ArticleCancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology2012
Peripheral blood immune cell methylation profiles are associated with nonhematopoietic cancers.
Article in Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 80 papers, 3 of them syntheses that pooled it.
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Who cites it
80 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- A meta-analysis of immune-cell fractions at high resolution reveals novel associations with common phenotypes and health outcomes.Genome medicine · 2023Pooled it
- Blood-based DNA methylation as biomarker for breast cancer: a systematic review.Clinical epigenetics · 2016Pooled it
- Association BetweenCancer genomics & proteomicsPooled it
- Dynamic changes in peripheral B and NK cells reflect treatment response in breast cancer subtypes.Discover oncology · 2026Article
- A Functional Approach to Testing Overall Effect of Interaction Between DNA Methylation and SNPs.Statistics in medicine · 2026Article
- ERK1/2 gene expression and hypomethylation of Alu and LINE1 elements in patients with type 2 diabetes with and without cataract: Impact of hyperglycemia-induced oxidative stress.Journal of diabetes investigation · 2025Article
- Blood-based biomarkers derived from tumor-informed DNA methylation analysis for lung adenocarcinoma.Heliyon · 2025Article
- Methylation marks in blood DNA reveal breast cancer risk in patients fulfilling hereditary disease criteria.NPJ precision oncology · 2024Article
- Blood LeukocyteCancer research communications · 2023Article
- Review
- DNA Methylation Abnormalities and Altered Whole Transcriptome Profiles after Switching from Combustible Tobacco Smoking to Heated Tobacco Products.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2022Article
- Metabolites in the Tumor Microenvironment Reprogram Functions of Immune Effector Cells Through Epigenetic Modifications.Frontiers in immunology · 2021Review
- DNA Methylation in Ovarian Cancer Susceptibility.Cancers · 2020Review
- Methylation of WT1, CA10 in peripheral blood leukocyte is associated with breast cancer risk: a case-control study.BMC cancer · 2020Article
- The Role of Blood Cell Composition in Epidemiologic Studies of Telomeres.Epidemiology (Cambridge, Mass.) · 2020Article
- DNA methylation signatures of Prostate Cancer in peripheral T-cells.BMC cancer · 2020Observational
- Prediagnostic Immune Cell Profiles and Breast Cancer.JAMA network open · 2020Article
- DNA methylation patterns of LINE-1 and Alu for pre-symptomatic dementia in type 2 diabetes.PloS one · 2020Article
- Genetic variants influence on the placenta regulatory landscape.PLoS genetics · 2018Article
- DNA methylation signatures of breast cancer in peripheral T-cells.BMC cancer · 2018Article
20 more citing papers are in PubMed but not listed here.
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Authors and funding
10 authors.
Funding
Abstract
backgroundBlood leukocytes from patients with solid tumors exhibit complex and distinct cancer-associated patterns of DNA methylation. However, the biologic mechanisms underlying these patterns remain poorly understood. Because epigenetic biomarkers offer significant clinical potential for cancer detection, we sought to address a mechanistic gap in recently published works, hypothesizing that blood-based epigenetic variation may be due to shifts in leukocyte populations.
methodsWe identified differentially methylated regions (DMR) among leukocyte subtypes using epigenome-wide DNA methylation profiling of purified peripheral blood leukocyte subtypes from healthy donors. These leukocyte-tagging DMRs were then evaluated using epigenome-wide blood methylation data from three independent case-control studies of different cancers.
resultsA substantial proportion of the top 50 leukocyte DMRs were significantly differentially methylated among head and neck squamous cell carcinoma (HNSCC) cases and ovarian cancer cases compared with cancer-free controls (48 and 47 of 50, respectively). Methylation classes derived from leukocyte DMRs were significantly associated cancer case status (P < 0.001, P < 0.03, and P < 0.001) for all three cancer types: HNSCC, bladder cancer, and ovarian cancer, respectively and predicted cancer status with a high degree of accuracy (area under the curve [AUC] = 0.82, 0.83, and 0.67).
conclusionsThese results suggest that shifts in leukocyte subpopulations may account for a considerable proportion of variability in peripheral blood DNA methylation patterns of solid tumors. IMPACT: This illustrates the potential use of DNA methylation profiles for identifying shifts in leukocyte populations representative of disease, and that such profiles may represent powerful new diagnostic tools, applicable to a range of solid tumors.
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