of social network size and perceived level of social support with age acceleration estimated by a proteomic aging clock: the Atherosclerosis Risk in Communities Study.American journal of epidemiology · 2025Article
67 more citing papers are in PubMed but not listed here.
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Authors and funding
6 authors at 1 institution in 1 country.
Funding
Abstract
backgroundAge is one of the strongest predictors of cancer, chronic disease, and mortality, but biological responses to aging differ among people. Epigenetic DNA modifications have been used to estimate "biological age," which may be a useful predictor of disease risk. We tested this hypothesis for breast cancer.
methodsUsing a case-cohort approach, we measured baseline blood DNA methylation of 2764 women enrolled in the Sister Study, 1566 of whom subsequently developed breast cancer after an average of 6 years. Using three previously established methylation-based "clocks" (Hannum, Horvath, and Levine), we defined biological age acceleration for each woman by comparing her estimated biological age with her chronological age. Hazard ratios and 95% confidence intervals for breast cancer risk were estimated using Cox regression models. All statistical tests were two-sided.
resultsEach of the three clocks showed that biological age acceleration was statistically significantly associated with increased risk of developing breast cancer (5-year age acceleration, Hannum's clock: hazard ratio [HR] = 1.10, 95% confidence interval [CI] = 1.00 to 1.21, P = .04; Horvath's clock: HR = 1.08, 95% CI = 1.00 to 1.17, P = .04; Levine's clock: HR = 1.15, 95% CI = 1.07 to 1.23, P < .001). For Levine's clock, each 5-year acceleration in biological age corresponded with a 15% increase in breast cancer risk. Although biological age may accelerate with menopausal transition, age acceleration in premenopausal women independently predicted breast cancer. Case-only analysis suggested that, among women who develop breast cancer, increased age acceleration is associated with invasive cancer (odds ratio for invasive = 1.09, 95% CI = 0.98 to 1.22, P = .10).
conclusionsDNA methylation-based measures of biological age may be important predictors of breast cancer risk.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.